<?xml version="1.0" encoding="UTF-8"?>
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.4" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">cjbr</journal-id>
      <journal-title-group>
        <journal-title>Cascadia Journal of Biomedical Research</journal-title>
        <abbrev-journal-title abbrev-type="publisher">Cascadia J. Biomed. Res.</abbrev-journal-title>
      </journal-title-group>
      <issn publication-format="electronic">2693-8510</issn>
      <publisher>
        <publisher-name>Cascadia Health Sciences Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.58302/df0c0n33</article-id>
      <title-group>
        <article-title>Recombination Suppression Drives Expansion of the Drosophila Dot Chromosome: methods and sensitivity checks</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid" authenticated="false">https://orcid.org/0015-0001-1775-5533</contrib-id>
          <name>
            <surname>Fontaine</surname>
            <given-names>Matthieu</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid" authenticated="false">https://orcid.org/0015-0001-1878-5005</contrib-id>
          <name>
            <surname>Oyelaran</surname>
            <given-names>Tunde</given-names>
          </name>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <aff id="aff1">Faculty of Education, Baltic Sea Research University, Finland</aff>
        <aff id="aff2">School of Physics, Université du Lac Léman, Switzerland</aff>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Malik</surname>
            <given-names>Harmit</given-names>
          </name>
          <role>Associate Editor</role>
        </contrib>
      </contrib-group>
      <author-notes>
        <fn fn-type="coi-statement">
          <p>The authors declare no competing interests.</p>
        </fn>
      </author-notes>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2024-11-24">
        <day>24</day>
        <month>11</month>
        <year>2024</year>
      </pub-date>
      <pub-date publication-format="electronic" date-type="corrected" iso-8601-date="2026-11-06">
        <day>06</day>
        <month>11</month>
        <year>2026</year>
      </pub-date>
      <volume>16</volume>
      <issue>4</issue>
      <issue-title>Immunotherapy and Biomarkers</issue-title>
      <elocation-id>e5926</elocation-id>
      <pub-history>
        <event>
          <date date-type="received" iso-8601-date="2024-07-10">
            <day>10</day>
            <month>07</month>
            <year>2024</year>
          </date>
        </event>
        <event>
          <date date-type="accepted" iso-8601-date="2024-11-04">
            <day>04</day>
            <month>11</month>
            <year>2024</year>
          </date>
        </event>
      </pub-history>
      <permissions>
        <copyright-statement>© 2024 Cascadia Health Sciences Publishing</copyright-statement>
        <copyright-year>2024</copyright-year>
        <copyright-holder>Cascadia Health Sciences Publishing</copyright-holder>
        <ali:free_to_read/>
        <license>
          <ali:license_ref>https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
        </license>
      </permissions>
      <abstract>
        <p>Genome size varies widely, even among closely related species, yet much less is known about chromosome size variation. Here we use the fourth chromosome of Drosophila , also known as the “Muller F element” or “dot chromosome”, as a model to investigate chromosome-specific size expansion. The F element of most Drosophila species is small (∼1.3 Mb) and almost entirely heterochromatic, yet harbors approximately 80 protein-coding genes. Here, we study D. kikkawai , D. takahashii , D. ananassae , and D. bipectinata , whose F elements are 2- to 15-fold larger in size compared to D. melanogaster . Through manual gene curation and comparative genomic analysis, we find that their F elements have expanded primarily via accumulation of transposable elements (TEs) in introns and intergenic regions. Natural selection appears less efficient on these expanded F elements: they have smaller effective population sizes and their genes exhibit reduced usage of optimal codons, compared to D. melanogaster . We propose that F element size variation is driven by differences in F element recombination rates. The ultra-long (∼20 Mb) F elements of D. ananassae and D. bipectinata display high rates of rearrangement and sequence evolution and exhibit independent TE-driven expansions. Our results suggest that F elements of most Drosophila species likely recombine enough to prevent size expansion, while F element recombination in D. ananassae and D. bipectinata is either absent or rare enough to allow TEs and other deleterious mutations to accumulate via Muller's ratchet; thus, these chromosomes evolve more like a Y chromosome than a typical Drosophila F element.</p>
        <p>Updated in version 2 to clarify the scope of the analysis.</p>
      </abstract>
      <kwd-group kwd-group-type="author">
        <kwd>Drosophila</kwd>
        <kwd>genome size</kwd>
        <kwd>heterochromatin</kwd>
      </kwd-group>
      <funding-group>
        <funding-statement>This work was supported by the Japan Society for the Promotion of Science (KAKENHI JP22H01234).</funding-statement>
      </funding-group>
    </article-meta>
  </front>
  <body><sec sec-type="intro" id="msaf304-s1"><title>Introduction</title><p>Eukaryotic genomes can vary greatly in size, ranging from less than 5 Mb in some unicellular parasites (<xref rid="msaf304-B25" ref-type="bibr">Corradi et al. 2010</xref>) to greater than 160 Gb in the plant <italic toggle="yes">Tmesipteris oblanceolata</italic> (<xref rid="msaf304-B36" ref-type="bibr">Fernández et al. 2024</xref>), with ca. only 12-fold variation in protein-coding gene content. This variation in genome size does not correlate with organismal complexity, a phenomenon which was termed the “C-value paradox” (<xref rid="msaf304-B116" ref-type="bibr">Thomas 1971</xref> ). Instead, it is now clear that variation in genome size among species is due primarily to differences in the abundance of noncoding, repetitive DNA, including transposable elements (TEs) and DNA satellites (<xref rid="msaf304-B34" ref-type="bibr">Elliott and Gregory 2015</xref>). This observation explains how genome size varies but does not explain why genome size varies widely, even among closely related species.</p><p>One potential explanation, known as the mutational hazard hypothesis (<xref rid="msaf304-B77" ref-type="bibr">Lynch and Conery 2003</xref>), is based on the observation that effective population size (<italic toggle="yes">Ne</italic>) is negatively correlated with genome size. Natural selection is less efficient in species with lower effective population size, which limits the ability of purifying selection to remove mildly deleterious mutations, including repetitive DNA, from the genome. This hypothesis remains controversial, with studies across diverse species groups split between those supporting an association between <italic toggle="yes">Ne</italic> and genome size (eg <xref rid="msaf304-B77" ref-type="bibr">Lynch and Conery 2003</xref>; <xref rid="msaf304-B70" ref-type="bibr">Lefébure et al. 2017</xref>; <xref rid="msaf304-B28" ref-type="bibr">Cui et al. 2019</xref>; <xref rid="msaf304-B17" ref-type="bibr">Chak et al. 2021</xref>; <xref rid="msaf304-B84" ref-type="bibr">Mérel et al. 2021</xref>; <xref rid="msaf304-B85" ref-type="bibr">Mérel et al. 2025</xref>) and a similar number finding no such association (eg <xref rid="msaf304-B124" ref-type="bibr">Whitney and Garland 2010</xref>; <xref rid="msaf304-B123" ref-type="bibr">Whitney et al. 2011</xref>; <xref rid="msaf304-B59" ref-type="bibr">Kapheim et al. 2015</xref>; <xref rid="msaf304-B7" ref-type="bibr">Bast et al. 2016</xref>; <xref rid="msaf304-B78" ref-type="bibr">Mackintosh et al. 2019</xref>; <xref rid="msaf304-B97" ref-type="bibr">Roddy et al. 2021</xref>; <xref rid="msaf304-B81" ref-type="bibr">Marino et al. 2024</xref>; <xref rid="msaf304-B126" ref-type="bibr">Yang et al. 2024</xref>).</p><p>Relatedly, the mutational equilibrium hypothesis (<xref rid="msaf304-B93" ref-type="bibr">Petrov 2002</xref> ) posits that genome size results from a balance between DNA insertions (eg duplications and/or mobile genetic elements) and DNA deletions. Therefore, variation in genome size is primarily due to differences among species in the rates of new insertions and/or deletions. More recent work describes a similar “accordion model,” where genome size expansions occur rapidly via large duplications and/or bursts of TE activity but are counterbalanced by large deletions (<xref rid="msaf304-B61" ref-type="bibr">Kapusta et al. 2017</xref>). Both of the above hypotheses (mutational hazard and mutational equilibrium) suggest that genetic drift plays a dominant role in genome size expansion (for review, see <xref rid="msaf304-B12" ref-type="bibr">Blommaert 2020</xref>).</p><p>Repetitive DNA is largely composed of mobile genetic elements, which can selfishly and rapidly replicate to high copy numbers if left unchecked by their host genome (<xref rid="msaf304-B112" ref-type="bibr">Talla et al. 2017</xref>; <xref rid="msaf304-B88" ref-type="bibr">Naville et al. 2019</xref>; <xref rid="msaf304-B21" ref-type="bibr">Chen et al. 2020</xref>; <xref rid="msaf304-B91" ref-type="bibr">Oggenfuss et al. 2021</xref>). Differences among species in the efficiency by which repetitive DNA is silenced and/or purged from the genome will therefore lead to genome size variation. In fact, the evolution of repetitive DNA silencing mechanisms may facilitate genome size expansion (<xref rid="msaf304-B127" ref-type="bibr">Zhou et al. 2020</xref>): once a particular repeat class is effectively silenced by its host genome, its presence in the genome becomes less deleterious or even neutral (<xref rid="msaf304-B76" ref-type="bibr">Lu and Clark 2010</xref>).</p><p>Little is understood about how genome size expansion occurs at the level of individual chromosomes. In general, chromosome lengths within a given genome tend to be similar regardless of the genome's absolute size (<xref rid="msaf304-B75" ref-type="bibr">Li et al. 2011</xref>), implying that genome size expansion often involves an increase in size across all chromosomes. However, there are exceptions to this pattern: chromosomes do not change in size at all, at least initially, when genome expansion occurs via polyploidization (<xref rid="msaf304-B122" ref-type="bibr">Wang et al. 2021</xref>); in other cases, individual chromosomes can show extreme size variation across species. For example, across the <italic toggle="yes">Drosophila</italic> genus, there is less than threefold variation in overall genome size (<xref rid="msaf304-B13" ref-type="bibr">Bosco et al. 2007</xref>; <xref rid="msaf304-B49" ref-type="bibr">Gregory and Johnston 2008</xref>; <xref rid="msaf304-B56" ref-type="bibr">Hjelmen et al. 2019</xref>), yet one particular chromosome, the Muller F element (known in <italic toggle="yes">D. melanogaster</italic> as the fourth chromosome or “dot” chromosome), shows more than tenfold variation in size (<xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref> ). Here, we conduct comparative and population genomic analyses across four <italic toggle="yes">Drosophila</italic> species whose Muller F elements have expanded in size in order to determine whether the same evolutionary forces–genetic drift and repetitive DNA proliferation–that influence genome size expansion also play a role in the size expansion of individual chromosomes.</p><p>The F element (also known as Muller F) in <italic toggle="yes">D. melanogaster</italic> is unique in that it is generally very small and almost entirely heterochromatic, with only the distal 1.3 Mb region of the long arm containing ∼80 protein-coding genes (<xref rid="msaf304-B96" ref-type="bibr">Riddle and Elgin 2018</xref>). These genes are expressed at levels similar to euchromatic genes on the other autosomes (<xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref>). In related species, these genes are well conserved on their respective F elements, but the F elements themselves vary significantly in size and structure (<xref rid="msaf304-B11" ref-type="bibr">Bhutkar et al. 2008</xref> ; <xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>). For example, the F elements of the <italic toggle="yes">montium</italic> group species <italic toggle="yes">Drosophila kikkawai</italic> and the <italic toggle="yes">melanogaster</italic> group species <italic toggle="yes">Drosophila takahashii</italic> are 2.3 Mb and 3.2 Mb, respectively (<xref rid="msaf304-F1" ref-type="fig">Fig. 1</xref>). Larger expansions are found in the <italic toggle="yes">ananassae</italic> group species <italic toggle="yes">Drosophila ananassae</italic> and <italic toggle="yes">Drosophila bipectinata</italic>, whose F elements are 19.4 Mb and 20.5 Mb, respectively, and have adopted a metacentric chromosome structure (<xref rid="msaf304-F1" ref-type="fig">Fig. 1</xref>). In this study, we assess the expansion of the Muller F elements in these four <italic toggle="yes">Drosophila</italic> species using chromosome-level long-read genome assemblies generated by the Genomics Education Partnership (GEP) (<xref rid="msaf304-B102" ref-type="bibr">Shaffer et al. 2010</xref>; <xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). We find that F element expansion occurs in both intronic and intergenic regions, driven by an accumulation of TEs and other repetitive DNA. Genes on the expanded F elements of all four species show reduced codon usage bias relative to other genes in the same genome and genes on the <italic toggle="yes">D. melanogaster</italic> F element, consistent with less efficient natural selection on these chromosomes.</p><fig position="float" id="msaf304-F1" fig-type="figure" orientation="portrait"><label>Fig. 1.</label><caption><p>
<italic toggle="yes">Drosophila</italic> species with expanded F elements. a) Karyotypes of the four expanded F element species. Muller elements A to F correspond to <italic toggle="yes">D. melanogaster</italic> chromosomes X, 2L, 2R, 3L, 3R, and 4, respectively. The X chromosomes (Muller A) and F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> are both metacentric. Both telocentric (dark red arm only) and metacentric (both dark and light red arms) F elements have been reported in <italic toggle="yes">D. kikkawai</italic> (<xref rid="msaf304-B4" ref-type="bibr">Baimai and Chumchong 1980</xref>). Previous work suggests that the strain used here has the acrocentric F element (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). Panel adapted from <xref rid="msaf304-B73" ref-type="bibr">Leung et al. (2023)</xref>. b) Phylogenetic relationships among the species studied here, along with the F element scaffold length from their respective genome assemblies (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). Divergence times (in millions of years) are shown for each node of the tree (<xref rid="msaf304-B111" ref-type="bibr">Suvorov et al. 2022</xref>).</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/654"/></fig><p>
<italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> both have similarly sized, ultra-long F elements (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). Although the expanded regions of the F element are composed primarily of repetitive DNA in both species, we find that different repeats have accumulated in each species. Thus, either F element expansion has occurred independently or the ancestral repeats responsible for the initial expansion have been deleted and replaced by younger, lineage-specific repeat insertions in each species (ie repeat turnover). We propose that chromosome-specific differences in recombination rate may explain why the F element expands in size in some <italic toggle="yes">Drosophila</italic> species and not others. Furthermore, we propose that a large reduction (or elimination) of recombination may explain the extreme properties of the ultra-long F elements in the <italic toggle="yes">D. ananassae</italic> species group. Thus, the F element, which represents the ancestral X chromosome of higher dipteran species (<xref rid="msaf304-B119" ref-type="bibr">Vicoso and Bachtrog 2015</xref>), is more similar to a Y chromosome in the <italic toggle="yes">D. ananassae</italic> species complex. Together, our results suggest that the evolutionary forces that determine genome size variation also play a role in chromosome-specific size expansion.</p></sec><sec sec-type="results" id="msaf304-s2"><title>Results</title><sec id="msaf304-s2.1"><title>Gene Annotations and Ortholog Identification</title><p>Using improved, full-length genome assemblies of <italic toggle="yes">D. takahashii</italic>, <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. ananassae</italic>, and <italic toggle="yes">D. bipectinata</italic> (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>), we annotated all protein-coding genes on the heterochromatic Muller F element and manually identified their <italic toggle="yes">D. melanogaster</italic> orthologs (see Methods). We also annotated all protein-coding genes in a euchromatic region (∼2 Mb) near the base of Muller D, for use as a set of reference genes in each species (hereafter referred to as Muller D reference genes or Muller D reference region) (<xref rid="msaf304-T1" ref-type="table">Table 1</xref>). The Muller D reference genes were selected based on their proximity to the pericentromeric heterochromatin (<xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>). Although the majority of genes (ca. 95%) have been shown to remain on the same Muller element across species (<xref rid="msaf304-B11" ref-type="bibr">Bhutkar et al. 2008</xref>), only 29 genes (16% to 30% of all reference genes, depending on species) are found in the reference regions of all four species, likely due to inversions and/or other chromosomal rearrangements.</p><table-wrap position="float" id="msaf304-T1" orientation="portrait"><label>Table 1</label><caption><p>Summary of gene annotations by species</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/></colgroup><thead><tr><th align="left" rowspan="2" colspan="1">Species</th><th align="center" colspan="3" rowspan="1">Muller D</th><th align="center" colspan="3" rowspan="1">Muller F</th></tr><tr><th align="left" rowspan="1" colspan="1">Genes</th><th align="center" rowspan="1" colspan="1">Transcripts</th><th align="center" rowspan="1" colspan="1">Genes/Mb</th><th align="center" rowspan="1" colspan="1">Genes</th><th align="center" rowspan="1" colspan="1">Transcripts</th><th align="center" rowspan="1" colspan="1">Genes/Mb</th></tr></thead><tbody><tr><td rowspan="1" colspan="1">
<italic toggle="yes">D. melanogaster</italic>
</td><td rowspan="1" colspan="1">119</td><td rowspan="1" colspan="1">246</td><td rowspan="1" colspan="1">91.3</td><td rowspan="1" colspan="1">80</td><td rowspan="1" colspan="1">298</td><td rowspan="1" colspan="1">59.3</td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">D. takahashii</italic>
</td><td rowspan="1" colspan="1">96</td><td rowspan="1" colspan="1">244</td><td rowspan="1" colspan="1">69.0</td><td rowspan="1" colspan="1">77</td><td rowspan="1" colspan="1">313</td><td rowspan="1" colspan="1">23.9</td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">D. kikkawai</italic>
</td><td rowspan="1" colspan="1">149</td><td rowspan="1" colspan="1">342</td><td rowspan="1" colspan="1">70.0</td><td rowspan="1" colspan="1">80</td><td rowspan="1" colspan="1">337</td><td rowspan="1" colspan="1">34.4</td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">D. ananassae</italic>
</td><td rowspan="1" colspan="1">123</td><td rowspan="1" colspan="1">284</td><td rowspan="1" colspan="1">68.1</td><td rowspan="1" colspan="1">78</td><td rowspan="1" colspan="1">295</td><td rowspan="1" colspan="1">4.0</td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">D. bipectinata</italic>
</td><td rowspan="1" colspan="1">177</td><td rowspan="1" colspan="1">372</td><td rowspan="1" colspan="1">91.2</td><td rowspan="1" colspan="1">79</td><td rowspan="1" colspan="1">291</td><td rowspan="1" colspan="1">3.9</td></tr></tbody></table></table-wrap><p>We find that three genes on the F element in <italic toggle="yes">D. melanogaster</italic> are absent from the F elements of one or more species: in <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">CG31999</italic> has translocated to Muller B; in <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>, <italic toggle="yes">Kif3C</italic> has translocated to Muller C. We were unable to find a <italic toggle="yes">RhoGAP102A</italic> homolog in the genomes of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>, suggesting that this gene has been lost entirely from the genomes of these two species (<xref rid="msaf304-T2" ref-type="table">Table 2</xref>). In addition, we identified several genes that have recently moved onto the Muller F element in at least one of the four expanded F species studied here: these genes represent either translocations or duplication events from other Muller elements. We term these “wanderer genes” and have inferred their ancestral chromosome location via synteny analysis (<xref rid="msaf304-T2" ref-type="table">Table 2</xref>). Overall, the vast majority of F element genes (74 of ∼80) are F-linked in all species studied here, including <italic toggle="yes">D. melanogaster</italic>. This result ensures that our comparisons of F element gene characteristics across species involve the same pool of genes.</p><table-wrap position="float" id="msaf304-T2" orientation="portrait"><label>Table 2</label><caption><p>Muller F genes duplicated, lost, or translocated across species</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="left" span="1"/></colgroup><thead><tr><td align="left" rowspan="1" colspan="1"/><th align="center" colspan="5" rowspan="1">Locus (Muller element)</th><th align="center" rowspan="1" colspan="1">Inferred</th><td align="center" rowspan="1" colspan="1"/></tr><tr><th align="left" rowspan="1" colspan="1">Gene</th><th align="center" rowspan="1" colspan="1">
<italic toggle="yes">Dmel</italic>
</th><th align="center" rowspan="1" colspan="1">
<italic toggle="yes">Dtak</italic>
</th><th align="center" rowspan="1" colspan="1">
<italic toggle="yes">Dkik</italic>
</th><th align="center" rowspan="1" colspan="1">
<italic toggle="yes">Dana</italic>
</th><th align="center" rowspan="1" colspan="1">
<italic toggle="yes">Dbip</italic>
</th><th align="center" rowspan="1" colspan="1">Ancestral</th><th align="center" rowspan="1" colspan="1">Notes</th></tr></thead><tbody><tr><td rowspan="1" colspan="1">
<italic toggle="yes">PMCA-alpha</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F,F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dkik</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">CG31999</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">translocated to Muller B in <italic toggle="yes">Dkik</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">Kif3C</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">translocated to Muller C in <italic toggle="yes">Dana</italic> and <italic toggle="yes">Dbip</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">RhoGAP102A</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">deleted in <italic toggle="yes">Dana</italic> and <italic toggle="yes">Dbip</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">Gar1</italic>
