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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1105596</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Age-related changes in sperm traits and evidence for aging costs of sperm production in a sexually promiscuous passerine</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>M&#x00ED;&#x010D;kov&#x00E1;</surname>
<given-names>Krist&#x00FD;na</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2104937/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tom&#x00E1;&#x0161;ek</surname>
<given-names>Old&#x0159;ich</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/302580/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jel&#x00ED;nek</surname>
<given-names>V&#x00E1;clav</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>&#x0160;ulc</surname>
<given-names>Michal</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pazdera</surname>
<given-names>Luk&#x00E1;&#x0161;</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Albrechtov&#x00E1;</surname>
<given-names>Jana</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Albrecht</surname>
<given-names>Tom&#x00E1;&#x0161;</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/302665/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Zoology, Faculty of Science, Charles University</institution>, <addr-line>Prague</addr-line>, <country>Czechia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Vertebrate Biology, The Czech Academy of Sciences</institution>, <addr-line>Brno</addr-line>, <country>Czechia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Botany and Zoology, Faculty of Science, Masaryk University</institution>, <addr-line>Brno</addr-line>, <country>Czechia</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Jean-Francois Lemaitre, UMR5558 Biom&#x00E9;trie et Biologie Evolutive (LBBE), France</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Claudia Fricke, Martin Luther University of Halle-Wittenberg, Germany; Carl Soulsbury, University of Lincoln, United Kingdom</p></fn>
<corresp id="c001">&#x002A;Correspondence: Krist&#x00FD;na M&#x00ED;&#x010D;kov&#x00E1;, &#x02709; <email>mickovkr@natur.cuni.cz</email></corresp>
<corresp id="c002">Tom&#x00E1;&#x0161; Albrecht, &#x02709; <email>albrecht@ivb.cz</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Behavioral and Evolutionary Ecology, a section of the journal Frontiers in Ecology and Evolution</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1105596</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 M&#x00ED;&#x010D;kov&#x00E1;, Tom&#x00E1;&#x0161;ek, Jel&#x00ED;nek, &#x0160;ulc, Pazdera, Albrechtov&#x00E1; and Albrecht.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>M&#x00ED;&#x010D;kov&#x00E1;, Tom&#x00E1;&#x0161;ek, Jel&#x00ED;nek, &#x0160;ulc, Pazdera, Albrechtov&#x00E1; and Albrecht</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>In many animal species, organismal performance declines with age in a process known as aging or senescence. Senescence typically leads to a deterioration of physiological functionality and can impact the development of primary sexual phenotypes. Sperm production is a complex and costly process that is sensitive to changes in individual physiological state, yet remarkably little is known about age-related changes in sperm performance and aging costs of sperm production. Here we use a non-linear generalized additive mixed models (GAMM) modelling to evaluate age-related changes in postcopulatory sexual traits in the European barn swallow (<italic>Hirundo rustica rustica</italic>), a relatively short lived sexually promiscuous passerine species, where male extra-pair fertilization success has been shown to increase with age. We confirmed a positive relationship between sperm midpiece length and sperm velocity in this species. Within-male changes in sperm morphology and sperm velocity were in general absent, with only sperm length decreasing linearly with increasing age, although this change was negligible compared to the overall variation in sperm size among males. In contrast, the cloacal protuberance (CP) size changed nonlinearly with age, with an initial increase between the first and third year of life followed by a plateau. The results further indicate the existence of a trade-off between investments in sperm production and survival as males with large CP tended to have a reduced lifespan. This seems consistent with the idea of expensive sperm production and survival aging costs associated with investments in post-copulatory traits in this sexually promiscuous species.</p>