</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">translocated to Muller C in <italic toggle="yes">Dmel</italic> and <italic toggle="yes">Dtak</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">CG11076</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">AL</td><td rowspan="1" colspan="1">AL</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">translocated to Muller F in <italic toggle="yes">Dmel</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">JYalpha</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">Y</td><td rowspan="1" colspan="1">translocated to Muller F in <italic toggle="yes">Dmel,</italic> deleted in <italic toggle="yes">Dana</italic> and <italic toggle="yes">Dbip</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">Mpv17</italic>
</td><td rowspan="1" colspan="1">F</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">AL</td><td rowspan="1" colspan="1">AL</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">translocated to Muller F in <italic toggle="yes">Dmel</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">Mink-alpha</italic>
</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E,F</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dtak</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">Gapdh2-alpha</italic>
</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">A,C</td><td rowspan="1" colspan="1">A,C,F</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dkik</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">RpS16</italic>
</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">C,F</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">C</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dkik</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">mael-alpha</italic>
</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">D,D</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">D,F</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dana</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">CG5028-alpha</italic>
</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E,F</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dana</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">CG9922-alpha</italic>
</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">E,F</td><td rowspan="1" colspan="1">E</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dbip</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">CG43088</italic>
</td><td rowspan="1" colspan="1">A</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">—</td><td rowspan="1" colspan="1">AR,F</td><td rowspan="1" colspan="1">D</td><td rowspan="1" colspan="1">duplicated on Muller F in <italic toggle="yes">Dbip</italic>, deleted in <italic toggle="yes">Dtak</italic> and <italic toggle="yes">Dana</italic></td></tr><tr><td rowspan="1" colspan="1">
<italic toggle="yes">His2A:CG31618</italic>
</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">C,F</td><td rowspan="1" colspan="1">B</td><td rowspan="1" colspan="1">translocated and duplicated in <italic toggle="yes">Dbip</italic>, copies on Muller C &amp; F</td></tr><tr><td colspan="8" rowspan="1">1. “-<italic toggle="yes">alpha</italic>’ designates a duplication event.</td></tr><tr><td colspan="8" rowspan="1">2. “AL’ and “AR’ correspond to the left and right arms of the Muller A element, respectively.</td></tr></tbody></table></table-wrap></sec><sec id="msaf304-s2.2"><title>F Element Expansion Occurs Within Both Introns and Intergenic Regions</title><p>To identify which F element features have expanded in size in these species, we compared sizes of various genic and intergenic features both within species (ie F element features versus features from the reference D element region) and between species, focusing specifically on the coding span (ie distance from start to stop codon, including introns) of each gene. In <italic toggle="yes">D. melanogaster</italic>, F element genes have larger coding spans compared to genes in the reference region on the D element (<xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>). This same pattern was shown to be exaggerated in <italic toggle="yes">D. ananassae</italic>, indicating that the <italic toggle="yes">D. ananassae</italic> F element genes have expanded in size compared to their <italic toggle="yes">D. melanogaster</italic> orthologs (<xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref>). Here, we find that, similar to <italic toggle="yes">D. melanogaster</italic>, F element genes within each of the four species have larger coding spans and total intron lengths than their respective D element genes. The F element genes of <italic toggle="yes">D. takahashii</italic>, <italic toggle="yes">D. ananassae</italic>, and <italic toggle="yes">D. bipectinata</italic> also have larger coding spans and total intron lengths compared to the F element genes of <italic toggle="yes">D. melanogaster</italic>. In contrast, the median coding span and intron length of genes on the <italic toggle="yes">D. kikkawai</italic> F element are both similar to those of <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F2" ref-type="fig">Fig. 2a</xref> and <xref rid="msaf304-F2" ref-type="fig">b</xref>). Further investigation on a gene-by-gene basis shows that, across the four expanded F elements, 34 intron-containing genes are either the same size compared to their <italic toggle="yes">D. melanogaster</italic> orthologs or have decreased in size in at least one species (<xref rid="sup1" ref-type="supplementary-material">Figure S1a</xref> and <xref rid="sup1" ref-type="supplementary-material">b</xref>). The majority of these (18 genes) are non-expanded only in <italic toggle="yes">D. kikkawai</italic>, which explains why the <italic toggle="yes">D. kikkawai</italic> F element coding spans and intron lengths are not significantly larger than those of <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F2" ref-type="fig">Fig. 2a</xref> and <xref rid="msaf304-F2" ref-type="fig">b</xref>). Eleven other genes are non-expanded in <italic toggle="yes">D. kikkawai</italic> and at least one other species, four of which (<italic toggle="yes">Arf4</italic>, <italic toggle="yes">ATPsynbeta</italic>, <italic toggle="yes">RpS3A</italic>, and <italic toggle="yes">Zip102B</italic>) show either no size expansion or size contraction in all four species, compared to their <italic toggle="yes">D. melanogaster</italic> orthologs (<xref rid="sup1" ref-type="supplementary-material">Figure S1c</xref>). The five remaining non-expanded genes are distributed across the other three species (<xref rid="sup1" ref-type="supplementary-material">Figure S1c</xref>).</p><fig position="float" id="msaf304-F2" fig-type="figure" orientation="portrait"><label>Fig. 2.</label><caption><p>F element expansion occurs within both introns and intergenic regions. Genes on the Muller F and the reference region of Muller D for each species were annotated by members of the GEP. a) Total coding span of Muller D and Muller F genes from each species. b) Sum of intron lengths per gene. c) Sum of coding exon lengths per gene. d) Total exon count per gene. e) Intergenic lengths. f) Total intron count per gene. For each violin, the dot demarcates the median, the box represents the interquartile range, and the whiskers represent 1.5 × the interquartile range. For each panel, an asterisk after the plot header identifies statistically significant interactions between the independent variables chromosome and species (two-way non-parametric analysis of variance, see Methods). For post-hoc analyses (ART-C procedure with Holm correction, see Methods), a pound symbol (#) identifies statistically significant (adjusted <italic toggle="yes">P</italic> &lt; 0.05) comparisons of Muller F to Muller D within a species, while the dollar symbol ($) identifies statistically significant (adjusted <italic toggle="yes">P</italic> &lt; 0.05) comparisons of the same Muller element between each expanded F species and <italic toggle="yes">D. melanogaster</italic>. All tests and their associated statistical values can be found in <xref rid="sup1" ref-type="supplementary-material">Table S1</xref>. Values for gene coding span length, CDS length, intron length, CDS count, intron count, and intergenic length are available in <xref rid="sup1" ref-type="supplementary-material">Table S2</xref>.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/655"/></fig><p>Comparing <italic toggle="yes">D. melanogaster</italic> F element genes to those on each of the four expanded F elements, there is no difference in the total size of coding sequence (<xref rid="msaf304-F2" ref-type="fig">Fig. 2c</xref>) or the number of coding exons (<xref rid="msaf304-F2" ref-type="fig">Fig. 2d</xref>). Finally, all four expanded F elements have larger intergenic regions compared to the <italic toggle="yes">D. melanogaster</italic> F element (<xref rid="msaf304-F2" ref-type="fig">Fig. 2e</xref>). In fact, intergenic expansion contributes disproportionately to total F element size expansion in all four species, explaining between 52% and 69% of the total expansion (<xref rid="sup1" ref-type="supplementary-material">Figure S2</xref>). These results suggest that F element expansion is accompanied by an expansion of intergenic sequence as well as an increase in coding span, driven by an increase in intron length.</p><p>Notably, several unique aspects of F element genes are present in all five species (<italic toggle="yes">D. melanogaster</italic> plus the four expanded F species). Specifically, the F element genes within all five species consistently have more coding sequence (ie encode larger proteins) (<xref rid="msaf304-F2" ref-type="fig">Fig. 2c</xref>), more coding exons (<xref rid="msaf304-F2" ref-type="fig">Fig. 2d</xref>), and more introns (<xref rid="msaf304-F2" ref-type="fig">Fig. 2f</xref>), compared to the D element reference genes. These measures do not vary significantly among species. Thus, although the ancestral gene content of the F element is biased in terms of exon number and protein size, these properties are not affected by F element size expansion.</p></sec><sec id="msaf304-s2.3"><title>Repetitive Elements Drive F Element Expansions</title><p>Our analysis of F element genes suggests that repetitive DNA is a major contributor to F element expansion. To more fully characterize the F element repeat landscape in these species, we used <italic toggle="yes">Earl Grey</italic> (<xref rid="msaf304-B6" ref-type="bibr">Baril et al. 2024</xref>) to generate de novo libraries of complex repeats (including TEs) and Tandem Repeats Finder (<xref rid="msaf304-B9" ref-type="bibr">Benson 1999</xref>) to identify simple repeats in each species (see Methods). Roughly a quarter of the <italic toggle="yes">D. melanogaster</italic> F element in the iso-1 reference genome assembly is composed of TEs (<xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref>). In the other four species, we find that increased F element size generally correlates with increased TE density: <italic toggle="yes">D. kikkawai</italic> (1.7-fold expansion, 57% TE density), <italic toggle="yes">D. takahashii</italic> (2.4-fold expansion, 67% TE density), <italic toggle="yes">D. ananassae</italic> (14.4-fold expansion, 87% TE density), <italic toggle="yes">D. bipectinata</italic> (15.2-fold expansion, 85% TE density).</p><p>The repetitive portion of the F element is significantly larger in each expanded F species, compared to <italic toggle="yes">D. melanogaster</italic> (Fisher's Exact Test adjusted <italic toggle="yes">P</italic> &lt; 0.05, <xref rid="msaf304-F3" ref-type="fig">Fig. 3a</xref>). This expansion of repetitive DNA is driven almost entirely by an increase in TE abundance, with most major TE classes/orders showing significant expansion in each species (<xref rid="msaf304-F3" ref-type="fig">Fig. 3a</xref> and <xref rid="sup1" ref-type="supplementary-material">Table S1</xref>). However, the degree of expansion of each TE class/order on the F element differs among species. For example, long terminal repeat (LTR) and long interspersed nuclear element (LINE) TEs show the largest expansion in <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. bipectinata</italic> and <italic toggle="yes">D. ananassae</italic>, whereas DNA and helitron TEs show the largest expansion in <italic toggle="yes">D. takahashii</italic> (<xref rid="sup1" ref-type="supplementary-material">Table S1</xref>). In <italic toggle="yes">D. kikkawai</italic>, simple repeats show significant expansion in addition to TEs, but this is not the case in the other three species (<xref rid="msaf304-F3" ref-type="fig">Fig. 3a</xref> and <xref rid="sup1" ref-type="supplementary-material">Table S1</xref>). Comparing the fold-change in size in base pairs between each species and <italic toggle="yes">D. melanogaster</italic> reveals that TEs show the largest expansion in three of the four species (<xref rid="msaf304-F3" ref-type="fig">Fig. 3b</xref>). In <italic toggle="yes">D. kikkawai</italic>, simple repeats show the largest expansion, despite the fact that they occupy less of the F element compared to TEs. These findings are consistent with previous studies that have documented TEs and other repeats as playing a major role in chromosome (and genome) size expansion (<xref rid="msaf304-B62" ref-type="bibr">Kidwell 2002</xref>; <xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref>; <xref rid="msaf304-B45" ref-type="bibr">Gebert et al. 2025</xref>). ​​</p><fig position="float" id="msaf304-F3" fig-type="figure" orientation="portrait"><label>Fig. 3.</label><caption><p>Repetitive elements drive F element expansions. a) Repetitive and non-repetitive sequence composition of Muller F, by species. Each species with an asterisk has a significantly larger proportion of repetitive DNA on its F element compared to <italic toggle="yes">D. melanogaster</italic> (Fisher's exact test adjusted <italic toggle="yes">P</italic> &lt; 0.05). Diagonal patterning identifies repeat classes in each species that comprise a significantly larger proportion of the F element compared to <italic toggle="yes">D. melanogaster</italic> (Fisher's exact test adjusted <italic toggle="yes">P</italic> &lt; 0.05). Note: Manual inspection of the most abundant elements from the “Unknown” category in <italic toggle="yes">D. takahashii</italic> and <italic toggle="yes">D. kikkawai</italic> suggests that they are primarily DNA transposons. b) Log2-fold change in size (bp) relative to the respective <italic toggle="yes">D. melanogaster</italic> category. Abbreviations: CDS, coding sequence; DNA, DNA transposon; LINE, long interspersed nuclear element retrotransposon; LTR, long terminal repeat retrotransposon; RC/Helitron, rolling circle/Helitron transposon; Unknown, unknown/unclassified repeat, as reported by <italic toggle="yes">Earl Grey</italic> (<xref rid="msaf304-B6" ref-type="bibr">Baril et al. 2024</xref>). The <italic toggle="yes">simple repeat</italic> category is composed of noncoding simple repeats (excluding transposon sequences). The<italic toggle="yes">noncoding</italic> category is composed of unmasked noncoding sequence (see Methods). The <italic toggle="yes">TE</italic> category is composed of DNA, LINE, LTR, and RC/Helitron transposons (excluding unknown/unclassified). All tests and their associated statistical values can be found in <xref rid="sup1" ref-type="supplementary-material">Table S1</xref>.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/656"/></fig></sec><sec id="msaf304-s2.4"><title>F Element Genes Show Less Optimal Codon Usage</title><p>Previous work has demonstrated that, across multiple <italic toggle="yes">Drosophila</italic> species, F element genes consistently show less biased usage of synonymous codons compared to genes on the other autosomes (<xref rid="msaf304-B118" ref-type="bibr">Vicario et al. 2007</xref>; <xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>, <xref rid="msaf304-B72" ref-type="bibr">2017</xref>). To assess how F element expansion affects the usage of synonymous codons, we characterized codon usage bias for F and D element genes using a version of the codon adaptation index (CAI) metric (<xref rid="msaf304-B103" ref-type="bibr">Sharp and Li 1987</xref>) that is normalized to account for biases in nucleotide composition (<xref rid="msaf304-B95" ref-type="bibr">Puigbò et al. 2008</xref>) (see Methods). Within each species, F element genes display a strong reduction in optimal codon usage compared to their respective D element genes (<xref rid="msaf304-F4" ref-type="fig">Fig. 4a</xref>), which is consistent with previous observations in <italic toggle="yes">D. ananassae</italic> (<xref rid="msaf304-B72" ref-type="bibr">Leung et al. 2017</xref>). Furthermore, genes from the expanded F elements of three species (<italic toggle="yes">D. ananassae</italic>, <italic toggle="yes">D. bipectinata</italic>, and <italic toggle="yes">D. takahashii</italic>) have significantly reduced usage of preferred codons compared to the F element genes of <italic toggle="yes">D. melanogaster</italic>, with the ultra-long F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> showing the largest reduction in codon usage bias (<xref rid="msaf304-F4" ref-type="fig">Fig. 4a</xref>). Surprisingly, the <italic toggle="yes">D. kikkawai</italic> F element genes show a significant increase in codon usage bias compared to <italic toggle="yes">D. melanogaster</italic>. This pattern is not solely due to the subset of <italic toggle="yes">D. kikkawai</italic> genes that have not expanded in size compared to <italic toggle="yes">D. melanogaster</italic>; in fact, these non-expanded genes have a lower median normalized CAI value compared to expanded genes, although the difference is not statistically significant (<xref rid="sup1" ref-type="supplementary-material">Figure S3</xref>). Overall, these results suggest that, with the exception of <italic toggle="yes">D. kikkawai</italic> (see Discussion), F element size expansion is associated with less efficient selection for preferred codons.</p><fig position="float" id="msaf304-F4" fig-type="figure" orientation="portrait"><label>Fig. 4.</label><caption><p>F element genes show less biased codon usage. Normalized CAI were determined for all genes on the F element and D element reference region for each species (see Methods). a) Normalized CAI for Muller F genes and Muller D reference genes. For each violin, the dot demarcates the median, the box represents the interquartile range, and the whiskers represent 1.5 × the interquartile range. b) Normalized CAI values versus distance from centromere. Orange points represent wanderer genes as annotated in <xref rid="msaf304-T2" ref-type="table">Table 2</xref>. Correlation coefficients and <italic toggle="yes">P</italic>-values were calculated using Spearman's rank correlation coefficient, excluding wanderer genes. c) Scatterplots comparing normalized CAI values between F element orthologs in the expanded F species against <italic toggle="yes">D. melanogaster</italic>. Correlation coefficients and <italic toggle="yes">P</italic>-values were calculated using Spearman's rank correlation coefficient. d) Scatterplot comparing normalized CAI values between F element orthologs of <italic toggle="yes">D. ananassae</italic> against <italic toggle="yes">D. bipectinata</italic>. Note that a third gene, <italic toggle="yes">CG33941</italic>, shows strong codon usage bias in both <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> but not in the other species. Wanderer genes were excluded from panels (c) and (d). For 4A, the asterisk after the plot header identifies statistically significant interactions between the independent variables chromosome and species (two-way non-parametric analysis of variance). For post-hoc analyses (ART-C procedure with Holm correction), a pound symbol (#) identifies statistically significant (adjusted <italic toggle="yes">P</italic> &lt; 0.05) comparisons of Muller F to Muller D within a species, while the dollar symbol ($) identifies statistically significant (adjusted <italic toggle="yes">P</italic> &lt; 0.05) comparisons of the same Muller element between each expanded F species and <italic toggle="yes">D. melanogaster</italic>. All tests and their associated statistical values can be found in <xref rid="sup1" ref-type="supplementary-material">Table S1</xref>.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/657"/></fig><p>Recombination is reduced on the <italic toggle="yes">D. melanogaster</italic> F element, potentially due to its heterochromatic nature and/or centromere-mediated exclusion of crossing over (ie the “centromere effect” [<xref rid="msaf304-B8" ref-type="bibr">Beadle 1932</xref>]) extending across its relatively short chromosome arm (<xref rid="msaf304-B100" ref-type="bibr">Sandler and Szauter 1978</xref>; <xref rid="msaf304-B83" ref-type="bibr">McMahan et al. 2013</xref>; <xref rid="msaf304-B51" ref-type="bibr">Hartmann and Sekelsky 2017</xref>; <xref rid="msaf304-B52" ref-type="bibr">Hatkevich et al. 2017</xref>; <xref rid="msaf304-B96" ref-type="bibr">Riddle and Elgin 2018</xref>). It is unknown whether recombination occurs within the F elements of the four expanded F species. However, if the centromere effect is the main inhibitor of recombination on the <italic toggle="yes">D. melanogaster</italic> F element, the expanded F elements of these four species may be large enough to escape the centromere effect, at least at their distal ends (<xref rid="msaf304-B96" ref-type="bibr">Riddle and Elgin 2018</xref>). Several previous studies have reported an association between recombination rate and codon usage bias in <italic toggle="yes">Drosophila</italic> (<xref rid="msaf304-B65" ref-type="bibr">Kliman and Hey 1993</xref>; <xref rid="msaf304-B80" ref-type="bibr">Marais et al. 2001</xref>; <xref rid="msaf304-B15" ref-type="bibr">Campos et al. 2012</xref>; <xref rid="msaf304-B20" ref-type="bibr">Charlesworth and Campos 2014</xref>). If recombination occurs on the F elements of these other species at a rate that increases with distance from the centromere, then genes located further from the centromere should show increased codon usage bias. Instead, there is no significant correlation between gene distance from the centromere and normalized CAI in any species (<xref rid="msaf304-F4" ref-type="fig">Fig. 4b</xref>). Rather, almost all F element genes show similarly low levels of codon usage bias regardless of their distance from the centromere (<xref rid="msaf304-F4" ref-type="fig">Fig. 4b</xref>). These results suggest that the reduced levels of recombination on the F element are more likely to be due to its packaging as a heterochromatic domain rather than any effect of the centromere.</p><p>We next compared normalized CAI values for genes from each of the expanded F species to their orthologs in <italic toggle="yes">D. melanogaster</italic>. We observe significant positive correlations in CAI values of F element orthologs between <italic toggle="yes">D. melanogaster</italic> and each respective species, with the closest relatives (ie <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. takahashii</italic>; <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>) showing stronger correlations (<xref rid="msaf304-F4" ref-type="fig">Fig. 4c</xref> and <xref rid="msaf304-F4" ref-type="fig">d</xref>). Thus, despite the differences in codon usage bias between expanded F species, the relative differences in CAI among F element genes within each species are largely conserved.</p><p>Highly expressed genes show stronger codon usage bias, likely due to selection for translational efficiency and/or accuracy (<xref rid="msaf304-B86" ref-type="bibr">Moriyama and Powell 1997</xref>; <xref rid="msaf304-B94" ref-type="bibr">Plotkin and Kudla 2011</xref>; <xref rid="msaf304-B40" ref-type="bibr">Frumkin et al. 2018</xref>). Therefore, the cross-species correlation of CAI among F element genes likely arises from conserved expression levels of genes across species (<xref rid="sup1" ref-type="supplementary-material">Figure S4</xref> and <xref rid="sup1" ref-type="supplementary-material">Table S3</xref>). For example, <italic toggle="yes">ATPsynbeta</italic> and <italic toggle="yes">RpS3A</italic> are among the 5% most highly expressed F element genes in all four expanded F species and also show strong codon usage bias across all species, including <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F4" ref-type="fig">Fig. 4b</xref>). This indicates that selection may still be responsible for differences in codon usage among F element genes in these species, but the overall efficiency of selection to drive higher levels of codon usage bias is reduced in species with expanded F elements, at least for the three species whose F elements show the largest expansion in size.</p></sec><sec id="msaf304-s2.5"><title>
<italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F Elements Show a High Rate of Structural Change</title><p>In the genome assemblies of <italic toggle="yes">D. melanogaster</italic> and the four expanded F species, the F element is represented by a single scaffold, allowing us to compare F element gene order across all five species (<xref rid="msaf304-F5" ref-type="fig">Fig. 5a</xref>). While the F elements of <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. takahashii</italic> appear completely collinear, the F elements of the other three species are highly rearranged, both compared to each other and to <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F5" ref-type="fig">Fig. 5a</xref> and <xref rid="msaf304-F5" ref-type="fig">b</xref>). The lack of synteny between <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> is especially striking, given that these two species share a more recent common ancestor (divergence time of 8.7 Mya) compared to <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. takahashii</italic> (divergence time of 13.2 Mya) (<xref rid="msaf304-B111" ref-type="bibr">Suvorov et al. 2022</xref>). These results suggest that the large expansion of TEs and other repeats on the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F elements may be causing a higher rate of chromosomal rearrangements on this chromosome.</p><fig position="float" id="msaf304-F5" fig-type="figure" orientation="portrait"><label>Fig. 5.</label><caption><p>F element synteny comparison. a) Multi-species visualization of F element synteny. Each link (light blue) connects a pair of orthologous genes between species. Divergence times between species pairs are shown on the left. Note: the F elements of each species are not drawn to scale–their lengths are shown on the right-hand side of the plot. b) The minimum number of chromosomal rearrangements between the species pairs shown in (a), as calculated by <italic toggle="yes">GRIMM</italic> (<xref rid="msaf304-B115" ref-type="bibr">Tesler 2002</xref>). c) Synteny blocks were identified from whole genome alignments between <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. takahashii</italic>, and between <italic toggle="yes">D. bipectinata</italic> and <italic toggle="yes">D. ananassae</italic>. Mean synteny block size for each Muller element is shown for pairwise comparisons between <italic toggle="yes">ananassae</italic>/<italic toggle="yes">bipectinata</italic> versus <italic toggle="yes">melanogaster</italic>/<italic toggle="yes">takahashii</italic>. d) Synteny coverage (ie aligned fraction of chromosome) is shown for the same comparison as in (c).</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/658"/></fig><p>To further investigate this discrepancy, we generated a whole genome alignment between these four species, which we used to calculate the size, in base pairs, of collinear (ie syntenic) alignment blocks between species pairs. On all other Muller elements, the mean synteny block size from the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> pairwise alignment is larger than that of <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. takahashii</italic>, as expected given their more recent divergence time (<xref rid="msaf304-F5" ref-type="fig">Fig. 5c</xref>). However, the mean <italic toggle="yes">ananassae</italic>/<italic toggle="yes">bipectinata</italic> F element synteny block size is almost an order of magnitude smaller than that of <italic toggle="yes">melanogaster</italic>/<italic toggle="yes">takahashii</italic> (<xref rid="msaf304-F5" ref-type="fig">Fig. 5c</xref>). Synteny coverage, which represents the aligned fraction of each chromosome for a given species pair, is similar between both species pairs for the autosomal Muller elements B, C, and D (<xref rid="msaf304-F5" ref-type="fig">Fig. 5d</xref>). The <italic toggle="yes">ananassae</italic>/<italic toggle="yes">bipectinata</italic> X chromosome (Muller A) is metacentric in both species and contains a large region of pericentromeric heterochromatin (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>), which likely explains the reduced synteny coverage in this species pair compared to <italic toggle="yes">melanogaster</italic>/<italic toggle="yes">takahashii</italic>. Most striking, however, is the F element, whose synteny coverage is dramatically reduced in the <italic toggle="yes">ananassae</italic>/<italic toggle="yes">bipectinata</italic> pairwise alignment compared to all other Muller elements across both the <italic toggle="yes">ananassae</italic>/<italic toggle="yes">bipectinata</italic> and <italic toggle="yes">melanogaster</italic>/<italic toggle="yes">takahashii</italic> pairwise alignments (<xref rid="msaf304-F5" ref-type="fig">Fig. 5d</xref>). These results suggest that, outside of coding regions, the ultra-long F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> share very little sequence in common.</p></sec><sec id="msaf304-s2.6"><title>
<italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F Elements Show High Rates of Sequence Evolution</title><p>To further investigate the sequence evolution of the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F elements, we sought to analyze additional relatives of these two species. <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> are members of the <italic toggle="yes">ananassae</italic> species group, which contains 21 species divided among three species complexes: <italic toggle="yes">ananassae</italic>, <italic toggle="yes">ercepeae</italic>, and <italic toggle="yes">bipectinata</italic>, plus <italic toggle="yes">D. varians</italic>, which is related to <italic toggle="yes">ercepeae</italic> group species but excluded from the complex (<xref rid="msaf304-B82" ref-type="bibr">Matsuda et al. 2009</xref>; <xref rid="msaf304-B104" ref-type="bibr">Signor et al. 2013</xref>). We used publicly available long-read genome assemblies (<xref rid="msaf304-B63" ref-type="bibr">Kim et al. 2024</xref>) for nine additional species from within the <italic toggle="yes">ananassae</italic> group: three additional species each from the <italic toggle="yes">ananassae</italic> and <italic toggle="yes">bipectinata</italic> complexes, two species from the <italic toggle="yes">ercepeae</italic> complex, and <italic toggle="yes">D. varians</italic> (<xref rid="msaf304-F6" ref-type="fig">Fig. 6a</xref>). Using gene content to identify F-linked contigs, we estimate that the size of the F element across these nine species ranges from 8 Mb to 22 Mb. These sizes are likely underestimated because the F elements in each assembly are composed of multiple contigs, whereas our size estimates include only contigs containing at least one F element gene. Thus, any F-linked contigs containing only noncoding sequence were not counted towards the total size. Nevertheless, these estimates suggest that all species within the <italic toggle="yes">ananassae</italic> species group have highly expanded F elements compared to <italic toggle="yes">D. melanogaster</italic>, which is consistent with previous cytological evidence (<xref rid="msaf304-B82" ref-type="bibr">Matsuda et al. 2009</xref>).</p><fig position="float" id="msaf304-F6" fig-type="figure" orientation="portrait"><label>Fig. 6.</label><caption><p>F element sequence conservation. a) Whole genome alignments were constructed using genome assemblies from the 14 species shown in the phylogenetic tree. Red text indicates the <italic toggle="yes">ananassae</italic> species group, the members of which all have a highly expanded F element. Bold text indicates the focal species used in the conservation analyses shown in (b). Node labels indicate divergence times (in millions of years, where available) from <xref rid="msaf304-B111" ref-type="bibr">Suvorov et al. (2022)</xref>. Note that branch lengths are not drawn to scale. b) For each bold focal species shown in (a), pairwise comparisons were made to each of the other species in the tree. For each comparison, the fraction of aligned bases between the two species was calculated for 20 kb windows across either the Muller D reference region (d) or the entire F element (f). Note: <italic toggle="yes">D. pseudoananassae</italic> is abbreviated <italic toggle="yes">D.pse.ananassae</italic>. c) Pairwise alignment rates (<italic toggle="yes">D. melanogaster</italic> versus <italic toggle="yes">D. takahashii</italic> and <italic toggle="yes">D. ananassae</italic> versus <italic toggle="yes">D. bipectinata</italic>) for coding and noncoding regions of the Muller D reference region and the Muller F element.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/659"/></fig><p>To compare F element sequence conservation across this group in more detail, we created a whole genome alignment from the four species studied here, plus the nine additional <italic toggle="yes">ananassae</italic> group species and <italic toggle="yes">D. melanogaster</italic> (see Methods). We selected three focal species: <italic toggle="yes">D. ananassae</italic>, <italic toggle="yes">D. bipectinata</italic>, and <italic toggle="yes">D. melanogaster</italic>, and compared each in turn to the 13 other species in the whole genome alignment. We calculated the percentage of aligned bases in 20 kb windows across the entire F element of each focal species, as well as across their Muller D reference region (<xref rid="msaf304-F6" ref-type="fig">Fig. 6b</xref>).</p><p>For the Muller D element, each focal species shows the highest alignment rate with its closest relative, as expected, and many blocks of aligned sequence are conserved across all 14 species (<xref rid="msaf304-F6" ref-type="fig">Fig. 6b</xref>). The <italic toggle="yes">D. melanogaster</italic> F element shows a similar pattern, although there are fewer conserved alignment blocks (<xref rid="msaf304-F6" ref-type="fig">Fig. 6b</xref>). Strikingly, the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F elements appear to align only to the F elements of their two closest relatives (<italic toggle="yes">D. ananassae</italic>: <italic toggle="yes">D. anomalata</italic> and <italic toggle="yes">D. pandora</italic>; <italic toggle="yes">D. bipectinata</italic>: <italic toggle="yes">D. parabipectinata</italic> and <italic toggle="yes">D. malerkotliana</italic>) (<xref rid="msaf304-F6" ref-type="fig">Fig. 6a</xref> and <xref rid="msaf304-F6" ref-type="fig">b</xref>). This result is consistent with our previous observation that the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> expanded F elements share little sequence in common (<xref rid="msaf304-F5" ref-type="fig">Fig. 5c</xref> and <xref rid="msaf304-F5" ref-type="fig">d</xref>). The sequences that do align are highly enriched for coding sequences of genes. For example, ∼56% of <italic toggle="yes">D. ananassae</italic> F element coding sequence is aligned to the <italic toggle="yes">D. bipectinata</italic> F element, whereas only ∼1% of F element non-coding sequence aligns (<xref rid="msaf304-F6" ref-type="fig">Fig. 6c</xref>). There are two possible explanations for these results: (i) the large F elements carried by <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> expanded in size independently, or (ii) the large F elements are evolving so rapidly that their non-coding sequence has completely turned over since their divergence from a common ancestor (see Discussion).</p></sec><sec id="msaf304-s2.7"><title>F Elements of the <italic toggle="yes">Ananassae</italic> Species Group Have Distinct Repeat Content</title><p>To further investigate the evolution of the noncoding portion of the F element, we assessed conservation of repeat content between all <italic toggle="yes">ananassae</italic> group species plus <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. takahashii</italic>, and <italic toggle="yes">D. melanogaster</italic>. We used F-specific repeat libraries from each species to mask the assembled F element sequence in each of the other species. Two species whose F elements are populated by the same repeat families will show similar fractions of masked sequence regardless of which of the two repeat libraries are used. These reciprocal repeat masking analyses show that the F elements within each of the <italic toggle="yes">ananassae</italic> group species complexes (ie <italic toggle="yes">ananassae</italic>, <italic toggle="yes">bipectinata</italic>, and <italic toggle="yes">ercepeae</italic>) have similar repeat content. <italic toggle="yes">D. varians</italic> appears to have a subset of distinct repeats that are not found in its closest relatives, <italic toggle="yes">D. vallismaia</italic> and <italic toggle="yes">D. ercepeae</italic>, supporting its exclusion from the <italic toggle="yes">ercepeae</italic> species complex (<xref rid="msaf304-F7" ref-type="fig">Fig. 7a</xref>). Similarly, members of the <italic toggle="yes">ananassae</italic> species complex share a subset of repeats that are missing from members of the <italic toggle="yes">bipectinata</italic> species complex, and <italic toggle="yes">vice versa</italic>.</p><fig position="float" id="msaf304-F7" fig-type="figure" orientation="portrait"><label>Fig. 7.</label><caption><p>Distinct repeat content of <italic toggle="yes">ananassae</italic> group F elements. a) Reciprocal repeat masking results for eleven <italic toggle="yes">ananassae</italic> group species plus <italic toggle="yes">D. melanogaster</italic>, <italic toggle="yes">D. takahashii</italic>, and <italic toggle="yes">D. kikkawai</italic> (see Methods). The F elements of each <italic toggle="yes">ananassae</italic> group species complex (ie <italic toggle="yes">ananassae</italic>, <italic toggle="yes">bipectinata</italic>, and <italic toggle="yes">ercepeae</italic>) carry a subset of repeats that are not found in the other complexes. The heatmap cells are colored based on the percentage of the F element that is masked. Differences in color along the diagonal are due to differences in F element repeat density among species. b) Visualization of repeat content in the introns of the <italic toggle="yes">zfh2</italic> gene across members of the <italic toggle="yes">ananassae</italic> species group. Black rectangles represent <italic toggle="yes">zfh2</italic> coding exons. Colored rectangles represent matches to individual TE families identified in either <italic toggle="yes">D. ananassae</italic> (left panel) or <italic toggle="yes">D. bipectinata</italic> (right panel) TEs. TE family names and coordinates within <italic toggle="yes">zfh2</italic> for each species are provided in <xref rid="sup1" ref-type="supplementary-material">Table S4</xref>.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/660"/></fig><p>To more directly visualize the turnover of F-linked repeats across the <italic toggle="yes">ananassae</italic> group species, we focused on the F element gene <italic toggle="yes">zfh2</italic> and independently annotated all <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> repeats in the introns of this gene across 11 <italic toggle="yes">ananassae</italic> group species. The repeat content of orthologous introns appears to be entirely distinct between species that diverged more than 2 to 3 Mya (<xref rid="msaf304-F7" ref-type="fig">Figs. 7b</xref> and <xref rid="msaf304-F6" ref-type="fig">6a</xref>). We repeated this analysis on six additional F element genes (<italic toggle="yes">Tdg</italic>, <italic toggle="yes">Pur-alpha</italic>, <italic toggle="yes">ND-49</italic>, <italic toggle="yes">Ephrin</italic>, <italic toggle="yes">CG1909</italic>, and <italic toggle="yes">Rad23</italic>) and obtained similar results, suggesting that distinct intronic repeat content is not unique to <italic toggle="yes">zfh2</italic> but is likely a common feature across all or most F element genes in the <italic toggle="yes">ananassae</italic> group (<xref rid="sup1" ref-type="supplementary-material">Figure S5</xref>). Thus, F element expansion (or repeat turnover) has occurred independently in four different lineages within the <italic toggle="yes">ananassae</italic> group: the <italic toggle="yes">ercepeae</italic>, <italic toggle="yes">bipectinata</italic>, and <italic toggle="yes">ananassae</italic> species complexes, as well as in <italic toggle="yes">D. varians</italic>.</p></sec><sec id="msaf304-s2.8"><title>Expanded F Elements Have a Reduced Effective Population Size</title><p>Genome size expansion has previously been suggested to be associated with population bottlenecks or other reductions in effective population size (eg <xref rid="msaf304-B70" ref-type="bibr">Lefébure et al. 2017</xref>). We used publicly available population resequencing data for <italic toggle="yes">D. melanogaster</italic>, <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. ananassae</italic>, and <italic toggle="yes">D. bipectinata</italic> (there are no publicly available population data for <italic toggle="yes">D. takahashii</italic>) to estimate the effective population size (<italic toggle="yes">Ne</italic>) of both the F element and the autosomes (see Methods). We find that the F elements of all three expanded F species show much smaller <italic toggle="yes">Ne</italic> compared to the F element of <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F8" ref-type="fig">Fig. 8a</xref>). The <italic toggle="yes">D. kikkawai</italic> and <italic toggle="yes">D. bipectinata</italic> autosomal <italic toggle="yes">Ne</italic> is also smaller than that of <italic toggle="yes">D. melanogaster</italic>, whereas the autosomal <italic toggle="yes">Ne</italic> of <italic toggle="yes">D. ananassae</italic> is larger than that of <italic toggle="yes">D. melanogaster</italic>, consistent with previous work (<xref rid="msaf304-B47" ref-type="bibr">Grath et al. 2009</xref>).</p><fig position="float" id="msaf304-F8" fig-type="figure" orientation="portrait"><label>Fig. 8.</label><caption><p>Effective population size and linkage disequilibrium. a) Estimates of effective population size (<italic toggle="yes">Ne</italic>) for both the autosomes and F elements. b) The mean physical distance at which linkage disequilibrium (LD) decays to ¾ of its maximum value. c) The F element versus autosomal (F/A) ratios of LD decay.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="/publication/54/files/661"/></fig><p>Given the positive correlation between recombination and <italic toggle="yes">Ne</italic> in <italic toggle="yes">Drosophila</italic> (<xref rid="msaf304-B46" ref-type="bibr">Gossmann et al. 2011</xref>), we next sought to determine whether the F elements of these species differ in terms of signatures of recombination. We calculated the mean physical distance at which linkage disequilibrium (LD) decays to ¾ of its maximum value across the F element and across the autosomes of each species (<xref rid="msaf304-F8" ref-type="fig">Fig. 8b</xref>). Recombination reduces LD between adjacent alleles; therefore, as the rate of recombination increases, LD will decay to background levels across a shorter physical distance. The LD decay results mirror our estimates of <italic toggle="yes">Ne</italic>: for the autosomes, <italic toggle="yes">D. ananassae</italic> has both the largest <italic toggle="yes">Ne</italic> and the fastest rate of LD decay, while <italic toggle="yes">D. kikkawai</italic> has the smallest <italic toggle="yes">Ne</italic> and the slowest rate of decay in LD (<xref rid="msaf304-F8" ref-type="fig">Fig. 8a</xref> and <xref rid="msaf304-F8" ref-type="fig">b</xref>). For the F element, <italic toggle="yes">D. melanogaster</italic> has both the largest <italic toggle="yes">Ne</italic> and the fastest rate of LD decay, while <italic toggle="yes">D. ananassae</italic> has the smallest <italic toggle="yes">Ne</italic> and the slowest rate of decay in LD (<xref rid="msaf304-F8" ref-type="fig">Fig. 8a</xref> and <xref rid="msaf304-F8" ref-type="fig">b</xref>). The ratio of autosomal versus F element LD decay for each species recapitulates the degree of F element size expansion across species: <italic toggle="yes">D. kikkawai</italic> shows a slightly larger ratio compared to <italic toggle="yes">D. melanogaster,</italic> while the ratios for <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> are much larger (<xref rid="msaf304-F8" ref-type="fig">Fig. 8c</xref>). Population genetic analyses have previously suggested that recombination does occur on the F element in <italic toggle="yes">Drosophila</italic>, even in <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-B121" ref-type="bibr">Wang et al. 2002</xref>; <xref rid="msaf304-B1" ref-type="bibr">Arguello et al. 2010</xref>). Our results support this previous work and also raise the possibility that a sharp reduction in recombination, specifically on the F element, may explain its large expansion in size in <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>.</p></sec></sec><sec sec-type="discussion" id="msaf304-s3"><title>Discussion</title><p>While genome size evolution has been studied fairly continuously since the C-value paradox was first described in 1971 (<xref rid="msaf304-B116" ref-type="bibr">Thomas 1971</xref>), much less is known about where in the genome this expansion occurs. For example, do all chromosomes increase in size proportionally? Or, given that genome size expansion is largely driven by increases in repetitive DNA, do expanding genomes instead exhibit a large increase in the size of the heterochromatic portion of their genome but little to no increase in the size of euchromatic domains? Our findings show that even species with similar genome sizes can show dramatic differences in chromosome size, suggesting that, in some cases, chromosome-specific expansions may be counterbalanced by shrinkage of other chromosomes, similar to the accordion model of genome size expansion (<xref rid="msaf304-B61" ref-type="bibr">Kapusta et al. 2017</xref>). For example, the heterochromatin of the F element, as well as the pericentromeres of the X chromosome (Muller A), show significant size expansion in <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>, yet their other Muller elements have decreased in size compared to <italic toggle="yes">D. kikkawai</italic> and <italic toggle="yes">D. takahashii</italic> (<xref rid="sup1" ref-type="supplementary-material">Figure S6</xref>) (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>).