</abstract>
<kwd-group>
<kwd>senescence</kwd>
<kwd>post-copulatory sexual selection</kwd>
<kwd>life-history trade-offs</kwd>
<kwd>sperm morphology</kwd>
<kwd>sperm velocity</kwd>
<kwd>cloacal protuberance</kwd>
<kwd><italic>Hirundo rustica</italic></kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="93"/>
<page-count count="9"/>
<word-count count="8617"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Aging leads to a deterioration of physiological functionality and reduced individual fitness and reproductive performance (<xref ref-type="bibr" rid="ref65">Partridge and Barton, 1993</xref>). A central idea of the contemporary theory of aging is the declining force of natural selection with increasing age (<xref ref-type="bibr" rid="ref57">Medawar, 1952</xref>; see also the antagonistic pleiotropy theory; <xref ref-type="bibr" rid="ref92">Williams, 1957</xref>). Because individuals typically have limited resources they invest in growth, reproduction and somatic maintenance (<xref ref-type="bibr" rid="ref41">Kirkwood and Rose, 1991</xref>), this potentially leads to an evolutionary trade-off between reproductive effort early in adulthood and aging, i.e., there is a trade-off between allocation of resources to reproduction versus somatic maintenance (disposable soma theory of aging, <xref ref-type="bibr" rid="ref40">Kirkwood, 1977</xref>). So far, evidence for these allocation trade-offs is mostly available for females (<xref ref-type="bibr" rid="ref50">Lema&#x00EE;tre et al., 2015</xref>; <xref ref-type="bibr" rid="ref51">Lema&#x00EE;tre and Gaillard, 2017</xref>). In males, the existing studies evaluating potential trade-offs between reproduction and aging mostly focused on the investment in secondary sexual traits (e.g., <xref ref-type="bibr" rid="ref24">Evans, 2003</xref>; <xref ref-type="bibr" rid="ref74">Robinson et al., 2006</xref>), while less attention is currently paid to postcopulatory traits, such as sperm production, performance and morphology reviewed in <xref ref-type="bibr" rid="ref51">Lema&#x00EE;tre and Gaillard (2017)</xref> and <xref ref-type="bibr" rid="ref52">Lema&#x00EE;tre et al. (2020)</xref>. This is despite the fact that in sexually promiscuous species, sperm quality and numbers typically determine male fitness reviewed in <xref ref-type="bibr" rid="ref82">Snook (2005)</xref> and sperm production is presumably an energetically demanding process (<xref ref-type="bibr" rid="ref31">Hayward and Gillooly, 2011</xref>). Thus, resource allocation to postcopulatory traits may play an important role in early vs. late life investment trade-offs, thereby determining male life-history strategies (<xref ref-type="bibr" rid="ref52">Lema&#x00EE;tre et al., 2020</xref>).</p>
<p>There is considerable variability in the rate of aging among unrelated phylogenetic lineages (<xref ref-type="bibr" rid="ref38">Jones et al., 2014</xref>), among closely related species (<xref ref-type="bibr" rid="ref26">Fletcher and Selman, 2015</xref>), or within species among individuals (<xref ref-type="bibr" rid="ref49">Lecomte et al., 2010</xref>). Aging is typically associated with changes in physiological and behavioral traits, such as foraging efficiency, immune system efficiency, health or individual condition (<xref ref-type="bibr" rid="ref73">Reimers et al., 2005</xref>; <xref ref-type="bibr" rid="ref14">Catry et al., 2006</xref>; <xref ref-type="bibr" rid="ref2">Angelier et al., 2007</xref>). Similarly, individual reproductive performance may deteriorate with increasing age (reproductive senescence; e.g., <xref ref-type="bibr" rid="ref72">Reid et al., 2003</xref>; <xref ref-type="bibr" rid="ref70">Radwan et al., 2005</xref>; but see <xref ref-type="bibr" rid="ref11">Bouwman et al., 2007</xref>). However, given the assumed trade-off between reproduction and somatic maintenance, it has also been hypothesized that individual strategies to optimize lifetime fitness may involve a change of life history allocation based on life expectancy, such that early in life individuals would invest primarily in survival, whereas towards the end of life they would invest more in reproduction at the cost of self-maintenance (<xref ref-type="bibr" rid="ref38">Jones et al., 2014</xref>). This &#x201C;terminal investment&#x201D; hypothesis (<xref ref-type="bibr" rid="ref15">Clutton-Brock, 1984</xref>) does not predict a deterioration of sperm traits with age but rather an increase of sperm quality and sperm production at terminal age.</p>