</p><p>How is it possible for some chromosomes to expand while others shrink in the same genome? Variation in recombination rate is a logical explanation. In the absence of recombination, deleterious mutations will irreversibly accumulate in a population (<xref rid="msaf304-B87" ref-type="bibr">Muller 1964</xref>). This phenomenon is commonly referred to as “Muller's ratchet” (<xref rid="msaf304-B87" ref-type="bibr">Muller 1964</xref>; <xref rid="msaf304-B35" ref-type="bibr">Felsenstein 1974</xref>). However, simulations show that even a small amount of recombination is enough to prevent TE accumulation via Muller's ratchet (<xref rid="msaf304-B31" ref-type="bibr">Dolgin and Charlesworth 2008</xref>). It is therefore possible that the F elements of most <italic toggle="yes">Drosophila</italic> species recombine just enough to escape Muller's ratchet. Indeed, population genetic analysis of F-linked genes in <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. simulans</italic> support this possibility (<xref rid="msaf304-B121" ref-type="bibr">Wang et al. 2002</xref>; <xref rid="msaf304-B1" ref-type="bibr">Arguello et al. 2010</xref>), despite the fact that recombination has never been detected in laboratory crosses (<xref rid="msaf304-B100" ref-type="bibr">Sandler and Szauter 1978</xref>; <xref rid="msaf304-B83" ref-type="bibr">McMahan et al. 2013</xref>; <xref rid="msaf304-B51" ref-type="bibr">Hartmann and Sekelsky 2017</xref>). In the <italic toggle="yes">ananassae</italic> species complex, however, severe reduction or complete loss of recombination on the ancestral F element could provide the mechanism to engage Muller's ratchet, leading to the accumulation of TEs and driving F element expansion. Similarly, a smaller reduction in recombination on the <italic toggle="yes">D. kikkawai</italic> F element could explain its smaller increase in size. Importantly, our estimates of codon usage bias, effective population size, and linkage disequilibrium are consistent with substantially lower recombination rates on the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F elements compared to both <italic toggle="yes">D. melanogaster</italic> and <italic toggle="yes">D. kikkawai</italic>.</p><p>Our results are likely relevant to other chromosomes as well. Interchromosomal variation in recombination rate among the pericentromeres of other Muller elements could explain why some pericentromeres expand in size (such as those of Muller A in <italic toggle="yes">D. ananassae</italic>/<italic toggle="yes">bipectinata</italic> and Muller B and C in <italic toggle="yes">D. takahashii</italic>) while others shrink (<xref rid="sup1" ref-type="supplementary-material">Figure S6</xref>) (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). Notably, in <italic toggle="yes">D. melanogaster</italic>, recombination in the pericentromeres does occur, though at a much lower rate than in the euchromatic chromosome arms (<xref rid="msaf304-B24" ref-type="bibr">Comeron et al. 2012</xref>; <xref rid="msaf304-B60" ref-type="bibr">Kapperud 2023</xref>; <xref rid="msaf304-B66" ref-type="bibr">Koury 2023</xref>), and the rate and positions of crossover events are known to vary widely, even among closely related species (<xref rid="msaf304-B14" ref-type="bibr">Brand et al. 2018</xref>; <xref rid="msaf304-B53" ref-type="bibr">Hawley et al. 2025</xref>).</p><p>Chromosome size expansion driven by local changes in recombination rate will have important fitness implications for the host genome: the efficiency of natural selection on genes in these regions of the genome will decrease, as we show for codon usage bias (<xref rid="msaf304-F4" ref-type="fig">Fig. 4</xref>), and chromosomal rearrangements will increase, due to expansions of repetitive DNA (<xref rid="msaf304-B5" ref-type="bibr">Balachandran et al. 2022</xref>; <xref rid="msaf304-B3" ref-type="bibr">Badet et al. 2024</xref>), as seen on the <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F elements (<xref rid="msaf304-F5" ref-type="fig">Fig. 5</xref>). However, there is evidence that purifying selection still operates on these chromosomes. For example, there are four intron-containing F element genes whose size has remained unchanged or even decreased in all four expanded F species, compared to <italic toggle="yes">D. melanogaster</italic> (<xref rid="sup1" ref-type="supplementary-material">Figure S1</xref>). Although there are no obvious shared functions or expression patterns among these four genes, their lack of expansion suggests that purifying selection is acting to prevent accumulation of TE insertions and other repeat expansions in the introns of these genes. Interestingly, in <italic toggle="yes">D. kikkawai</italic>, whose F element has expanded the least of the species studied here, almost half (45%, 36 genes; <xref rid="sup1" ref-type="supplementary-material">Figure S1</xref>) of all F element genes are either the same size or smaller relative to their <italic toggle="yes">D. melanogaster</italic> orthologs. This observation raises the possibility that the process of chromosome size expansion does not occur randomly but instead in a stepwise manner across groups of genes where the fitness cost of size expansion is similar. Transcription of genes with large introns is energetically costly, time-consuming, and prone to splicing errors (<xref rid="msaf304-B39" ref-type="bibr">Fox-Walsh et al. 2005</xref>; <xref rid="msaf304-B37" ref-type="bibr">Fingerhut et al. 2019</xref>; <xref rid="msaf304-B38" ref-type="bibr">Fontan et al. 2025</xref>). Thus, we would expect the first group of genes to expand in size to be those where intronic TE insertions are either neutral or only slightly deleterious. In support of this prediction, the F element genes that have expanded in size in <italic toggle="yes">D. kikkawai</italic> are expressed at significantly lower levels compared to non-expanded F element genes (<xref rid="sup1" ref-type="supplementary-material">Figure S7</xref>).</p><p>Three of our findings support a scenario where the <italic toggle="yes">D. kikkawai</italic> F element is in the early stages of size expansion: (i) its F element is only modestly (ie 1.7-fold) larger than the <italic toggle="yes">D. melanogaster</italic> F element; (ii) almost half of the <italic toggle="yes">D. kikkawai</italic> F element genes are either the same size or smaller than their <italic toggle="yes">D. melanogaster</italic> orthologs; (iii) <italic toggle="yes">D. kikkawai</italic> F element genes show a significant increase in optimal codon usage compared to <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F4" ref-type="fig">Fig. 4</xref>). This latter observation is surprising given that the <italic toggle="yes">D. kikkawai</italic> F element has both a smaller effective population size and a slower rate of LD decay compared to <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-F8" ref-type="fig">Fig. 8</xref>). However, both our <italic toggle="yes">Ne</italic> and LD estimates arise from short-term <italic toggle="yes">D. kikkawai</italic> population dynamics. For example, our <italic toggle="yes">Ne</italic> estimate covers the past ∼3,000 years (see Methods), while codon usage biases evolve over millions of years and therefore reflect long-term <italic toggle="yes">Ne</italic> (<xref rid="msaf304-B58" ref-type="bibr">Jensen and Bachtrog 2011</xref>). Thus, a recent decrease in selection efficiency on the <italic toggle="yes">D. kikkawai</italic> F element, potentially caused by a decrease in recombination rate, would explain both our <italic toggle="yes">Ne</italic>/LD and codon usage estimates while also explaining why this chromosome appears to be in the early stages of size expansion.</p><p>The most recent common ancestor of all <italic toggle="yes">Drosophila</italic> species likely carried a small dot-like F element (<xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>). Compared to extant species with dot-like F elements (ie <italic toggle="yes">D. erecta</italic>, <italic toggle="yes">D. mojavensis</italic>, and <italic toggle="yes">D. grimshawi</italic>) (<xref rid="msaf304-B71" ref-type="bibr">Leung et al. 2015</xref>) as well as species with slightly expanded F elements (ie <italic toggle="yes">D. takahashii</italic> and <italic toggle="yes">D. kikkawai</italic>), the ultra-long F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> stand out, not only due to their size, but also their extremely low usage of optimal codons and their extremely high repeat densities and rates of chromosomal rearrangement. These properties are unusual compared to other F elements, but quite common among Y chromosomes. For example, in multiple <italic toggle="yes">Drosophila</italic> species, Y-linked genes tend to show lower usage of optimal codons compared to F element genes (<xref rid="msaf304-B105" ref-type="bibr">Singh et al. 2014</xref>). Notably, <italic toggle="yes">D. ananassae</italic> exhibits the opposite pattern (<italic toggle="yes">D. bipectinata</italic> was not studied) (<xref rid="msaf304-B105" ref-type="bibr">Singh et al. 2014</xref>). Both within and among closely related <italic toggle="yes">Drosophila</italic> species, Y chromosomes have also been shown to accumulate extremely high densities of repetitive elements while undergoing rapid changes in repeat content and gene order (<xref rid="msaf304-B79" ref-type="bibr">Mahajan et al. 2018</xref>; <xref rid="msaf304-B18" ref-type="bibr">Chang et al. 2022</xref>; <xref rid="msaf304-B89" ref-type="bibr">Nguyen et al. 2022</xref>). Thus, in certain ways, the F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> are more similar to a Y chromosome than they are to the F elements of other <italic toggle="yes">Drosophila</italic> species.</p><p>While rare among <italic toggle="yes">Drosophila</italic> species, ultra-long F elements are not limited to the <italic toggle="yes">ananassae</italic> species group. Ultra-long F elements have been identified based on cytogenetic evidence in several Hawaiian <italic toggle="yes">Drosophila</italic> species (<xref rid="msaf304-B23" ref-type="bibr">Clayton 1988</xref>; <xref rid="msaf304-B27" ref-type="bibr">Craddock et al. 2016</xref>) as well as the <italic toggle="yes">repleta</italic> group species <italic toggle="yes">D. mercatorum</italic> (<xref rid="msaf304-B108" ref-type="bibr">Sperling et al. 2025</xref>). Recent work in <italic toggle="yes">D. mercatorum</italic> proposes that F element expansion is associated with the ability of this species to undergo parthenogenesis (<xref rid="msaf304-B107" ref-type="bibr">Sperling et al. 2023</xref>, <xref rid="msaf304-B108" ref-type="bibr">2025</xref>). Intriguingly, <italic toggle="yes">D. ananassae</italic> is also known to undergo facultative parthenogenesis (<xref rid="msaf304-B41" ref-type="bibr">Futch 1972</xref>, <xref rid="msaf304-B42" ref-type="bibr">1973</xref>), raising the possibility that chromosome size expansion could influence life history traits in <italic toggle="yes">Drosophila</italic>.</p><p>Our findings have important implications for genome evolution beyond the F element. Chromosome-specific size expansion may be relatively common, given that we find multiple examples of this phenomenon among the four species we study here, not including the F element (eg Muller A in <italic toggle="yes">D. ananassae</italic>/<italic toggle="yes">D.bipectinata</italic> and Muller B/C in <italic toggle="yes">D. takahashii</italic>, <xref rid="sup1" ref-type="supplementary-material">Figure S7</xref>). If so, this phenomenon may be an important contributor to organismal fitness, assuming size expansion of other chromosomes leads to less efficient selection and accumulation of repetitive elements and chromosomal rearrangements, as we see in the F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic>. Chromosome-scale genome assemblies (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>) enabled our insights into chromosome-specific size expansions that would have otherwise been obscured by size reductions in other chromosomes. This masking effect likely contributes to why chromosome size variation remains understudied. As more such assemblies become available (eg <xref rid="msaf304-B45" ref-type="bibr">Gebert et al. 2025</xref>), we will be better equipped to determine whether variation in chromosome size is even more prevalent than variation in total genome size.</p></sec><sec sec-type="methods" id="msaf304-s4"><title>Methods</title><p>Version numbers and command-line options for all software packages are available on GitHub: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://github.com/Ellison-Lab/4genomes_Felement" ext-link-type="uri">https://github.com/Ellison-Lab/4genomes_Felement</ext-link>.</p><sec id="msaf304-s4.1"><title>Genome Assembly and Annotation</title><p>Strain information and approaches used to construct the genome assemblies for <italic toggle="yes">D. takahashii</italic>, <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. ananassae</italic>, and <italic toggle="yes">D. bipectinata</italic> have been previously described (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). The annotations for all genes on the F element scaffold (and Muller D reference region) of each species were hand-curated by undergraduate student participants in the Genomics Education Partnership (GEP) (<xref rid="msaf304-B102" ref-type="bibr">Shaffer et al. 2010</xref>) with guidance from their faculty mentors at their home institutions. GEP student annotators identified <italic toggle="yes">D. melanogaster</italic> orthologs for each gene via protein <italic toggle="yes">BLAST</italic> searches conducted on the FlyBase website (<xref rid="msaf304-B92" ref-type="bibr">Öztürk-Çolak et al. 2024</xref>).</p><p>Annotators then used a mirror of the UCSC Genome Browser to examine different lines of experimental (eg RNA-Seq) and computational evidence (eg sequence similarity to <italic toggle="yes">D. melanogaster</italic> protein sequences, gene predictions, splice junction predictions) to construct gene models across the four species. The paired-end RNA-Seq data from adult females, adult males, and mixed embryos used in the gene annotation process were produced by the modENCODE project (<xref rid="msaf304-B48" ref-type="bibr">Graveley et al. 2011</xref>); individual NCBI BioProject accessions are listed in <xref rid="sup1" ref-type="supplementary-material">Table S5</xref>. The evidence tracks derived from these RNA-Seq datasets included RNA-Seq read coverage, splice junction predictions from <italic toggle="yes">RegTools</italic> (<xref rid="msaf304-B26" ref-type="bibr">Cotto et al. 2023</xref>), and assembled transcripts from <italic toggle="yes">StringTie2</italic> (<xref rid="msaf304-B117" ref-type="bibr">Trapnell et al. 2010</xref>; <xref rid="msaf304-B67" ref-type="bibr">Kovaka et al. 2019</xref>) and <italic toggle="yes">Oases</italic> (<xref rid="msaf304-B101" ref-type="bibr">Schulz et al. 2012</xref>).</p><p>Each gene annotation project was completed by at least two GEP student annotators working independently. Reconcilers are undergraduate students, or recent graduates, with extensive training in gene annotation. Working with supervision from GEP faculty and staff, they reconciled these gene annotations using <italic toggle="yes">Apollo 2</italic> (<xref rid="msaf304-B32" ref-type="bibr">Dunn et al. 2019</xref>) to create the gene models analyzed in this study. In some cases, such as when genes were missing two independent student annotations, reconcilers performed initial gene annotation in addition to reconciliation. The Annotation Instruction Sheet (available on the GEP web site at <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://thegep.org/projects/felement/" ext-link-type="uri">https://thegep.org/projects/felement/</ext-link>) describes the protocols for handling cases where the annotations were ambiguous because of insufficient evidence. Additional curricula (eg walkthroughs, presentations) that describe the GEP annotation protocol are available under the “Curriculum” section of the GEP web site (<ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://thegep.org/curriculum/" ext-link-type="uri">https://thegep.org/curriculum/</ext-link>).</p></sec><sec id="msaf304-s4.2"><title>Orientation of Muller F Scaffolds</title><p>For this study, we used the <italic toggle="yes">D. kikkawai</italic>, <italic toggle="yes">D. takahashii</italic>, <italic toggle="yes">D. ananassae</italic>, and <italic toggle="yes">D. bipectinata</italic> genome assemblies described in <xref rid="msaf304-B73" ref-type="bibr">Leung et al (2023)</xref>, each of which has Muller F assembled as a single scaffold. We then performed additional analyses to confirm that the Muller F scaffolds are oriented correctly within each assembly. The Muller F element in the <italic toggle="yes">D. melanogaster</italic> reference genome assembly is oriented such that the centromere is at the beginning of the scaffold and the telomere is at the end, including a head-to-tail array of <italic toggle="yes">HTT</italic> telomeric retrotransposons. The <italic toggle="yes">D. takahashii</italic> Muller F is almost perfectly collinear with the <italic toggle="yes">D. melanogaster</italic> F element, and we therefore oriented this scaffold based on synteny. One end of the <italic toggle="yes">D. kikkawai</italic> F element contains a ∼95 kb array of tandem repeats composed of two large DNA satellites (640 bp and 1.9 kb, respectively), which potentially represents centromeric or pericentromeric sequence. We were unable to identify telomeric retrotransposons at the other end of the chromosome scaffold; however, we noted the presence of the genes <italic toggle="yes">Mitf</italic>, <italic toggle="yes">Arf4</italic>, <italic toggle="yes">CG33521</italic>, <italic toggle="yes">PIP4K</italic>, <italic toggle="yes">pho</italic>, and <italic toggle="yes">Kif3C</italic> near this end, all of which are also near the telomere in the <italic toggle="yes">D. melanogaster</italic> Muller F scaffold. We therefore oriented the scaffold such that the satellite array is at the beginning and the genes with telomeric orthologs in <italic toggle="yes">D. melanogaster</italic> are at the end.</p><p>The F elements of <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> are metacentric. The two chromosome arms were previously oriented based on Hi-C contact maps (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>). We used a combination of synteny, putative centromeric tandem repeats, and telomeric retrotransposons to determine whether the arms were oriented correctly. At the beginning of the <italic toggle="yes">D. ananassae</italic> Muller F scaffold, we identified orthologs of <italic toggle="yes">Arf4</italic>, <italic toggle="yes">Mitf</italic>, <italic toggle="yes">PIP4K</italic> and <italic toggle="yes">CG33521</italic>. We also found the ortholog of <italic toggle="yes">D. melanogaster yellow-h</italic>, which is near the telomere in <italic toggle="yes">D. kikkawai</italic>, and the orthologs of <italic toggle="yes">D. melanogaster Dyrk3</italic> and <italic toggle="yes">Cadps</italic>, which are near the telomere of the <italic toggle="yes">D. melanogaster</italic> F element. Interestingly, the other end of the <italic toggle="yes">D. ananassae</italic> F element scaffold contains the genes <italic toggle="yes">Zyx</italic>, <italic toggle="yes">ATPsynbeta</italic>, <italic toggle="yes">PlexA</italic>, <italic toggle="yes">toy</italic>, <italic toggle="yes">CaMKII</italic>, and <italic toggle="yes">apolpp</italic>, which are located in the subtelomeric regions of either the <italic toggle="yes">D. melanogaster</italic> or <italic toggle="yes">D. kikkawai</italic> F elements, or both. Together, these results suggest that both arms of the <italic toggle="yes">D. ananassae</italic> F element were indeed oriented correctly during Hi-C scaffolding and raise the possibility that there is selection to maintain the telomeric location of a subset of genes on the F element. Most <italic toggle="yes">Drosophila</italic> species have telomere-specialized <italic toggle="yes">Jockey</italic> retrotransposons at their chromosome ends (<xref rid="msaf304-B120" ref-type="bibr">Villasante et al. 2007</xref>; <xref rid="msaf304-B99" ref-type="bibr">Saint-Leandre et al. 2019</xref>; <xref rid="msaf304-B106" ref-type="bibr">Son et al. 2025</xref>). We identified a head-to-tail array of <italic toggle="yes">Jockey</italic> clade retrotransposons at the beginning of the <italic toggle="yes">D. ananassae</italic> F scaffold, which likely represent telomeric retrotransposons, as well as a ∼100 kb array of simple tandem repeats in the middle of the scaffold, which may mark the location of the centromere.</p><p>We then compared synteny between <italic toggle="yes">D. ananassae</italic> and <italic toggle="yes">D. bipectinata</italic> F element scaffolds, which suggested that the two chromosome arms of <italic toggle="yes">D. bipectinata</italic> were previously oriented incorrectly. In the middle of the <italic toggle="yes">D. bipectinata</italic> F element scaffold is a large array of tandem repeats that may mark the location of the centromere. There are gaps on either side of the array where the chromosome arms were scaffolded together. Orthologs of the telomeric <italic toggle="yes">D. melanogaster</italic> genes <italic toggle="yes">Cadps</italic>, <italic toggle="yes">Dyrk3</italic>, and <italic toggle="yes">PIP4K</italic> were near this putative centromere in the previous version of the assembly (<xref rid="msaf304-B73" ref-type="bibr">Leung et al. 2023</xref>); however, in the new version of the assembly used here, we have inverted this arm, placing these genes at the telomere. This arrangement places <italic toggle="yes">Rad23</italic> and <italic toggle="yes">pho</italic> near one telomeric end, and <italic toggle="yes">bt</italic>, <italic toggle="yes">Cadps</italic>, <italic toggle="yes">Dyrk3</italic>, and <italic toggle="yes">PIP4K</italic> near the opposite end, adjacent to the telomeric TE array.</p></sec><sec id="msaf304-s4.3"><title>Reciprocal Repeat Masking</title><p>Reciprocal repeat masking was performed using <italic toggle="yes">RepeatMasker</italic> along with the full <italic toggle="yes">Earl Grey</italic> repeat library from each species shown in <xref rid="msaf304-F7" ref-type="fig">Fig. 7</xref> to mask the F element sequences of all other species shown in <xref rid="msaf304-F7" ref-type="fig">Fig. 7</xref>. The percentage of masked sequence was calculated by dividing the number of masked base pairs by the total number of F element base pairs.</p></sec><sec id="msaf304-s4.4"><title>Gene Feature Analysis</title><p>For the various calculations regarding coding span, coding exons, introns, and intergenic regions, we identified in each species the transcript ortholog corresponding to the principal splice isoform as defined in the APPRIS database (<xref rid="msaf304-B98" ref-type="bibr">Rodriguez et al. 2022</xref>) using the BDGP6 assembly (<xref rid="msaf304-B57" ref-type="bibr">Hoskins et al. 2015</xref>) and Ensembl release 110 annotation (<xref rid="msaf304-B50" ref-type="bibr">Harrison et al. 2024</xref>). For any gene with more than one splice isoform marked principal, the longest splice isoform was selected as the representative transcript for that gene. Two-way non-parametric analysis of variance tests were performed using the <italic toggle="yes">ARTool</italic> package (<xref rid="msaf304-B125" ref-type="bibr">Wobbrock et al. 2011</xref>) with default options, with chromosome and species as independent variables. Post hoc pairwise comparisons were performed using the <italic toggle="yes">ART-C</italic> (Aligned Rank Transform for Contrasts) procedure (<xref rid="msaf304-B33" ref-type="bibr">Elkin et al. 2021</xref>) implemented in the <italic toggle="yes">art.con()</italic> function, with <italic toggle="yes">P</italic>-values adjusted for multiple comparisons using the Holm method. For <xref rid="msaf304-F3" ref-type="fig">Fig. 3</xref>, noncoding sequences were identified as regions that do not overlap annotated coding sequences or repeats identified by RepeatMasker and Tandem Repeats Finder, respectively. Note that the “intergenic” category includes the untranslated regions of F and D element genes because these regions were not annotated during the manual curation process. Genes were considered to be non-expanded if their coding span was less than 1.1-fold the length of their ortholog in <italic toggle="yes">D. melanogaster</italic>.