<p>Sperm phenotype is an important predictor of male reproductive success in sexually promiscuous species. The length of sperm (and its components) has been shown to play a role in determining sperm fertilization capacity across vertebrate taxa (<xref ref-type="bibr" rid="ref45">LaMunyon and Ward, 1998</xref>; <xref ref-type="bibr" rid="ref43">Knief et al., 2017</xref>). Sperm morphology, especially flagellum or midpiece length, can affect sperm velocity, another relevant factor affecting male fertilization success (<xref ref-type="bibr" rid="ref25">Firman and Simmons, 2010</xref>; <xref ref-type="bibr" rid="ref43">Knief et al., 2017</xref>; reviewed in <xref ref-type="bibr" rid="ref30">Gomendio and Roldan, 2008</xref>). Sperm morphometry, and to a lesser extent sperm velocity, is genetically determined (<xref ref-type="bibr" rid="ref8">Birkhead et al., 2005</xref>; <xref ref-type="bibr" rid="ref61">Mossman et al., 2009</xref>), but there is evidence of plasticity caused by various factors, such as dietary quality (<xref ref-type="bibr" rid="ref84">St&#x00F8;stad et al., 2019</xref>), redox state (<xref ref-type="bibr" rid="ref86">Tom&#x00E1;&#x0161;ek et al., 2017</xref>), stage of the breeding season (<xref ref-type="bibr" rid="ref23">Edme et al., 2019</xref>), social environment (<xref ref-type="bibr" rid="ref36">Immler et al., 2010</xref>), or immune reaction and health status (<xref ref-type="bibr" rid="ref55">Losdat et al., 2011</xref>; <xref ref-type="bibr" rid="ref85">Svobodov&#x00E1; et al., 2018</xref>). These observations imply that, similar to precopulatory sexual traits (<xref ref-type="bibr" rid="ref001">Andersson 1994</xref>), sperm traits may be condition dependent. Moreover, increased sperm production (and large ejaculate volumes) may allow males to transfer more sperm or increase the copulation frequency compared to other males, thus outcompeting males with low sperm production (<xref ref-type="bibr" rid="ref79">Schulte-Hostedde and Millar, 2004</xref>; <xref ref-type="bibr" rid="ref10">Boschetto et al., 2011</xref>); however, sperm production seems to be costly, as evidenced by the fact that males adjust ejaculate quality and quantity to the level of sperm competition (e.g., <xref ref-type="bibr" rid="ref71">Ramm and Stockley, 2009</xref>) and that sperm production is often restricted to short periods of the year when sexually receptive females are present in the population (<xref ref-type="bibr" rid="ref13">Calhim and Birkhead, 2007</xref>; <xref ref-type="bibr" rid="ref56">L&#x00FC;pold et al., 2012</xref>).</p>
<p>If sperm production is costly, it could be assumed that sperm quantity and performance change with age (<xref ref-type="bibr" rid="ref52">Lema&#x00EE;tre et al., 2020</xref>). However, the results of the few studies analyzing the correlation between age and sperm traits are inconsistent. There could be no age-related pattern in sperm sizes (<xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>) or older males produce longer sperm (<xref ref-type="bibr" rid="ref27">Gasparini et al., 2010</xref>; <xref ref-type="bibr" rid="ref46">Langen et al., 2017</xref>) or sperm with reduced velocity (<xref ref-type="bibr" rid="ref66">Pasqualotto et al., 2005</xref>; <xref ref-type="bibr" rid="ref27">Gasparini et al., 2010</xref>; <xref ref-type="bibr" rid="ref59">Meunier et al., 2022</xref>). Similarly, old males could produce either higher (<xref ref-type="bibr" rid="ref78">Schiavone et al., 2012</xref>; <xref ref-type="bibr" rid="ref37">Jin et al., 2016</xref>) or lower (<xref ref-type="bibr" rid="ref66">Pasqualotto et al., 2005</xref>; <xref ref-type="bibr" rid="ref46">Langen et al., 2017</xref>; <xref ref-type="bibr" rid="ref59">Meunier et al., 2022</xref>) sperm numbers compared to young males. Unfortunately, most available studies are cross-sectional and distinguish only between two age categories (young and old males). Only a few studies, mostly on farm animals, evaluated within-male changes in sperm traits (<xref ref-type="bibr" rid="ref21">Dean et al., 2010</xref>; <xref ref-type="bibr" rid="ref91">Waheed et al., 2015</xref>) but focused on a restricted part of individual life cycle (see also <xref ref-type="bibr" rid="ref89">Vega-Trejo et al., 2019</xref> for a similar approach in fish). Exceptions are studies on domestic fowl (<italic>Gallus gallus</italic>; <xref ref-type="bibr" rid="ref17">Cornwallis et al., 2014</xref>) and houbara bustards (<italic>Chlamydotis undulata</italic>; <xref ref-type="bibr" rid="ref68">Preston et al., 2011</xref>), which showed that the association between age and sperm phenotypes may not always be so straightforward and sperm quality may change nonlinearly with male age. Both studies showed a decline in sperm quality traits with progressing age. In contrast, sperm traits did not decrease with male age in a longitudinal study on ants (<xref ref-type="bibr" rid="ref58">Metzler et al., 2018</xref>).</p>