</p></sec><sec id="msaf304-s4.5"><title>Repeat Identification and Annotation</title><p>We created de novo repeat libraries using <italic toggle="yes">Earl Grey</italic> (<xref rid="msaf304-B6" ref-type="bibr">Baril et al. 2024</xref>) and used <italic toggle="yes">RepeatMasker</italic> (<ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://www.repeatmasker.org" ext-link-type="uri">www.repeatmasker.org</ext-link>) to identify repeat locations within each genome assembly. We used <italic toggle="yes">Tandem Repeats Finder</italic> (<xref rid="msaf304-B9" ref-type="bibr">Benson 1999</xref>) to identify simple repeats in each assembly. For each expanded F species, the F-specific repeat library was constructed by extracting the subset of repeat consensus sequences from the species-specific <italic toggle="yes">Earl Grey</italic> repeat library that have one or more matches on the F element. To annotate F element genes in additional <italic toggle="yes">ananassae</italic> group species, we used <italic toggle="yes">LiftOn</italic> (<xref rid="msaf304-B19" ref-type="bibr">Chao et al. 2025</xref>) with options “-copies -sc 0.95” and our hand-curated <italic toggle="yes">D. ananassae</italic> F element gene annotations as a reference.</p></sec><sec id="msaf304-s4.6"><title>Codon Usage Analysis</title><p>To calculate the CAI for each species, we used the top 10% of genes in each species with the lowest effective number of codons (ENC) as the reference gene set, similar to <xref rid="msaf304-B118" ref-type="bibr">Vicario et al. (2007)</xref>. To identify these genes, we used the NCBI RefSeq annotations for each species and the longest isoform per gene. We used the <italic toggle="yes">codon-bias</italic> package (<xref rid="msaf304-B30" ref-type="bibr">Diament 2025</xref>) to calculate ENC and to export the reference gene set for each species. We used the options within the <italic toggle="yes">codon-bias</italic> package that allow for calculating ENC in a way that corrects for both background nucleotide composition (<xref rid="msaf304-B90" ref-type="bibr">Novembre 2002</xref>) and sequence length (<xref rid="msaf304-B110" ref-type="bibr">Sun et al. 2013</xref>). Biased nucleotide and amino acid composition can distort the CAI measure. We therefore used the approach described in <xref rid="msaf304-B95" ref-type="bibr">Puigbò et al. (2008)</xref>, implemented in the <italic toggle="yes">codonuse</italic> package (<ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://github.com/s-andrews/codonuse" ext-link-type="uri">https://github.com/s-andrews/codonuse</ext-link>), to calculate the expected CAI (eCAI) for each gene, which is the upper limit of CAI when codon usage bias results only from mutational bias (<xref rid="msaf304-B95" ref-type="bibr">Puigbò et al. 2008</xref>). The <italic toggle="yes">codonuse</italic> package calculates the normalized CAI for each gene by dividing its true CAI by its eCAI. Thus, selection for preferred codons is likely to be contributing to codon usage bias in genes with normalized CAI values larger than one, whereas the codon usage bias of genes with normalized CAI values less than one can be explained mainly by mutational bias (<xref rid="msaf304-B95" ref-type="bibr">Puigbò et al. 2008</xref>).</p></sec><sec id="msaf304-s4.7"><title>F Element Synteny and Conservation</title><p>To infer the ancestral chromosome location of each gene in <xref rid="msaf304-T2" ref-type="table">Table 2</xref>, we used a combination of prior literature (<xref rid="msaf304-B16" ref-type="bibr">Carvalho and Clark 2013</xref>), synteny, and parsimony. In cases where the ancestral chromosome was ambiguous based on the five species in <xref rid="msaf304-T2" ref-type="table">Table 2</xref>, we identified the chromosome locations of homologs in <italic toggle="yes">D. miranda</italic> and <italic toggle="yes">D. virilis</italic>.</p><p>We used <italic toggle="yes">NGenomeSyn</italic> (<xref rid="msaf304-B54" ref-type="bibr">He et al. 2023</xref> ) to create the F element synteny maps shown in <xref rid="msaf304-F5" ref-type="fig">Fig. 5a</xref> and <italic toggle="yes">GRIMM</italic> (<xref rid="msaf304-B115" ref-type="bibr">Tesler 2002</xref>) to infer the minimum number of rearrangement events between the F elements of species pairs in <xref rid="msaf304-F5" ref-type="fig">Fig. 5b</xref>.</p><p>We used <italic toggle="yes">progressive cactus</italic> (<xref rid="msaf304-B2" ref-type="bibr">Armstrong et al. 2020</xref>) to create whole genome alignments and the <italic toggle="yes">HAL</italic> utilities <italic toggle="yes">halSynteny</italic> (<xref rid="msaf304-B68" ref-type="bibr">Krasheninnikova et al. 2020</xref>) to identify synteny blocks and calculate synteny coverage and <italic toggle="yes">halAlignmentDepth</italic> to calculate the fraction of aligned bases between species (<xref rid="msaf304-B55" ref-type="bibr">Hickey et al. 2013</xref>).</p></sec><sec id="msaf304-s4.8"><title>Effective Population Size and Linkage Disequilibrium</title><p>We obtained Illumina population resequencing data for <italic toggle="yes">D. melanogaster</italic> (<xref rid="msaf304-B109" ref-type="bibr">Sprengelmeyer et al. 2020</xref>), <italic toggle="yes">D. kikkawai</italic> (<xref rid="msaf304-B74" ref-type="bibr">Li et al. 2022</xref>), <italic toggle="yes">D. ananassae</italic> (<xref rid="msaf304-B22" ref-type="bibr">Choi et al. 2015</xref>), and <italic toggle="yes">D. bipectinata</italic> (<xref rid="msaf304-B74" ref-type="bibr">Li et al. 2022</xref>). We used <italic toggle="yes">bowtie2</italic> (<xref rid="msaf304-B69" ref-type="bibr">Langmead and Salzberg 2012</xref>) to align Illumina reads to their corresponding reference genome, sorted read alignments and marked duplicates with <italic toggle="yes">sambamba</italic> (<xref rid="msaf304-B113" ref-type="bibr">Tarasov et al. 2015</xref>), and used <italic toggle="yes">freebayes</italic> (<xref rid="msaf304-B44" ref-type="bibr">Garrison and Marth 2012</xref>) to identify nucleotide variants. We filtered <italic toggle="yes">freebayes</italic> variants to include only biallelic sites using <italic toggle="yes">vcffilter</italic> from <italic toggle="yes">vcflib</italic> (<xref rid="msaf304-B43" ref-type="bibr">Garrison et al. 2022</xref>).</p><p>We used <italic toggle="yes">SMC++</italic> (<xref rid="msaf304-B114" ref-type="bibr">Terhorst et al. 2017</xref>) and the filtered <italic toggle="yes">freebayes</italic> variants to infer population size histories for each species. We then calculated the harmonic mean of effective population size estimates from generations 3,600 to 36,000 (corresponding to 300 - 3,000 years ago, assuming 12 generations per year), as in <xref rid="msaf304-B10" ref-type="bibr">Bergeron et al. (2023)</xref>.</p><p>To examine the decay of linkage disequilibrium, we used <italic toggle="yes">vcftools</italic> (<xref rid="msaf304-B29" ref-type="bibr">Danecek et al. 2011</xref>) to calculate LD as the squared correlation coefficient between genotypes for all pairs of nucleotide variants within 1 Mb of each other on the F element and within 500 kb of each other on the other autosomes. We then calculated the mean LD for 1,000 bp bins (F element) and 100 bp bins (autosomes) and calculated the bin size at which LD decreases to ¾ of its maximum value. We note that, although it is more common to calculate LD decay as the distance at which LD decays to half of its maximum value (eg <xref rid="msaf304-B64" ref-type="bibr">Kim et al. 2007</xref>), we use ¾ here because F element LD plateaus in some species before reaching that point.</p></sec></sec><sec sec-type="supplementary-material"><title>Supplementary Material</title><supplementary-material id="sup1" position="float" content-type="local-data" orientation="portrait"><label>msaf304_Supplementary_Data</label><media xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="msaf304_supplementary_data.zip" position="float" orientation="portrait"/></supplementary-material></sec></body>
  <back><ack id="ack1"><title>Acknowledgments</title><p>The authors acknowledge the Office of Advanced Research Computing (OARC) at Rutgers, The State University of New Jersey, for providing access to the Amarel cluster and associated research computing resources that have contributed to the results reported here. The authors acknowledge New Jersey City University, Department of Biology, as the host institution which provided support to the reconcilers. C.E.E. and T.J.S. thank Dr. Grace Lee for insightful discussion of these results. The authors also acknowledge the contributions of the late Dr. James Youngblom, whose students completed gene annotation reports for this project, and thank Dr. Janey Youngblom, who facilitated the review and approval of this manuscript by these students after his passing. The authors also thank the additional students who contributed gene annotation effort to this project, but for various reasons did not participate in manuscript critique and revision.</p></ack><sec id="msaf304-s5"><title>Supplementary material</title><p>Supplementary material is available at <italic toggle="yes"><xref rid="sup1" ref-type="supplementary-material">Molecular Biology and Evolution</xref></italic> online.</p></sec><sec id="msaf304-s6"><title>Funding</title><p>This work was supported by the National Science Foundation grant 2114661 to C.J.A. and the National Institutes of Health grants R01GM130698 to C.E.E., R35GM152168 to C.E.E., and K12GM093854 to T.J.S. The Genomics Education Partnership is supported by National Science Foundation grant 1915544 to L.K.R. and National Institutes of Health grant R25GM130517 to L.K.R.</p></sec><ref-list id="ref1"><title>References</title><ref id="msaf304-B1"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Arguello</surname>  <given-names>JR</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Recombination yet inefficient selection along the <italic toggle="yes">Drosophila melanogaster</italic> subgroup's fourth chromosome</article-title>. <source>Mol Biol Evol</source>. <year>2010</year>:<volume>27</volume>:<fpage>848</fpage>–<lpage>861</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msp291</pub-id>.<pub-id pub-id-type="pmid">20008457</pub-id>
<pub-id pub-id-type="pmcid">PMC2877538</pub-id></mixed-citation></ref><ref id="msaf304-B2"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Armstrong</surname>  <given-names>J</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Progressive Cactus is a multiple-genome aligner for the thousand-genome era</article-title>. <source>Nature</source>. <year>2020</year>:<volume>587</volume>:<fpage>246</fpage>–<lpage>251</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-020-2871-y</pub-id>.<pub-id pub-id-type="pmid">33177663</pub-id>
<pub-id pub-id-type="pmcid">PMC7673649</pub-id></mixed-citation></ref><ref id="msaf304-B3"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Badet</surname>  <given-names>T</given-names></string-name>, <string-name name-style="western"><surname>Tralamazza</surname>  <given-names>SM</given-names></string-name>, <string-name name-style="western"><surname>Feurtey</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Croll</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>Recent reactivation of a pathogenicity-associated transposable element is associated with major chromosomal rearrangements in a fungal wheat pathogen</article-title>. <source>Nucleic Acids Res</source>. <year>2024</year>:<volume>52</volume>:<fpage>1226</fpage>–<lpage>1242</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkad1214</pub-id>.<pub-id pub-id-type="pmid">38142443</pub-id>
<pub-id pub-id-type="pmcid">PMC10853768</pub-id></mixed-citation></ref><ref id="msaf304-B4"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Baimai</surname>  <given-names>V</given-names></string-name>, <string-name name-style="western"><surname>Chumchong</surname>  <given-names>C</given-names></string-name></person-group>. <article-title>Karyotype variation and geographic distribution of the three sibling species of the <italic toggle="yes">Drosophila kikkawai</italic> complex</article-title>. <source>Genetica</source>. <year>1980</year>:<volume>54</volume>:<fpage>113</fpage>–<lpage>120</lpage>. <pub-id pub-id-type="doi">10.1007/BF00055979</pub-id>.</mixed-citation></ref><ref id="msaf304-B5"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Balachandran</surname>  <given-names>P</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Transposable element-mediated rearrangements are prevalent in human genomes</article-title>. <source>Nat Commun</source>. <year>2022</year>:<volume>13</volume>:<fpage>7115</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-022-34810-8</pub-id>.<pub-id pub-id-type="pmid">36402840</pub-id>
<pub-id pub-id-type="pmcid">PMC9675761</pub-id></mixed-citation></ref><ref id="msaf304-B6"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Baril</surname>  <given-names>T</given-names></string-name>, <string-name name-style="western"><surname>Galbraith</surname>  <given-names>J</given-names></string-name>, <string-name name-style="western"><surname>Hayward</surname>  <given-names>A</given-names></string-name></person-group>. <article-title>Earl grey: a fully automated user-friendly transposable element annotation and analysis pipeline</article-title>. <source>Mol Biol Evol</source>. <year>2024</year>:<volume>41</volume>:<fpage>msae068</fpage>. <pub-id pub-id-type="doi">10.1093/molbev/msae068</pub-id>.<pub-id pub-id-type="pmid">38577785</pub-id>
<pub-id pub-id-type="pmcid">PMC11003543</pub-id></mixed-citation></ref><ref id="msaf304-B7"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Bast</surname>  <given-names>J</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>No accumulation of transposable elements in asexual arthropods</article-title>. <source>Mol Biol Evol</source>. <year>2016</year>:<volume>33</volume>:<fpage>697</fpage>–<lpage>706</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msv261</pub-id>.<pub-id pub-id-type="pmid">26560353</pub-id>
<pub-id pub-id-type="pmcid">PMC4760076</pub-id></mixed-citation></ref><ref id="msaf304-B8"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Beadle</surname>  <given-names>GW</given-names></string-name>
</person-group>. <article-title>A possible influence of the spindle fibre on crossing-over in <italic toggle="yes">Drosophila</italic></article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>1932</year>:<volume>18</volume>:<fpage>160</fpage>–<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.18.2.160</pub-id>.<pub-id pub-id-type="pmid">16577442</pub-id>
<pub-id pub-id-type="pmcid">PMC1076180</pub-id></mixed-citation></ref><ref id="msaf304-B9"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Benson</surname>  <given-names>G</given-names></string-name>
</person-group>. <article-title>Tandem repeats finder: a program to analyze DNA sequences</article-title>. <source>Nucleic Acids Res</source>. <year>1999</year>:<volume>27</volume>:<fpage>573</fpage>–<lpage>580</lpage>. <pub-id pub-id-type="doi">10.1093/nar/27.2.573</pub-id>.<pub-id pub-id-type="pmid">9862982</pub-id>
<pub-id pub-id-type="pmcid">PMC148217</pub-id></mixed-citation></ref><ref id="msaf304-B10"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Bergeron</surname>  <given-names>LA</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Evolution of the germline mutation rate across vertebrates</article-title>. <source>Nature</source>. <year>2023</year>:<volume>615</volume>:<fpage>285</fpage>–<lpage>291</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-023-05752-y</pub-id>.<pub-id pub-id-type="pmid">36859541</pub-id>
<pub-id pub-id-type="pmcid">PMC9995274</pub-id></mixed-citation></ref><ref id="msaf304-B11"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Bhutkar</surname>  <given-names>A</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Chromosomal rearrangement inferred from comparisons of 12 <italic toggle="yes">Drosophila</italic> genomes</article-title>. <source>Genetics</source>. <year>2008</year>:<volume>179</volume>:<fpage>1657</fpage>–<lpage>1680</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.107.086108</pub-id>.<pub-id pub-id-type="pmid">18622036</pub-id>
<pub-id pub-id-type="pmcid">PMC2475759</pub-id></mixed-citation></ref><ref id="msaf304-B12"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Blommaert</surname>  <given-names>J</given-names></string-name>
</person-group>. <article-title>Genome size evolution: towards new model systems for old questions</article-title>. <source>Proc Biol Sci</source>. <year>2020</year>:<volume>287</volume>:<fpage>20201441</fpage>. <pub-id pub-id-type="doi">10.1098/rspb.2020.1441</pub-id>.<pub-id pub-id-type="pmid">32842932</pub-id>
<pub-id pub-id-type="pmcid">PMC7482279</pub-id></mixed-citation></ref><ref id="msaf304-B13"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Bosco</surname>  <given-names>G</given-names></string-name>, <string-name name-style="western"><surname>Campbell</surname>  <given-names>P</given-names></string-name>, <string-name name-style="western"><surname>Leiva-Neto</surname>  <given-names>JT</given-names></string-name>, <string-name name-style="western"><surname>Markow</surname>  <given-names>TA</given-names></string-name></person-group>. <article-title>Analysis of <italic toggle="yes">Drosophila</italic> species genome size and satellite DNA content reveals significant differences among strains as well as between species</article-title>. <source>Genetics</source>. <year>2007</year>:<volume>177</volume>:<fpage>1277</fpage>–<lpage>1290</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.107.075069</pub-id>.<pub-id pub-id-type="pmid">18039867</pub-id>
<pub-id pub-id-type="pmcid">PMC2147996</pub-id></mixed-citation></ref><ref id="msaf304-B14"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Brand</surname>  <given-names>CL</given-names></string-name>, <string-name name-style="western"><surname>Cattani</surname>  <given-names>MV</given-names></string-name>, <string-name name-style="western"><surname>Kingan</surname>  <given-names>SB</given-names></string-name>, <string-name name-style="western"><surname>Landeen</surname>  <given-names>EL</given-names></string-name>, <string-name name-style="western"><surname>Presgraves</surname>  <given-names>DC</given-names></string-name></person-group>. <article-title>Molecular evolution at a meiosis gene mediates species differences in the rate and patterning of recombination</article-title>. <source>Curr Biol</source>. <year>2018</year>:<volume>28</volume>:<fpage>1289</fpage>–<lpage>1295.e4</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2018.02.056</pub-id>.<pub-id pub-id-type="pmid">29606420</pub-id>
<pub-id pub-id-type="pmcid">PMC5915966</pub-id></mixed-citation></ref><ref id="msaf304-B15"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Campos</surname>  <given-names>JL</given-names></string-name>, <string-name name-style="western"><surname>Charlesworth</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Haddrill</surname>  <given-names>PR</given-names></string-name></person-group>. <article-title>Molecular evolution in nonrecombining regions of the <italic toggle="yes">Drosophila melanogaster</italic> genome</article-title>. <source>Genome Biol Evol</source>. <year>2012</year>:<volume>4</volume>:<fpage>278</fpage>–<lpage>288</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evs010</pub-id>.<pub-id pub-id-type="pmid">22275518</pub-id>
<pub-id pub-id-type="pmcid">PMC3318434</pub-id></mixed-citation></ref><ref id="msaf304-B16"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Carvalho</surname>  <given-names>AB</given-names></string-name>, <string-name name-style="western"><surname>Clark</surname>  <given-names>AG</given-names></string-name></person-group>. <article-title>Efficient identification of Y chromosome sequences in the human and <italic toggle="yes">Drosophila</italic> genomes</article-title>. <source>Genome Res</source>. <year>2013</year>:<volume>23</volume>:<fpage>1894</fpage>–<lpage>1907</lpage>. <pub-id pub-id-type="doi">10.1101/gr.156034.113</pub-id>.<pub-id pub-id-type="pmid">23921660</pub-id>
<pub-id pub-id-type="pmcid">PMC3814889</pub-id></mixed-citation></ref><ref id="msaf304-B17"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Chak</surname>  <given-names>STC</given-names></string-name>, <string-name name-style="western"><surname>Harris</surname>  <given-names>SE</given-names></string-name>, <string-name name-style="western"><surname>Hultgren</surname>  <given-names>KM</given-names></string-name>, <string-name name-style="western"><surname>Jeffery</surname>  <given-names>NW</given-names></string-name>, <string-name name-style="western"><surname>Rubenstein</surname>  <given-names>DR</given-names></string-name></person-group>. <article-title>Eusociality in snapping shrimps is associated with larger genomes and an accumulation of transposable elements</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2021</year>:<volume>118</volume>:<fpage>e2025051118</fpage>. <pub-id pub-id-type="doi">10.1073/pnas.2025051118</pub-id>.<pub-id pub-id-type="pmid">34099551</pub-id>
<pub-id pub-id-type="pmcid">PMC8214670</pub-id></mixed-citation></ref><ref id="msaf304-B18"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Chang</surname>  <given-names>C-H</given-names></string-name>, <string-name name-style="western"><surname>Gregory</surname>  <given-names>LE</given-names></string-name>, <string-name name-style="western"><surname>Gordon</surname>  <given-names>KE</given-names></string-name>, <string-name name-style="western"><surname>Meiklejohn</surname>  <given-names>CD</given-names></string-name>, <string-name name-style="western"><surname>Larracuente</surname>  <given-names>AM</given-names></string-name></person-group>. <article-title>Unique structure and positive selection promote the rapid divergence of <italic toggle="yes">Drosophila</italic> Y chromosomes</article-title>. <source>Elife</source>. <year>2022</year>:<volume>11</volume>:<fpage>e75795</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.75795</pub-id>.<pub-id pub-id-type="pmid">34989337</pub-id>
<pub-id pub-id-type="pmcid">PMC8794474</pub-id></mixed-citation></ref><ref id="msaf304-B19"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Chao</surname>  <given-names>K-H</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Combining DNA and protein alignments to improve genome annotation with LiftOn</article-title>. <source>Genome Res</source>. <year>2025</year>:<volume>35</volume>:<fpage>311</fpage>–<lpage>325</lpage>. <pub-id pub-id-type="doi">10.1101/gr.279620.124</pub-id>.<pub-id pub-id-type="pmid">39730188</pub-id>
<pub-id pub-id-type="pmcid">PMC11874971</pub-id></mixed-citation></ref><ref id="msaf304-B20"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Charlesworth</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Campos</surname>  <given-names>JL</given-names></string-name></person-group>. <article-title>The relations between recombination rate and patterns of molecular variation and evolution in <italic toggle="yes">Drosophila</italic></article-title>. <source>Annu Rev Genet</source>. <year>2014</year>:<volume>48</volume>:<fpage>383</fpage>–<lpage>403</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-genet-120213-092525</pub-id>.<pub-id pub-id-type="pmid">25251853</pub-id>
</mixed-citation></ref><ref id="msaf304-B21"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Chen</surname>  <given-names>J</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Genomic diversity generated by a transposable element burst in a rice recombinant inbred population</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2020</year>:<volume>117</volume>:<fpage>26288</fpage>–<lpage>26297</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.2015736117</pub-id>.<pub-id pub-id-type="pmid">33020276</pub-id>
<pub-id pub-id-type="pmcid">PMC7584900</pub-id></mixed-citation></ref><ref id="msaf304-B22"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Choi</surname>  <given-names>JY</given-names></string-name>, <string-name name-style="western"><surname>Bubnell</surname>  <given-names>JE</given-names></string-name>, <string-name name-style="western"><surname>Aquadro</surname>  <given-names>CF</given-names></string-name></person-group>. <article-title>Population genomics of infectious and integrated <italic toggle="yes">Wolbachia pipientis</italic> genomes in <italic toggle="yes">Drosophila ananassae</italic></article-title>. <source>Genome Biol Evol</source>. <year>2015</year>:<volume>7</volume>:<fpage>2362</fpage>–<lpage>2382</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evv158</pub-id>.<pub-id pub-id-type="pmid">26254486</pub-id>
<pub-id pub-id-type="pmcid">PMC4558871</pub-id></mixed-citation></ref><ref id="msaf304-B23"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Clayton</surname>  <given-names>FE</given-names></string-name>
</person-group>. <article-title>The role of heterochromatin in karyotype variation among Hawaiian picture-winged <italic toggle="yes">Drosophila</italic></article-title>. <source>Pac Sci</source>. <year>1988</year>:<volume>42</volume>:<fpage>28</fpage>–<lpage>47</lpage>. <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://core.ac.uk/download/pdf/5093761.pdf" ext-link-type="uri">https://core.ac.uk/download/pdf/5093761.pdf</ext-link>.</mixed-citation></ref><ref id="msaf304-B24"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Comeron</surname>  <given-names>JM</given-names></string-name>, <string-name name-style="western"><surname>Ratnappan</surname>  <given-names>R</given-names></string-name>, <string-name name-style="western"><surname>Bailin</surname>  <given-names>S</given-names></string-name></person-group>. <article-title>The many landscapes of recombination in <italic toggle="yes">Drosophila melanogaster</italic></article-title>. <source>PLoS Genet</source>. <year>2012</year>:<volume>8</volume>:<fpage>e1002905</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1002905</pub-id>.<pub-id pub-id-type="pmid">23071443</pub-id>
<pub-id pub-id-type="pmcid">PMC3469467</pub-id></mixed-citation></ref><ref id="msaf304-B25"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Corradi</surname>  <given-names>N</given-names></string-name>, <string-name name-style="western"><surname>Pombert</surname>  <given-names>J-F</given-names></string-name>, <string-name name-style="western"><surname>Farinelli</surname>  <given-names>L</given-names></string-name>, <string-name name-style="western"><surname>Didier</surname>  <given-names>ES</given-names></string-name>, <string-name name-style="western"><surname>Keeling</surname>  <given-names>PJ</given-names></string-name></person-group>. <article-title>The complete sequence of the smallest known nuclear genome from the microsporidian <italic toggle="yes">Encephalitozoon intestinalis</italic></article-title>. <source>Nat Commun</source>. <year>2010</year>:<volume>1</volume>:<fpage>77</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms1082</pub-id>.<pub-id pub-id-type="pmid">20865802</pub-id>
<pub-id pub-id-type="pmcid">PMC4355639</pub-id></mixed-citation></ref><ref id="msaf304-B26"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Cotto</surname>  <given-names>KC</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Integrated analysis of genomic and transcriptomic data for the discovery of splice-associated variants in cancer</article-title>. <source>Nat Commun</source>. <year>2023</year>:<volume>14</volume>:<fpage>1589</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-023-37266-6</pub-id>.<pub-id pub-id-type="pmid">36949070</pub-id>
<pub-id pub-id-type="pmcid">PMC10033906</pub-id></mixed-citation></ref><ref id="msaf304-B27"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Craddock</surname>  <given-names>EM</given-names></string-name>, <string-name name-style="western"><surname>Gall</surname>  <given-names>JG</given-names></string-name>, <string-name name-style="western"><surname>Jonas</surname>  <given-names>M</given-names></string-name></person-group>. <article-title>Hawaiian <italic toggle="yes">Drosophila</italic> genomes: size variation and evolutionary expansions</article-title>. <source>Genetica</source>. <year>2016</year>:<volume>144</volume>:<fpage>107</fpage>–<lpage>124</lpage>. <pub-id pub-id-type="doi">10.1007/s10709-016-9882-5</pub-id>.<pub-id pub-id-type="pmid">26790663</pub-id>
</mixed-citation></ref><ref id="msaf304-B28"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Cui</surname>  <given-names>R</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Relaxed selection limits lifespan by increasing mutation load</article-title>. <source>Cell</source>. <year>2019</year>:<volume>178</volume>:<fpage>385</fpage>–<lpage>399.e20</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2019.06.004</pub-id>.<pub-id pub-id-type="pmid">31257025</pub-id>
</mixed-citation></ref><ref id="msaf304-B29"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Danecek</surname>  <given-names>P</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The variant call format and VCFtools</article-title>. <source>Bioinformatics</source>. <year>2011</year>:<volume>27</volume>:<fpage>2156</fpage>–<lpage>2158</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btr330</pub-id>.<pub-id pub-id-type="pmid">21653522</pub-id>
<pub-id pub-id-type="pmcid">PMC3137218</pub-id></mixed-citation></ref><ref id="msaf304-B30"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Diament</surname>  <given-names>A.</given-names></string-name>
</person-group> codon-bias (python package). Zenodo 2025. <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://zenodo.org/records/15017252" ext-link-type="uri">https://zenodo.org/records/15017252</ext-link></mixed-citation></ref><ref id="msaf304-B31"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Dolgin</surname>  <given-names>ES</given-names></string-name>, <string-name name-style="western"><surname>Charlesworth</surname>  <given-names>B</given-names></string-name></person-group>. <article-title>The effects of recombination rate on the distribution and abundance of transposable elements</article-title>. <source>Genetics</source>. <year>2008</year>:<volume>178</volume>:<fpage>2169</fpage>–<lpage>2177</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.107.082743</pub-id>.<pub-id pub-id-type="pmid">18430942</pub-id>
<pub-id pub-id-type="pmcid">PMC2323806</pub-id></mixed-citation></ref><ref id="msaf304-B32"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Dunn</surname>  <given-names>NA</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Apollo: democratizing genome annotation</article-title>. <source>PLoS Comput Biol</source>. <year>2019</year>:<volume>15</volume>:<fpage>e1006790</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1006790</pub-id>.<pub-id pub-id-type="pmid">30726205</pub-id>
<pub-id pub-id-type="pmcid">PMC6380598</pub-id></mixed-citation></ref><ref id="msaf304-B33"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Elkin</surname>  <given-names>LA</given-names></string-name>, <string-name name-style="western"><surname>Kay</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Higgins</surname>  <given-names>JJ</given-names></string-name>, <string-name name-style="western"><surname>Wobbrock</surname>  <given-names>JO</given-names></string-name></person-group>. <comment>2021. An aligned rank transform procedure for multifactor contrast tests. In: The 34th Annual ACM Symposium on User Interface Software and Technology. Virtual Event USA Vol. <bold>5</bold>. ACM. p. 754–768</comment>.</mixed-citation></ref><ref id="msaf304-B34"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Elliott</surname>  <given-names>TA</given-names></string-name>, <string-name name-style="western"><surname>Gregory</surname>  <given-names>TR</given-names></string-name></person-group>. <article-title>What's in a genome? The C-value enigma and the evolution of eukaryotic genome content</article-title>. <source>Philos Trans R Soc Lond B Biol Sci</source>. <year>2015</year>:<volume>370</volume>:<fpage>20140331</fpage>. <pub-id pub-id-type="doi">10.1098/rstb.2014.0331</pub-id>.<pub-id pub-id-type="pmid">26323762</pub-id>
<pub-id pub-id-type="pmcid">PMC4571570</pub-id></mixed-citation></ref><ref id="msaf304-B35"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Felsenstein</surname>  <given-names>J</given-names></string-name>
</person-group>. <article-title>The evolutionary advantage of recombination</article-title>. <source>Genetics</source>. <year>1974</year>:<volume>78</volume>:<fpage>737</fpage>–<lpage>756</lpage>. <pub-id pub-id-type="doi">10.1093/genetics/78.2.737</pub-id>.<pub-id pub-id-type="pmid">4448362</pub-id>
<pub-id pub-id-type="pmcid">PMC1213231</pub-id></mixed-citation></ref><ref id="msaf304-B36"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Fernández</surname>  <given-names>P</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>A 160 Gbp fork fern genome shatters size record for eukaryotes</article-title>. <source>iScience</source>. <year>2024</year>:<volume>27</volume>:<fpage>109889</fpage>. <pub-id pub-id-type="doi">10.1016/j.isci.2024.109889</pub-id>.<pub-id pub-id-type="pmid">39055604</pub-id>
<pub-id pub-id-type="pmcid">PMC11270024</pub-id></mixed-citation></ref><ref id="msaf304-B37"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Fingerhut</surname>  <given-names>JM</given-names></string-name>, <string-name name-style="western"><surname>Moran</surname>  <given-names>JV</given-names></string-name>, <string-name name-style="western"><surname>Yamashita</surname>  <given-names>YM</given-names></string-name></person-group>. <article-title>Satellite DNA-containing gigantic introns in a unique gene expression program during <italic toggle="yes">Drosophila</italic> spermatogenesis</article-title>. <source>PLoS Genet</source>. <year>2019</year>:<volume>15</volume>:<fpage>e1008028</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1008028</pub-id>.<pub-id pub-id-type="pmid">31071079</pub-id>
<pub-id pub-id-type="pmcid">PMC6508621</pub-id></mixed-citation></ref><ref id="msaf304-B38"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Fontan</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Lannes</surname>  <given-names>R</given-names></string-name>, <string-name name-style="western"><surname>Fingerhut</surname>  <given-names>JM</given-names></string-name>, <string-name name-style="western"><surname>Flynn</surname>  <given-names>JM</given-names></string-name>, <string-name name-style="western"><surname>Yamashita</surname>  <given-names>YM</given-names></string-name></person-group>. 2025. Defective splicing of Y-chromosome-linked gigantic genes contributes to hybrid male sterility in <italic toggle="yes">Drosophila</italic> [preprint]. bioRxiv 655455. <pub-id pub-id-type="doi">10.1101/2025.05.22.655455</pub-id>.<pub-id pub-id-type="pmcid">PMC12965833</pub-id><pub-id pub-id-type="pmid">41693153</pub-id></mixed-citation></ref><ref id="msaf304-B39"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Fox-Walsh</surname>  <given-names>KL</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The architecture of pre-mRNAs affects mechanisms of splice-site pairing</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2005</year>:<volume>102</volume>:<fpage>16176</fpage>–<lpage>16181</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0508489102</pub-id>.<pub-id pub-id-type="pmid">16260721</pub-id>
<pub-id pub-id-type="pmcid">PMC1283478</pub-id></mixed-citation></ref><ref id="msaf304-B40"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Frumkin</surname>  <given-names>I</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Codon usage of highly expressed genes affects proteome-wide translation efficiency</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2018</year>:<volume>115</volume>:<fpage>E4940</fpage>–<lpage>E4949</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1719375115</pub-id>.<pub-id pub-id-type="pmid">29735666</pub-id>
<pub-id pub-id-type="pmcid">PMC6003480</pub-id></mixed-citation></ref><ref id="msaf304-B41"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Futch</surname>  <given-names>DG</given-names></string-name>
</person-group>. <article-title>A preliminary note on parthenogenesis in <italic toggle="yes">D. ananassae</italic></article-title>. <source>Drosoph</source>. <source>Inf</source>. <source>Serv</source>. <year>1972</year>:<volume>48</volume>:<fpage>78</fpage>.</mixed-citation></ref><ref id="msaf304-B42"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Futch</surname>  <given-names>DG</given-names></string-name>
</person-group>. <article-title>Parthenogenesis in Samoan <italic toggle="yes">Drosophila ananassae</italic> and <italic toggle="yes">Drosophila pallidosa</italic></article-title>. <source>Genetics</source>. <year>1973</year>:<volume>74</volume>:<fpage>s86</fpage>–<lpage>s87</lpage>.</mixed-citation></ref><ref id="msaf304-B43"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Garrison</surname>  <given-names>E</given-names></string-name>, <string-name name-style="western"><surname>Kronenberg</surname>  <given-names>ZN</given-names></string-name>, <string-name name-style="western"><surname>Dawson</surname>  <given-names>ET</given-names></string-name>, <string-name name-style="western"><surname>Pedersen</surname>  <given-names>BS</given-names></string-name>, <string-name name-style="western"><surname>Prins</surname>  <given-names>P</given-names></string-name></person-group>. <article-title>A spectrum of free software tools for processing the VCF variant call format: vcflib, bio-vcf, cyvcf2, hts-nim and slivar</article-title>. <source>PLoS Comput Biol</source>. <year>2022</year>:<volume>18</volume>:<fpage>e1009123</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1009123</pub-id>.<pub-id pub-id-type="pmid">35639788</pub-id>
<pub-id pub-id-type="pmcid">PMC9286226</pub-id></mixed-citation></ref><ref id="msaf304-B44"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Garrison</surname>  <given-names>E</given-names></string-name>, <string-name name-style="western"><surname>Marth</surname>  <given-names>G</given-names></string-name></person-group>. <year>2012</year>. Haplotype-based variant detection from short-read sequencing [preprint], arXiv, arXiv:1207.3907. <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://arxiv.org/abs/1207.3907" ext-link-type="uri">http://arxiv.org/abs/1207.3907</ext-link>.</mixed-citation></ref><ref id="msaf304-B45"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Gebert</surname>  <given-names>D</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Analysis of 30 chromosome-level <italic toggle="yes">Drosophila</italic> genome assemblies reveals dynamic evolution of centromeric satellite repeats</article-title>. <source>Genome Biol</source>. <year>2025</year>:<volume>26</volume>:<fpage>63</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-025-03527-4</pub-id>.<pub-id pub-id-type="pmid">40102968</pub-id>
<pub-id pub-id-type="pmcid">PMC11917152</pub-id></mixed-citation></ref><ref id="msaf304-B46"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Gossmann</surname>  <given-names>TI</given-names></string-name>, <string-name name-style="western"><surname>Woolfit</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Eyre-Walker</surname>  <given-names>A</given-names></string-name></person-group>. <article-title>Quantifying the variation in the effective population size within a genome</article-title>. <source>Genetics</source>. <year>2011</year>:<volume>189</volume>:<fpage>1389</fpage>–<lpage>1402</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.111.132654</pub-id>.<pub-id pub-id-type="pmid">21954163</pub-id>
<pub-id pub-id-type="pmcid">PMC3241429</pub-id></mixed-citation></ref><ref id="msaf304-B47"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Grath</surname>  <given-names>S</given-names></string-name>, <string-name name-style="western"><surname>Baines</surname>  <given-names>JF</given-names></string-name>, <string-name name-style="western"><surname>Parsch</surname>  <given-names>J</given-names></string-name></person-group>. <article-title>Molecular evolution of sex-biased genes in the <italic toggle="yes">Drosophila ananassae</italic> subgroup</article-title>. <source>BMC Evol Biol</source>. <year>2009</year>:<volume>9</volume>:<fpage>291</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2148-9-291</pub-id>.<pub-id pub-id-type="pmid">20015359</pub-id>
<pub-id pub-id-type="pmcid">PMC2809073</pub-id></mixed-citation></ref><ref id="msaf304-B48"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Graveley</surname>  <given-names>BR</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The developmental transcriptome of <italic toggle="yes">Drosophila melanogaster</italic></article-title>. <source>Nature</source>. <year>2011</year>:<volume>471</volume>:<fpage>473</fpage>–<lpage>479</lpage>. <pub-id pub-id-type="doi">10.1038/nature09715</pub-id>.<pub-id pub-id-type="pmid">21179090</pub-id>
<pub-id pub-id-type="pmcid">PMC3075879</pub-id></mixed-citation></ref><ref id="msaf304-B49"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Gregory</surname>  <given-names>TR</given-names></string-name>, <string-name name-style="western"><surname>Johnston</surname>  <given-names>JS</given-names></string-name></person-group>. <article-title>Genome size diversity in the family Drosophilidae</article-title>. <source>Heredity (Edinb)</source>. <year>2008</year>:<volume>101</volume>:<fpage>228</fpage>–<lpage>238</lpage>. <pub-id pub-id-type="doi">10.1038/hdy.2008.49</pub-id>.<pub-id pub-id-type="pmid">18523443</pub-id>
</mixed-citation></ref><ref id="msaf304-B50"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Harrison</surname>  <given-names>PW</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Ensembl 2024</article-title>. <source>Nucleic Acids Res</source>. <year>2024</year>:<volume>52</volume>:<fpage>D891</fpage>–<lpage>D899</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkad1049</pub-id>.<pub-id pub-id-type="pmid">37953337</pub-id>
<pub-id pub-id-type="pmcid">PMC10767893</pub-id></mixed-citation></ref><ref id="msaf304-B51"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hartmann</surname>  <given-names>MA</given-names></string-name>, <string-name name-style="western"><surname>Sekelsky</surname>  <given-names>J</given-names></string-name></person-group>. <article-title>The absence of crossovers on chromosome 4 in <italic toggle="yes">Drosophila melanogaster</italic>: imperfection or interesting exception?</article-title>  <source>Fly (Austin)</source>. <year>2017</year>:<volume>11</volume>:<fpage>253</fpage>–<lpage>259</lpage>. <pub-id pub-id-type="doi">10.1080/19336934.2017.1321181</pub-id>.<pub-id pub-id-type="pmid">28426351</pub-id>
<pub-id pub-id-type="pmcid">PMC5721948</pub-id></mixed-citation></ref><ref id="msaf304-B52"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hatkevich</surname>  <given-names>T</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Bloom syndrome helicase promotes meiotic crossover patterning and homolog disjunction</article-title>. <source>Curr Biol</source>. <year>2017</year>:<volume>27</volume>:<fpage>96</fpage>–<lpage>102</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2016.10.055</pub-id>.<pub-id pub-id-type="pmid">27989672</pub-id>
<pub-id pub-id-type="pmcid">PMC5225052</pub-id></mixed-citation></ref><ref id="msaf304-B53"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hawley</surname>  <given-names>RS</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Patterns of crossover distribution in <italic toggle="yes">Drosophila mauritiana</italic> necessitate a re-thinking of the centromere effect on crossing over</article-title>. <source>Genetics</source>. <year>2025</year>:<volume>230</volume>:<fpage>iyaf039</fpage>. <pub-id pub-id-type="doi">10.1093/genetics/iyaf039</pub-id>.<pub-id pub-id-type="pmid">40052765</pub-id>
<pub-id pub-id-type="pmcid">PMC12059641</pub-id></mixed-citation></ref><ref id="msaf304-B54"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>He</surname>  <given-names>W</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>NGenomeSyn: an easy-to-use and flexible tool for publication-ready visualization of syntenic relationships across multiple genomes</article-title>. <source>Bioinformatics</source>. <year>2023</year>:<volume>39</volume>:<fpage>btad121</fpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btad121</pub-id>.<pub-id pub-id-type="pmid">36883694</pub-id>
<pub-id pub-id-type="pmcid">PMC10027429</pub-id></mixed-citation></ref><ref id="msaf304-B55"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hickey</surname>  <given-names>G</given-names></string-name>, <string-name name-style="western"><surname>Paten</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Earl</surname>  <given-names>D</given-names></string-name>, <string-name name-style="western"><surname>Zerbino</surname>  <given-names>D</given-names></string-name>, <string-name name-style="western"><surname>Haussler</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>HAL: a hierarchical format for storing and analyzing multiple genome alignments</article-title>. <source>Bioinformatics</source>. <year>2013</year>:<volume>29</volume>:<fpage>1341</fpage>–<lpage>1342</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btt128</pub-id>.<pub-id pub-id-type="pmid">23505295</pub-id>
<pub-id pub-id-type="pmcid">PMC3654707</pub-id></mixed-citation></ref><ref id="msaf304-B56"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hjelmen</surname>  <given-names>CE</given-names></string-name>, <string-name name-style="western"><surname>Blackmon</surname>  <given-names>H</given-names></string-name>, <string-name name-style="western"><surname>Holmes</surname>  <given-names>VR</given-names></string-name>, <string-name name-style="western"><surname>Burrus</surname>  <given-names>CG</given-names></string-name>, <string-name name-style="western"><surname>Johnston</surname>  <given-names>JS</given-names></string-name></person-group>. <article-title>Genome size evolution differs between <italic toggle="yes">Drosophila</italic> subgenera with striking differences in male and female genome size in Sophophora</article-title>. <source>G3 (Bethesda)</source>. <year>2019</year>:<volume>9</volume>:<fpage>3167</fpage>–<lpage>3179</lpage>. <pub-id pub-id-type="doi">10.1534/g3.119.400560</pub-id>.<pub-id pub-id-type="pmid">31358560</pub-id>