<p>In sexually promiscuous songbird species (Passeriformes), old males tend to be more successful than young males in both protecting the within-pair paternity (<xref ref-type="bibr" rid="ref12">Bowers et al., 2015</xref>; <xref ref-type="bibr" rid="ref33">Hsu et al., 2017</xref>) and obtaining extra-pair mates (<xref ref-type="bibr" rid="ref54">Lifjeld et al., 2011</xref>). Although age-related changes in sperm quality and sperm production have been hypothesized to partly account for this phenomenon (e.g., <xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>), data on age-related changes in sperm traits are typically not available for species studied with regard to extrapair fertilization success of young and old males (but see <xref ref-type="bibr" rid="ref22">DuVal, 2012</xref>; <xref ref-type="bibr" rid="ref77">Sardell and DuVal, 2014</xref>), and the evidence for age-related changes in sperm morphology and velocity is inconsistent (<xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref76">S&#x00E6;tre et al., 2018</xref>; <xref ref-type="bibr" rid="ref23">Edme et al., 2019</xref>; <xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>). On the other hand, old males may have larger testes than young males, which might indicate intensified sperm production (<xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>; <xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>). Along with the seasonal increase in testis mass, male passerines produce a pronounced swelling of the cloaca, known as cloacal protuberance (hereafter CP; <xref ref-type="bibr" rid="ref93">Wolfson, 1952</xref>). The cloacal protuberance is a sperm storage organ the size of which has been shown to positively correlate with testis mass (<xref ref-type="bibr" rid="ref6">Birkhead et al., 1993</xref>; <xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>), the level of sperm competition (<xref ref-type="bibr" rid="ref7">Birkhead and M&#x00F8;ller, 1998</xref>), reflects ejaculate volumes at within-species level (<xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>) and tends to be positively associated with male fertilization success (<xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>, <xref ref-type="bibr" rid="ref48">2010</xref>). As with sperm traits, there is contradictory evidence for an association between CP sizes and male age, with some cross-sectional studies reporting no effect (<xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>) or a positive association between CP and male age (<xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>).</p>
<p>To date, most available evidence for age-related changes in sperm traits and sperm production available is based on cross-sectional studies (see above) but longitudinal data are urgently needed to assess within-male age-related patterns in postcopulatory traits, as well as to reveal hidden survival and aging costs of potentially expensive and energetically demanding sperm production reviewed in <xref ref-type="bibr" rid="ref52">Lema&#x00EE;tre et al. (2020)</xref>. Here we assess age related changes in sperm morphology traits, velocity, and CP sizes in longitudinally observed European barn swallow (<italic>Hirundo rustica rustica</italic>) males (<xref ref-type="bibr" rid="ref60">Mich&#x00E1;lkov&#x00E1; et al., 2019</xref>; <xref ref-type="bibr" rid="ref39">Kauz&#x00E1;lov&#x00E1; et al., 2022</xref>) using generalized additive mixed models (<xref ref-type="bibr" rid="ref94">Wood, 2017</xref>; <xref ref-type="bibr" rid="ref16">Cooper et al., 2021</xref>) to construct aging trajectories of each trait across individual lifespans. The studied population of barn swallows is characterized by moderate to high levels of sperm competition, with older males more successful in gaining extra-pair fertilizations than younger males (<xref ref-type="bibr" rid="ref60">Mich&#x00E1;lkov&#x00E1; et al., 2019</xref>). Such pattern could reflect no age-related deterioration of sperm traits in barn swallows, increased investments in sperm production in old males, their increased attractiveness to females (<xref ref-type="bibr" rid="ref32">Hsu et al., 2015</xref>) but also selective disappearance of low-quality individuals from the population (<xref ref-type="bibr" rid="ref88">van de Pol and Verhulst, 2006</xref>). In addition, longitudinal data allowed, for the first time in a free-living bird species, to assess the potential survival and aging costs of sperm production.</p>