<pub-id pub-id-type="pmcid">PMC6778784</pub-id></mixed-citation></ref><ref id="msaf304-B57"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Hoskins</surname>  <given-names>RA</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The release 6 reference sequence of the <italic toggle="yes">Drosophila melanogaster</italic> genome</article-title>. <source>Genome Res</source>. <year>2015</year>:<volume>25</volume>:<fpage>445</fpage>–<lpage>458</lpage>. <pub-id pub-id-type="doi">10.1101/gr.185579.114</pub-id>.<pub-id pub-id-type="pmid">25589440</pub-id>
<pub-id pub-id-type="pmcid">PMC4352887</pub-id></mixed-citation></ref><ref id="msaf304-B58"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Jensen</surname>  <given-names>JD</given-names></string-name>, <string-name name-style="western"><surname>Bachtrog</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>Characterizing the influence of effective population size on the rate of adaptation: Gillespie's Darwin domain</article-title>. <source>Genome Biol Evol</source>. <year>2011</year>:<volume>3</volume>:<fpage>687</fpage>–<lpage>701</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evr063</pub-id>.<pub-id pub-id-type="pmid">21705473</pub-id>
<pub-id pub-id-type="pmcid">PMC3157839</pub-id></mixed-citation></ref><ref id="msaf304-B59"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kapheim</surname>  <given-names>KM</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Social evolution. Genomic signatures of evolutionary transitions from solitary to group living</article-title>. <source>Science</source>. <year>2015</year>:<volume>348</volume>:<fpage>1139</fpage>–<lpage>1143</lpage>. <pub-id pub-id-type="doi">10.1126/science.aaa4788</pub-id>.<pub-id pub-id-type="pmid">25977371</pub-id>
<pub-id pub-id-type="pmcid">PMC5471836</pub-id></mixed-citation></ref><ref id="msaf304-B60"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kapperud</surname>  <given-names>Ø</given-names></string-name>
</person-group>. <article-title>Recombination and sterility in inversion homo- and heterokaryotypes under a general counting model of chiasma interference</article-title>. <source>Genetics</source>. <year>2023</year>:<volume>225</volume>:<fpage>iyad120</fpage>. <pub-id pub-id-type="doi">10.1093/genetics/iyad120</pub-id>.<pub-id pub-id-type="pmid">37378555</pub-id>
<pub-id pub-id-type="pmcid">PMC10471206</pub-id></mixed-citation></ref><ref id="msaf304-B61"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kapusta</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Suh</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Feschotte</surname>  <given-names>C</given-names></string-name></person-group>. <article-title>Dynamics of genome size evolution in birds and mammals</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2017</year>:<volume>114</volume>:<fpage>E1460</fpage>–<lpage>E1469</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1616702114</pub-id>.<pub-id pub-id-type="pmid">28179571</pub-id>
<pub-id pub-id-type="pmcid">PMC5338432</pub-id></mixed-citation></ref><ref id="msaf304-B62"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kidwell</surname>  <given-names>MG</given-names></string-name>
</person-group>. <article-title>Transposable elements and the evolution of genome size in eukaryotes</article-title>. <source>Genetica</source>. <year>2002</year>:<volume>115</volume>:<fpage>49</fpage>–<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1023/A:1016072014259</pub-id>.<pub-id pub-id-type="pmid">12188048</pub-id>
</mixed-citation></ref><ref id="msaf304-B63"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kim</surname>  <given-names>BY</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Single-fly genome assemblies fill major phylogenomic gaps across the Drosophilidae tree of life</article-title>. <source>PLoS Biol</source>. <year>2024</year>:<volume>22</volume>:<fpage>e3002697</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pbio.3002697</pub-id>.<pub-id pub-id-type="pmid">39024225</pub-id>
<pub-id pub-id-type="pmcid">PMC11257246</pub-id></mixed-citation></ref><ref id="msaf304-B64"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kim</surname>  <given-names>S</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Recombination and linkage disequilibrium in <italic toggle="yes">Arabidopsis thaliana</italic></article-title>. <source>Nat Genet</source>. <year>2007</year>:<volume>39</volume>:<fpage>1151</fpage>–<lpage>1155</lpage>. <pub-id pub-id-type="doi">10.1038/ng2115</pub-id>.<pub-id pub-id-type="pmid">17676040</pub-id>
</mixed-citation></ref><ref id="msaf304-B65"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kliman</surname>  <given-names>RM</given-names></string-name>, <string-name name-style="western"><surname>Hey</surname>  <given-names>J</given-names></string-name></person-group>. <article-title>Reduced natural selection associated with low recombination in <italic toggle="yes">Drosophila melanogaster</italic></article-title>. <source>Mol Biol Evol</source>. <year>1993</year>:<volume>10</volume>:<fpage>1239</fpage>–<lpage>1258</lpage>. <pub-id pub-id-type="doi">10.1093/oxfordjournals.molbev.a040074</pub-id>.<pub-id pub-id-type="pmid">8277853</pub-id>
</mixed-citation></ref><ref id="msaf304-B66"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Koury</surname>  <given-names>SA</given-names></string-name>
</person-group>. <article-title>Predicting recombination suppression outside chromosomal inversions in <italic toggle="yes">Drosophila melanogaster</italic> using crossover interference theory</article-title>. <source>Heredity (Edinb)</source>. <year>2023</year>:<volume>130</volume>:<fpage>196</fpage>–<lpage>208</lpage>. <pub-id pub-id-type="doi">10.1038/s41437-023-00593-x</pub-id>.<pub-id pub-id-type="pmid">36721031</pub-id>
<pub-id pub-id-type="pmcid">PMC10076299</pub-id></mixed-citation></ref><ref id="msaf304-B67"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kovaka</surname>  <given-names>S</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Transcriptome assembly from long-read RNA-seq alignments with StringTie2</article-title>. <source>Genome Biol</source>. <year>2019</year>:<volume>20</volume>:<fpage>278</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-019-1910-1</pub-id>.<pub-id pub-id-type="pmid">31842956</pub-id>
<pub-id pub-id-type="pmcid">PMC6912988</pub-id></mixed-citation></ref><ref id="msaf304-B68"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Krasheninnikova</surname>  <given-names>K</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>halSynteny: a fast, easy-to-use conserved synteny block construction method for multiple whole-genome alignments</article-title>. <source>Gigascience</source>. <year>2020</year>:<volume>9</volume>:<fpage>giaa047</fpage>. <pub-id pub-id-type="doi">10.1093/gigascience/giaa047</pub-id>.<pub-id pub-id-type="pmid">32463100</pub-id>
<pub-id pub-id-type="pmcid">PMC7254927</pub-id></mixed-citation></ref><ref id="msaf304-B69"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Langmead</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Salzberg</surname>  <given-names>SL</given-names></string-name></person-group>. <article-title>Fast gapped-read alignment with Bowtie 2</article-title>. <source>Nat Methods</source>. <year>2012</year>:<volume>9</volume>:<fpage>357</fpage>–<lpage>359</lpage>. <pub-id pub-id-type="doi">10.1038/nmeth.1923</pub-id>.<pub-id pub-id-type="pmid">22388286</pub-id>
<pub-id pub-id-type="pmcid">PMC3322381</pub-id></mixed-citation></ref><ref id="msaf304-B70"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Lefébure</surname>  <given-names>T</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Less effective selection leads to larger genomes</article-title>. <source>Genome Res</source>. <year>2017</year>:<volume>27</volume>:<fpage>1016</fpage>–<lpage>1028</lpage>. <pub-id pub-id-type="doi">10.1101/gr.212589.116</pub-id>.<pub-id pub-id-type="pmid">28424354</pub-id>
<pub-id pub-id-type="pmcid">PMC5453316</pub-id></mixed-citation></ref><ref id="msaf304-B71"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Leung</surname>  <given-names>W</given-names></string-name>  <etal>et al</etal></person-group>  <article-title><italic toggle="yes">Drosophila</italic> Muller F elements maintain a distinct set of genomic properties over 40 million years of evolution</article-title>. <source>G3 (Bethesda)</source>. <year>2015</year>:<volume>5</volume>:<fpage>719</fpage>–<lpage>740</lpage>. <pub-id pub-id-type="doi">10.1534/g3.114.015966</pub-id>.<pub-id pub-id-type="pmid">25740935</pub-id>
<pub-id pub-id-type="pmcid">PMC4426361</pub-id></mixed-citation></ref><ref id="msaf304-B72"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Leung</surname>  <given-names>W</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Retrotransposons are the major contributors to the expansion of the <italic toggle="yes">Drosophila ananassae</italic> Muller F element</article-title>. <source>G3 (Bethesda)</source>. <year>2017</year>:<volume>7</volume>:<fpage>2439</fpage>–<lpage>2460</lpage>. <pub-id pub-id-type="doi">10.1534/g3.117.040907</pub-id>.<pub-id pub-id-type="pmid">28667019</pub-id>
<pub-id pub-id-type="pmcid">PMC5555453</pub-id></mixed-citation></ref><ref id="msaf304-B73"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Leung</surname>  <given-names>W</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Long-read genome assemblies for the study of chromosome expansion: <italic toggle="yes">Drosophila kikkawai</italic>, <italic toggle="yes">Drosophila takahashii</italic>, <italic toggle="yes">Drosophila bipectinata</italic>, and <italic toggle="yes">Drosophila ananassae</italic></article-title>. <source>G3 (Bethesda)</source>. <year>2023</year>:<volume>13</volume>:<fpage>jkad191</fpage>. <pub-id pub-id-type="doi">10.1093/g3journal/jkad191/7249150</pub-id>.<pub-id pub-id-type="pmid">37611223</pub-id>
<pub-id pub-id-type="pmcid">PMC10542312</pub-id></mixed-citation></ref><ref id="msaf304-B74"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Li</surname>  <given-names>F</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Phylogenomic analyses of the genus Drosophila reveals genomic signals of climate adaptation</article-title>. <source>Mol Ecol Resour</source>. <year>2022</year>:<volume>22</volume>:<fpage>1559</fpage>–<lpage>1581</lpage>. <pub-id pub-id-type="doi">10.1111/1755-0998.13561</pub-id>.<pub-id pub-id-type="pmid">34839580</pub-id>
<pub-id pub-id-type="pmcid">PMC9299920</pub-id></mixed-citation></ref><ref id="msaf304-B75"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Li</surname>  <given-names>X</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Chromosome size in diploid eukaryotic species centers on the average length with a conserved boundary</article-title>. <source>Mol Biol Evol</source>. <year>2011</year>:<volume>28</volume>:<fpage>1901</fpage>–<lpage>1911</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msr011</pub-id>.<pub-id pub-id-type="pmid">21239390</pub-id>
<pub-id pub-id-type="pmcid">PMC3098514</pub-id></mixed-citation></ref><ref id="msaf304-B76"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Lu</surname>  <given-names>J</given-names></string-name>, <string-name name-style="western"><surname>Clark</surname>  <given-names>AG</given-names></string-name></person-group>. <article-title>Population dynamics of PIWI-interacting RNAs (piRNAs) and their targets in <italic toggle="yes">Drosophila</italic></article-title>. <source>Genome Res</source>. <year>2010</year>:<volume>20</volume>:<fpage>212</fpage>–<lpage>227</lpage>. <pub-id pub-id-type="doi">10.1101/gr.095406.109</pub-id>.<pub-id pub-id-type="pmid">19948818</pub-id>
<pub-id pub-id-type="pmcid">PMC2813477</pub-id></mixed-citation></ref><ref id="msaf304-B77"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Lynch</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Conery</surname>  <given-names>JS</given-names></string-name></person-group>. <article-title>The origins of genome complexity</article-title>. <source>Science</source>. <year>2003</year>:<volume>302</volume>:<fpage>1401</fpage>–<lpage>1404</lpage>. <pub-id pub-id-type="doi">10.1126/science.1089370</pub-id>.<pub-id pub-id-type="pmid">14631042</pub-id>
</mixed-citation></ref><ref id="msaf304-B78"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Mackintosh</surname>  <given-names>A</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The determinants of genetic diversity in butterflies</article-title>. <source>Nat Commun</source>. <year>2019</year>:<volume>10</volume>:<fpage>3466</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-11308-4</pub-id>.<pub-id pub-id-type="pmid">31371715</pub-id>
<pub-id pub-id-type="pmcid">PMC6672018</pub-id></mixed-citation></ref><ref id="msaf304-B79"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Mahajan</surname>  <given-names>S</given-names></string-name>, <string-name name-style="western"><surname>Wei</surname>  <given-names>KH-C</given-names></string-name>, <string-name name-style="western"><surname>Nalley</surname>  <given-names>MJ</given-names></string-name>, <string-name name-style="western"><surname>Gibilisco</surname>  <given-names>L</given-names></string-name>, <string-name name-style="western"><surname>Bachtrog</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>De novo assembly of a young <italic toggle="yes">Drosophila</italic> Y chromosome using single-molecule sequencing and chromatin conformation capture</article-title>. <source>PLoS Biol</source>. <year>2018</year>:<volume>16</volume>:<fpage>e2006348</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pbio.2006348</pub-id>.<pub-id pub-id-type="pmid">30059545</pub-id>
<pub-id pub-id-type="pmcid">PMC6117089</pub-id></mixed-citation></ref><ref id="msaf304-B80"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Marais</surname>  <given-names>G</given-names></string-name>, <string-name name-style="western"><surname>Mouchiroud</surname>  <given-names>D</given-names></string-name>, <string-name name-style="western"><surname>Duret</surname>  <given-names>L</given-names></string-name></person-group>. <article-title>Does recombination improve selection on codon usage? Lessons from nematode and fly complete genomes</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2001</year>:<volume>98</volume>:<fpage>5688</fpage>–<lpage>5692</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.091427698</pub-id>.<pub-id pub-id-type="pmid">11320215</pub-id>
<pub-id pub-id-type="pmcid">PMC33274</pub-id></mixed-citation></ref><ref id="msaf304-B81"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Marino</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Debaecker</surname>  <given-names>G</given-names></string-name>, <string-name name-style="western"><surname>Fiston-Lavier</surname>  <given-names>A-S</given-names></string-name>, <string-name name-style="western"><surname>Haudry</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Nabholz</surname>  <given-names>B</given-names></string-name></person-group>. <article-title>Effective population size does not explain long-term variation in genome size and transposable element content in animals</article-title>. <source>eLife</source>. <year>2024</year>:<volume>13</volume>:<fpage>RP100574</fpage>.<pub-id pub-id-type="doi" assigning-authority="pmc">10.7554/eLife.100574</pub-id><pub-id pub-id-type="pmcid">PMC12274066</pub-id><pub-id pub-id-type="pmid">40679280</pub-id></mixed-citation></ref><ref id="msaf304-B82"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Matsuda</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Ng</surname>  <given-names>C-S</given-names></string-name>, <string-name name-style="western"><surname>Doi</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Kopp</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Tobari</surname>  <given-names>YN</given-names></string-name></person-group>. <article-title>Evolution in the <italic toggle="yes">Drosophila ananassae</italic> species subgroup</article-title>. <source>Fly (Austin)</source>. <year>2009</year>:<volume>3</volume>:<fpage>157</fpage>–<lpage>169</lpage>. <pub-id pub-id-type="doi">10.4161/fly.8395</pub-id>.<pub-id pub-id-type="pmid">19377294</pub-id>
</mixed-citation></ref><ref id="msaf304-B83"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>McMahan</surname>  <given-names>S</given-names></string-name>, <string-name name-style="western"><surname>Kohl</surname>  <given-names>KP</given-names></string-name>, <string-name name-style="western"><surname>Sekelsky</surname>  <given-names>J</given-names></string-name></person-group>. <article-title>Variation in meiotic recombination frequencies between allelic transgenes inserted at different sites in the <italic toggle="yes">Drosophila melanogaster</italic> genome</article-title>. <source>G3 (Bethesda)</source>. <year>2013</year>:<volume>3</volume>:<fpage>1419</fpage>–<lpage>1427</lpage>. <pub-id pub-id-type="doi">10.1534/g3.113.006411</pub-id>.<pub-id pub-id-type="pmid">23797104</pub-id>
<pub-id pub-id-type="pmcid">PMC3737181</pub-id></mixed-citation></ref><ref id="msaf304-B84"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Mérel</surname>  <given-names>V</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The worldwide invasion of <italic toggle="yes">Drosophila suzukii</italic> is accompanied by a large increase of transposable element load and a small number of putatively adaptive insertions</article-title>. <source>Mol Biol Evol</source>. <year>2021</year>:<volume>38</volume>:<fpage>4252</fpage>–<lpage>4267</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msab155</pub-id>.<pub-id pub-id-type="pmid">34021759</pub-id>
<pub-id pub-id-type="pmcid">PMC8476158</pub-id></mixed-citation></ref><ref id="msaf304-B85"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Mérel</surname>  <given-names>V</given-names></string-name>, <string-name name-style="western"><surname>Tricou</surname>  <given-names>T</given-names></string-name>, <string-name name-style="western"><surname>Burlet</surname>  <given-names>N</given-names></string-name>, <string-name name-style="western"><surname>Haudry</surname>  <given-names>A</given-names></string-name></person-group>. <article-title>Relaxed purifying selection is associated with an accumulation of transposable elements in flies.</article-title>  <source>Mol Biol Evol</source>. <year>2025</year>:<volume>42</volume>:<fpage>1</fpage>–<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msaf111</pub-id>.<pub-id pub-id-type="pmcid">PMC12202769</pub-id><pub-id pub-id-type="pmid">40417952</pub-id></mixed-citation></ref><ref id="msaf304-B86"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Moriyama</surname>  <given-names>EN</given-names></string-name>, <string-name name-style="western"><surname>Powell</surname>  <given-names>JR</given-names></string-name></person-group>. <article-title>Codon usage bias and tRNA abundance in <italic toggle="yes">Drosophila</italic></article-title>. <source>J Mol Evol</source>. <year>1997</year>:<volume>45</volume>:<fpage>514</fpage>–<lpage>523</lpage>. <pub-id pub-id-type="doi">10.1007/PL00006256</pub-id>.<pub-id pub-id-type="pmid">9342399</pub-id>
</mixed-citation></ref><ref id="msaf304-B87"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Muller</surname>  <given-names>HJ</given-names></string-name>
</person-group>. <article-title>The relation of recombination to mutational advance</article-title>. <source>Mutat Res</source>. <year>1964</year>:<volume>106</volume>:<fpage>2</fpage>–<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/0027-5107(64)90047-8</pub-id>.<pub-id pub-id-type="pmid">14195748</pub-id>
</mixed-citation></ref><ref id="msaf304-B88"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Naville</surname>  <given-names>M</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Massive changes of genome size driven by expansions of non-autonomous transposable elements</article-title>. <source>Curr Biol</source>. <year>2019</year>:<volume>29</volume>:<fpage>1161</fpage>–<lpage>1168.e6</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2019.01.080</pub-id>.<pub-id pub-id-type="pmid">30880010</pub-id>
</mixed-citation></ref><ref id="msaf304-B89"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Nguyen</surname>  <given-names>AH</given-names></string-name>, <string-name name-style="western"><surname>Wang</surname>  <given-names>W</given-names></string-name>, <string-name name-style="western"><surname>Chong</surname>  <given-names>E</given-names></string-name>, <string-name name-style="western"><surname>Chatla</surname>  <given-names>K</given-names></string-name>, <string-name name-style="western"><surname>Bachtrog</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>Transposable element accumulation drives size differences among polymorphic Y chromosomes in <italic toggle="yes">Drosophila</italic></article-title>. <source>Genome Res</source>. <year>2022</year>:<volume>32</volume>:<fpage>1074</fpage>–<lpage>1088</lpage>. <pub-id pub-id-type="doi">10.1101/gr.275996.121</pub-id>.<pub-id pub-id-type="pmid">35501131</pub-id>
<pub-id pub-id-type="pmcid">PMC9248874</pub-id></mixed-citation></ref><ref id="msaf304-B90"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Novembre</surname>  <given-names>JA</given-names></string-name>
</person-group>. <article-title>Accounting for background nucleotide composition when measuring codon usage bias</article-title>. <source>Mol Biol Evol</source>. <year>2002</year>:<volume>19</volume>:<fpage>1390</fpage>–<lpage>1394</lpage>. <pub-id pub-id-type="doi">10.1093/oxfordjournals.molbev.a004201</pub-id>.<pub-id pub-id-type="pmid">12140252</pub-id>
</mixed-citation></ref><ref id="msaf304-B91"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Oggenfuss</surname>  <given-names>U</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>A population-level invasion by transposable elements triggers genome expansion in a fungal pathogen</article-title>. <source>Elife</source>. <year>2021</year>:<volume>10</volume>:<fpage>e69249</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.69249</pub-id>.<pub-id pub-id-type="pmid">34528512</pub-id>
<pub-id pub-id-type="pmcid">PMC8445621</pub-id></mixed-citation></ref><ref id="msaf304-B92"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Öztürk-Çolak</surname>  <given-names>A</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>FlyBase: updates to the <italic toggle="yes">Drosophila</italic> genes and genomes database</article-title>. <source>Genetics</source>. <year>2024</year>:<volume>227</volume>:<fpage>iyad211</fpage>. <pub-id pub-id-type="doi">10.1093/genetics/iyad211</pub-id>.<pub-id pub-id-type="pmid">38301657</pub-id>
<pub-id pub-id-type="pmcid">PMC11075543</pub-id></mixed-citation></ref><ref id="msaf304-B93"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Petrov</surname>  <given-names>DA</given-names></string-name>
</person-group>. <article-title>Mutational equilibrium model of genome size evolution</article-title>. <source>Theor Popul Biol</source>. <year>2002</year>:<volume>61</volume>:<fpage>531</fpage>–<lpage>544</lpage>. <pub-id pub-id-type="doi">10.1006/tpbi.2002.1605</pub-id>.<pub-id pub-id-type="pmid">12167373</pub-id>
</mixed-citation></ref><ref id="msaf304-B94"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Plotkin</surname>  <given-names>JB</given-names></string-name>, <string-name name-style="western"><surname>Kudla</surname>  <given-names>G</given-names></string-name></person-group>. <article-title>Synonymous but not the same: the causes and consequences of codon bias</article-title>. <source>Nat Rev Genet</source>. <year>2011</year>:<volume>12</volume>:<fpage>32</fpage>–<lpage>42</lpage>. <pub-id pub-id-type="doi">10.1038/nrg2899</pub-id>.<pub-id pub-id-type="pmid">21102527</pub-id>
<pub-id pub-id-type="pmcid">PMC3074964</pub-id></mixed-citation></ref><ref id="msaf304-B95"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Puigbò</surname>  <given-names>P</given-names></string-name>, <string-name name-style="western"><surname>Bravo</surname>  <given-names>IG</given-names></string-name>, <string-name name-style="western"><surname>Garcia-Vallvé</surname>  <given-names>S</given-names></string-name></person-group>. <article-title>E-CAI: a novel server to estimate an expected value of Codon adaptation Index (eCAI)</article-title>. <source>BMC Bioinformatics</source>. <year>2008</year>:<volume>9</volume>:<fpage>65</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2105-9-65</pub-id>.<pub-id pub-id-type="pmid">18230160</pub-id>
<pub-id pub-id-type="pmcid">PMC2246156</pub-id></mixed-citation></ref><ref id="msaf304-B96"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Riddle</surname>  <given-names>NC</given-names></string-name>, <string-name name-style="western"><surname>Elgin</surname>  <given-names>SCR</given-names></string-name></person-group>. <article-title>The <italic toggle="yes">Drosophila</italic> dot chromosome: where genes flourish amidst repeats</article-title>. <source>Genetics</source>. <year>2018</year>:<volume>210</volume>:<fpage>757</fpage>–<lpage>772</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.118.301146</pub-id>.<pub-id pub-id-type="pmid">30401762</pub-id>
<pub-id pub-id-type="pmcid">PMC6218221</pub-id></mixed-citation></ref><ref id="msaf304-B97"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Roddy</surname>  <given-names>AB</given-names></string-name>, <string-name name-style="western"><surname>Alvarez-Ponce</surname>  <given-names>D</given-names></string-name>, <string-name name-style="western"><surname>Roy</surname>  <given-names>SW</given-names></string-name></person-group>. <article-title>Mammals with small populations do not exhibit larger genomes</article-title>. <source>Mol Biol Evol</source>. <year>2021</year>:<volume>38</volume>:<fpage>3737</fpage>–<lpage>3741</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msab142</pub-id>.<pub-id pub-id-type="pmid">33956142</pub-id>
<pub-id pub-id-type="pmcid">PMC8382904</pub-id></mixed-citation></ref><ref id="msaf304-B98"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Rodriguez</surname>  <given-names>JM</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>APPRIS: selecting functionally important isoforms</article-title>. <source>Nucleic Acids Res</source>. <year>2022</year>:<volume>50</volume>:<fpage>D54</fpage>–<lpage>D59</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkab1058</pub-id>.<pub-id pub-id-type="pmid">34755885</pub-id>
<pub-id pub-id-type="pmcid">PMC8728124</pub-id></mixed-citation></ref><ref id="msaf304-B99"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Saint-Leandre</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Nguyen</surname>  <given-names>SC</given-names></string-name>, <string-name name-style="western"><surname>Levine</surname>  <given-names>MT</given-names></string-name></person-group>. <article-title>Diversification and collapse of a telomere elongation mechanism</article-title>. <source>Genome Res</source>. <year>2019</year>:<volume>29</volume>:<fpage>920</fpage>–<lpage>931</lpage>. <pub-id pub-id-type="doi">10.1101/gr.245001.118</pub-id>.<pub-id pub-id-type="pmid">31138619</pub-id>
<pub-id pub-id-type="pmcid">PMC6581046</pub-id></mixed-citation></ref><ref id="msaf304-B100"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sandler</surname>  <given-names>L</given-names></string-name>, <string-name name-style="western"><surname>Szauter</surname>  <given-names>P</given-names></string-name></person-group>. <article-title>The effect of recombination-defective meiotic mutants on fourth-chromosome crossing over in <italic toggle="yes">Drosophila melanogaster</italic></article-title>. <source>Genetics</source>. <year>1978</year>:<volume>90</volume>:<fpage>699</fpage>–<lpage>712</lpage>. <pub-id pub-id-type="doi">10.1093/genetics/90.4.699</pub-id>.<pub-id pub-id-type="pmid">105965</pub-id>
<pub-id pub-id-type="pmcid">PMC1213914</pub-id></mixed-citation></ref><ref id="msaf304-B101"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Schulz</surname>  <given-names>MH</given-names></string-name>, <string-name name-style="western"><surname>Zerbino</surname>  <given-names>DR</given-names></string-name>, <string-name name-style="western"><surname>Vingron</surname>  <given-names>M</given-names></string-name>, <string-name name-style="western"><surname>Birney</surname>  <given-names>E</given-names></string-name></person-group>. <article-title>Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels</article-title>. <source>Bioinformatics</source>. <year>2012</year>:<volume>28</volume>:<fpage>1086</fpage>–<lpage>1092</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/bts094</pub-id>.<pub-id pub-id-type="pmid">22368243</pub-id>
<pub-id pub-id-type="pmcid">PMC3324515</pub-id></mixed-citation></ref><ref id="msaf304-B102"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Shaffer</surname>  <given-names>CD</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>The genomics education partnership: successful integration of research into laboratory classes at a diverse group of undergraduate institutions</article-title>. <source>CBE Life Sci Educ</source>. <year>2010</year>:<volume>9</volume>:<fpage>55</fpage>–<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1187/09-11-0087</pub-id>.<pub-id pub-id-type="pmid">20194808</pub-id>
<pub-id pub-id-type="pmcid">PMC2830162</pub-id></mixed-citation></ref><ref id="msaf304-B103"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sharp</surname>  <given-names>PM</given-names></string-name>, <string-name name-style="western"><surname>Li</surname>  <given-names>WH</given-names></string-name></person-group>. <article-title>The codon adaptation Index–a measure of directional synonymous codon usage bias, and its potential applications</article-title>. <source>Nucleic Acids Res</source>. <year>1987</year>:<volume>15</volume>:<fpage>1281</fpage>–<lpage>1295</lpage>. <pub-id pub-id-type="doi">10.1093/nar/15.3.1281</pub-id>.<pub-id pub-id-type="pmid">3547335</pub-id>
<pub-id pub-id-type="pmcid">PMC340524</pub-id></mixed-citation></ref><ref id="msaf304-B104"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Signor</surname>  <given-names>S</given-names></string-name>, <string-name name-style="western"><surname>Seher</surname>  <given-names>T</given-names></string-name>, <string-name name-style="western"><surname>Kopp</surname>  <given-names>A</given-names></string-name></person-group>. <article-title>Genomic resources for multiple species in the <italic toggle="yes">Drosophila ananassae</italic> species group</article-title>. <source>Fly (Austin)</source>. <year>2013</year>:<volume>7</volume>:<fpage>47</fpage>–<lpage>57</lpage>. <pub-id pub-id-type="doi">10.4161/fly.22353</pub-id>.<pub-id pub-id-type="pmid">23639891</pub-id>
<pub-id pub-id-type="pmcid">PMC3660750</pub-id></mixed-citation></ref><ref id="msaf304-B105"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Singh</surname>  <given-names>ND</given-names></string-name>, <string-name name-style="western"><surname>Koerich</surname>  <given-names>LB</given-names></string-name>, <string-name name-style="western"><surname>Carvalho</surname>  <given-names>AB</given-names></string-name>, <string-name name-style="western"><surname>Clark</surname>  <given-names>AG</given-names></string-name></person-group>. <article-title>Positive and purifying selection on the Drosophila Y chromosome</article-title>. <source>Mol Biol Evol</source>. <year>2014</year>:<volume>31</volume>:<fpage>2612</fpage>–<lpage>2623</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msu203</pub-id>.<pub-id pub-id-type="pmid">24974375</pub-id>
<pub-id pub-id-type="pmcid">PMC4166921</pub-id></mixed-citation></ref><ref id="msaf304-B106"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Son</surname>  <given-names>JH</given-names></string-name>
</person-group>  <italic toggle="yes">et al</italic>. 2025. Convergence and conflict among telomere specialized transposons across 60 million years of Drosophilid evolution. [preprint]. bioRxiv 658640. <pub-id pub-id-type="doi">10.1101/2025.06.09.658640</pub-id>.<pub-id pub-id-type="pmcid">PMC13534243</pub-id><pub-id pub-id-type="pmid">42386527</pub-id></mixed-citation></ref><ref id="msaf304-B107"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sperling</surname>  <given-names>AL</given-names></string-name>, <string-name name-style="western"><surname>Fabian</surname>  <given-names>DK</given-names></string-name>, <string-name name-style="western"><surname>Garrison</surname>  <given-names>E</given-names></string-name>, <string-name name-style="western"><surname>Glover</surname>  <given-names>DM</given-names></string-name></person-group>. <article-title>A genetic basis for facultative parthenogenesis in <italic toggle="yes">Drosophila</italic></article-title>. <source>Curr Biol</source>. <year>2023</year>:<volume>33</volume>:<fpage>3545</fpage>–<lpage>3560.e13</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2023.07.006</pub-id>.<pub-id pub-id-type="pmid">37516115</pub-id>
<pub-id pub-id-type="pmcid">PMC11044649</pub-id></mixed-citation></ref><ref id="msaf304-B108"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sperling</surname>  <given-names>AL</given-names></string-name>, <string-name name-style="western"><surname>Fabian</surname>  <given-names>DK</given-names></string-name>, <string-name name-style="western"><surname>Glover</surname>  <given-names>DM</given-names></string-name></person-group>. 2025. Expansion of chromosome F heterochromatin in parthenogenetic <italic toggle="yes">Drosophila mercatorum</italic>. [preprint]. bioRxiv 660940. <pub-id pub-id-type="doi">10.1101/2025.06.22.660940</pub-id>.</mixed-citation></ref><ref id="msaf304-B109"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sprengelmeyer</surname>  <given-names>QD</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Recurrent collection of <italic toggle="yes">Drosophila melanogaster</italic> from wild African environments and genomic insights into species history</article-title>. <source>Mol Biol Evol</source>. <year>2020</year>:<volume>37</volume>:<fpage>627</fpage>–<lpage>638</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msz271</pub-id>.<pub-id pub-id-type="pmid">31730190</pub-id>
<pub-id pub-id-type="pmcid">PMC7038662</pub-id></mixed-citation></ref><ref id="msaf304-B110"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sun</surname>  <given-names>X</given-names></string-name>, <string-name name-style="western"><surname>Yang</surname>  <given-names>Q</given-names></string-name>, <string-name name-style="western"><surname>Xia</surname>  <given-names>X</given-names></string-name></person-group>. <article-title>An improved implementation of effective number of codons (N<sub>c</sub>)</article-title>. <source>Mol Biol Evol</source>. <year>2013</year>:<volume>30</volume>:<fpage>191</fpage>–<lpage>196</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/mss201</pub-id>.<pub-id pub-id-type="pmid">22915832</pub-id>
</mixed-citation></ref><ref id="msaf304-B111"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Suvorov</surname>  <given-names>A</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Widespread introgression across a phylogeny of 155 <italic toggle="yes">Drosophila</italic> genomes</article-title>. <source>Curr Biol</source>. <year>2022</year>:<volume>32</volume>:<fpage>111</fpage>–<lpage>123.e5</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2021.10.052</pub-id>.<pub-id pub-id-type="pmid">34788634</pub-id>
<pub-id pub-id-type="pmcid">PMC8752469</pub-id></mixed-citation></ref><ref id="msaf304-B112"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Talla</surname>  <given-names>V</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Rapid increase in genome size as a consequence of transposable element hyperactivity in wood-white (Leptidea) butterflies</article-title>. <source>Genome Biol Evol</source>. <year>2017</year>:<volume>9</volume>:<fpage>2491</fpage>–<lpage>2505</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evx163</pub-id>.<pub-id pub-id-type="pmid">28981642</pub-id>
<pub-id pub-id-type="pmcid">PMC5737376</pub-id></mixed-citation></ref><ref id="msaf304-B113"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Tarasov</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Vilella</surname>  <given-names>AJ</given-names></string-name>, <string-name name-style="western"><surname>Cuppen</surname>  <given-names>E</given-names></string-name>, <string-name name-style="western"><surname>Nijman</surname>  <given-names>IJ</given-names></string-name>, <string-name name-style="western"><surname>Prins</surname>  <given-names>P</given-names></string-name></person-group>. <article-title>Sambamba: fast processing of NGS alignment formats</article-title>. <source>Bioinformatics</source>. <year>2015</year>:<volume>31</volume>:<fpage>2032</fpage>–<lpage>2034</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btv098</pub-id>.<pub-id pub-id-type="pmid">25697820</pub-id>
<pub-id pub-id-type="pmcid">PMC4765878</pub-id></mixed-citation></ref><ref id="msaf304-B114"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Terhorst</surname>  <given-names>J</given-names></string-name>, <string-name name-style="western"><surname>Kamm</surname>  <given-names>JA</given-names></string-name>, <string-name name-style="western"><surname>Song</surname>  <given-names>YS</given-names></string-name></person-group>. <article-title>Robust and scalable inference of population history from hundreds of unphased whole genomes</article-title>. <source>Nat Genet</source>. <year>2017</year>:<volume>49</volume>:<fpage>303</fpage>–<lpage>309</lpage>. <pub-id pub-id-type="doi">10.1038/ng.3748</pub-id>.<pub-id pub-id-type="pmid">28024154</pub-id>
<pub-id pub-id-type="pmcid">PMC5470542</pub-id></mixed-citation></ref><ref id="msaf304-B115"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Tesler</surname>  <given-names>G</given-names></string-name>
</person-group>. <article-title>Efficient algorithms for multichromosomal genome rearrangements</article-title>. <source>J Comput Syst Sci</source>. <year>2002</year>:<volume>65</volume>:<fpage>587</fpage>–<lpage>609</lpage>. <pub-id pub-id-type="doi">10.1016/S0022-0000(02)00011-9</pub-id>.</mixed-citation></ref><ref id="msaf304-B116"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Thomas</surname>  <given-names>CA</given-names>  <suffix>Jr</suffix></string-name>
</person-group>. <article-title>The genetic organization of chromosomes</article-title>. <source>Annu Rev Genet</source>. <year>1971</year>:<volume>5</volume>:<fpage>237</fpage>–<lpage>256</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.ge.05.120171.001321</pub-id>.<pub-id pub-id-type="pmid">16097657</pub-id>
</mixed-citation></ref><ref id="msaf304-B117"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Trapnell</surname>  <given-names>C</given-names></string-name>  <etal>et al</etal></person-group>  <article-title>Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation</article-title>. <source>Nat Biotechnol</source>. <year>2010</year>:<volume>28</volume>:<fpage>511</fpage>–<lpage>515</lpage>. <pub-id pub-id-type="doi">10.1038/nbt.1621</pub-id>.<pub-id pub-id-type="pmid">20436464</pub-id>
<pub-id pub-id-type="pmcid">PMC3146043</pub-id></mixed-citation></ref><ref id="msaf304-B118"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Vicario</surname>  <given-names>S</given-names></string-name>, <string-name name-style="western"><surname>Moriyama</surname>  <given-names>EN</given-names></string-name>, <string-name name-style="western"><surname>Powell</surname>  <given-names>JR</given-names></string-name></person-group>. <article-title>Codon usage in twelve species of <italic toggle="yes">Drosophila</italic></article-title>. <source>BMC Evol Biol</source>. <year>2007</year>:<volume>7</volume>:<fpage>226</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2148-7-226</pub-id>.<pub-id pub-id-type="pmid">18005411</pub-id>
<pub-id pub-id-type="pmcid">PMC2213667</pub-id></mixed-citation></ref><ref id="msaf304-B119"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Vicoso</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Bachtrog</surname>  <given-names>D</given-names></string-name></person-group>. <article-title>Numerous transitions of sex chromosomes in Diptera</article-title>. <source>PLoS Biol</source>. <year>2015</year>:<volume>13</volume>:<fpage>e1002078</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pbio.1002078</pub-id>.<pub-id pub-id-type="pmid">25879221</pub-id>
<pub-id pub-id-type="pmcid">PMC4400102</pub-id></mixed-citation></ref><ref id="msaf304-B120"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Villasante</surname>  <given-names>A</given-names></string-name>  <etal>et al</etal></person-group>  <article-title><italic toggle="yes">Drosophila</italic> telomeric retrotransposons derived from an ancestral element that was recruited to replace telomerase</article-title>. <source>Genome Res</source>. <year>2007</year>:<volume>17</volume>:<fpage>1909</fpage>–<lpage>1918</lpage>. <pub-id pub-id-type="doi">10.1101/gr.6365107</pub-id>.<pub-id pub-id-type="pmid">17989257</pub-id>
<pub-id pub-id-type="pmcid">PMC2099598</pub-id></mixed-citation></ref><ref id="msaf304-B121"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Wang</surname>  <given-names>W</given-names></string-name>, <string-name name-style="western"><surname>Thornton</surname>  <given-names>K</given-names></string-name>, <string-name name-style="western"><surname>Berry</surname>  <given-names>A</given-names></string-name>, <string-name name-style="western"><surname>Long</surname>  <given-names>M</given-names></string-name></person-group>. <article-title>Nucleotide variation along the <italic toggle="yes">Drosophila melanogaster</italic> fourth chromosome</article-title>. <source>Science</source>. <year>2002</year>:<volume>295</volume>:<fpage>134</fpage>–<lpage>137</lpage>. <pub-id pub-id-type="doi">10.1126/science.1064521</pub-id>.<pub-id pub-id-type="pmid">11778050</pub-id>
</mixed-citation></ref><ref id="msaf304-B122"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Wang</surname>  <given-names>X</given-names></string-name>, <string-name name-style="western"><surname>Morton</surname>  <given-names>JA</given-names></string-name>, <string-name name-style="western"><surname>Pellicer</surname>  <given-names>J</given-names></string-name>, <string-name name-style="western"><surname>Leitch</surname>  <given-names>IJ</given-names></string-name>, <string-name name-style="western"><surname>Leitch</surname>  <given-names>AR</given-names></string-name></person-group>. <article-title>Genome downsizing after polyploidy: mechanisms, rates and selection pressures</article-title>. <source>Plant J</source>. <year>2021</year>:<volume>107</volume>:<fpage>1003</fpage>–<lpage>1015</lpage>. <pub-id pub-id-type="doi">10.1111/tpj.15363</pub-id>.<pub-id pub-id-type="pmid">34077584</pub-id>
</mixed-citation></ref><ref id="msaf304-B123"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Whitney</surname>  <given-names>KD</given-names></string-name>, <string-name name-style="western"><surname>Boussau</surname>  <given-names>B</given-names></string-name>, <string-name name-style="western"><surname>Baack</surname>  <given-names>EJ</given-names></string-name>, <string-name name-style="western"><surname>Garland</surname>  <given-names>T</given-names>  <suffix>Jr</suffix></string-name></person-group>. <article-title>Drift and genome complexity revisited</article-title>. <source>PLoS Genet</source>. <year>2011</year>:<volume>7</volume>:<fpage>e1002092</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1002092</pub-id>.<pub-id pub-id-type="pmid">21695239</pub-id>
<pub-id pub-id-type="pmcid">PMC3111538</pub-id></mixed-citation></ref><ref id="msaf304-B124"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Whitney</surname>  <given-names>KD</given-names></string-name>, <string-name name-style="western"><surname>Garland</surname>  <given-names>T</given-names>  <suffix>Jr</suffix></string-name></person-group>. <article-title>Did genetic drift drive increases in genome complexity?</article-title>  <source>PLoS Genet</source>. <year>2010</year>:<volume>6</volume>:<fpage>e1001080</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1001080</pub-id>.<pub-id pub-id-type="pmid">20865118</pub-id>
<pub-id pub-id-type="pmcid">PMC2928810</pub-id></mixed-citation></ref><ref id="msaf304-B125"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Wobbrock</surname>  <given-names>JO</given-names></string-name>, <string-name name-style="western"><surname>Findlater</surname>  <given-names>L</given-names></string-name>, <string-name name-style="western"><surname>Gergle</surname>  <given-names>D</given-names></string-name>, <string-name name-style="western"><surname>Higgins</surname>  <given-names>JJ</given-names></string-name></person-group>. <year>2011</year>. The aligned rank transform for nonparametric factorial analyses using only anova procedures. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM. <pub-id pub-id-type="doi">10.1145/1978942.1978963</pub-id>.</mixed-citation></ref><ref id="msaf304-B126"><mixed-citation publication-type="other">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Yang</surname>  <given-names>H</given-names></string-name>  <etal>et al</etal></person-group>  <year>2024</year>. Consistent accumulation of transposable elements in species of the Hawaiian <italic toggle="yes">Tetragnatha</italic> spiny-leg adaptive radiation across the archipelago chronosequence. bioRxiv 574070. <pub-id pub-id-type="doi">10.1101/2024.01.03.574070</pub-id>.</mixed-citation></ref><ref id="msaf304-B127"><mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Zhou</surname>  <given-names>W</given-names></string-name>, <string-name name-style="western"><surname>Liang</surname>  <given-names>G</given-names></string-name>, <string-name name-style="western"><surname>Molloy</surname>  <given-names>PL</given-names></string-name>, <string-name name-style="western"><surname>Jones</surname>  <given-names>PA</given-names></string-name></person-group>. <article-title>DNA methylation enables transposable element-driven genome expansion</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2020</year>:<volume>117</volume>:<fpage>19359</fpage>–<lpage>19366</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1921719117</pub-id>.<pub-id pub-id-type="pmid">32719115</pub-id>
<pub-id pub-id-type="pmcid">PMC7431005</pub-id></mixed-citation></ref></ref-list>
    <sec sec-type="data-availability">
      <title>Data Availability</title>
      <p>Source code and data are available at a public repository; the link is provided in the Methods section.</p>
      <p>Demonstration content: the full text of this article is adapted from “Recombination Suppression Drives Expansion of the Drosophila Dot Chromosome” by Stanek and colleagues (Molecular Biology and Evolution, 2025; https://doi.org/10.1093/molbev/msaf304), which is available under a Creative Commons license (https://creativecommons.org/licenses/by-nc/4.0/).</p>
    </sec>
    <sec sec-type="ethics-statement">
      <title>Ethics statement</title>
      <p>The protocol was reviewed and approved by the Research Ethics Board of the participating institution.</p>
    </sec>
  </back>
</article>