</sec>
<sec id="sec2" sec-type="methods">
<title>Methods</title>
<sec id="sec3">
<title>Study area and general field procedure</title>
<p>Free-living barn swallows were captured with mist nest approximately every 3 weeks from beginning of May to the end of July at four localities in South Bohemia, in the protected landscape area of T&#x0159;ebo&#x0148;sko - Hamr in Lu&#x017E;nice (49&#x00B0;3&#x2032;24.217&#x201D;N, 14&#x00B0;46&#x2032;9.361&#x2033;E), &#x0160;aloun in Lomnice nad Lu&#x017E;nic&#x00ED; (49&#x00B0;04&#x2032;07.6&#x201D;N, 14&#x00B0;42&#x2032;37.7&#x2033;E), B&#x0159;ilice (49&#x00B0;01&#x2032;13.4&#x201D;N 14&#x00B0;44&#x2032;17.5&#x2033;E), and Star&#x00E1; Hl&#x00ED;na (49&#x00B0;02&#x2032;21.2&#x201D;N 14&#x00B0;49&#x2032;06.5&#x2033;E) in the breeding seasons of 2010&#x2013;2021. All birds were marked with an aluminum National Museum of Prague ring and an individual combination of color rings. The age of birds that were ringed as a nestling at our study area (intensive ringing of the population started in 2008) was known. Birds that were captured un-ringed were assumed as 1-year old that hatched outside our observed populations. This approach has been used in previous studies (<xref ref-type="bibr" rid="ref18">Costanzo et al., 2017</xref>; <xref ref-type="bibr" rid="ref39">Kauz&#x00E1;lov&#x00E1; et al., 2022</xref>) and is possible because of high breeding philopatry and fidelity of barn swallows. Adult birds that did not return to the breeding locality were presumed dead (<xref ref-type="bibr" rid="ref18">Costanzo et al., 2017</xref>; <xref ref-type="bibr" rid="ref39">Kauz&#x00E1;lov&#x00E1; et al., 2022</xref>). Only resident birds (repeatedly occurring on breeding grounds) with a known year of birth and death were included in the analysis.</p>
<p>To obtain CP sizes, we measured the height of male cloaca and its maximum dimension along the two perpendicular axes (d<sub>1</sub> &#x2013; transverse and d<sub>2</sub> &#x2013; longitudinal, see also <xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>). The size of CP was calculated by the formula of an ellipsoidal cylinder: height &#x00D7; &#x03C0;&#x2009;&#x00D7;&#x2009;0.5d<sub>1</sub>&#x2009;&#x00D7;&#x2009;0.5d<sub>2</sub> (<xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>, <xref ref-type="bibr" rid="ref48">2010</xref>). CP sized were obtained immediately before sperm collection (see below) to avoid size changes after cloacal massage. Barn swallows usually produce sperm throughout the entire breeding season (April to August). The dataset only includes sexually active males that provided a good quality ejaculate sample and were sampled at the peak of the breeding season (early May to second half of July). Using this dataset, we tested the effect of sampling date (linear and second-order polynomial) on CP size and found no relationship (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S1</xref>). All measurements were performed blindly with respect to knowledge of individual age.</p>
</sec>
<sec id="sec4">
<title>Sperm morphology</title>
<p>Sample of male ejaculate for sperm morphology measurement was taken from each male using a non-invasive method of cloacal massage (<xref ref-type="bibr" rid="ref93">Wolfson, 1952</xref>; <xref ref-type="bibr" rid="ref1">Albrecht et al., 2013</xref>). The sample was placed in a 5% formalin solution until the smears were prepared. Using an automatic pipette, 7&#x2009;&#x03BC;L of each sample were transferred to a slide and allowed to air-dry before rinsing with distilled water to remove impurities. The slides were viewed at 400&#x00D7; magnification using a light microscope (BX51, Olympus, Japan), digital camera (DP71, Olympus, Japan) and imaging software (QuickPHOTO Industrial, Olympus Japan). Passerine sperms have a spiral conformation, the head is helical and the midpiece is distinctly elongated along the flagellum (<xref ref-type="bibr" rid="ref34">Humphreys, 1972</xref>). Any sperm that did not conform to the characteristic helical conformation was marked as abnormal and was not included in the analysis. However, the number of abnormal sperm was very low (typically &#x003C;1% sperm cells in the ejaculate). Using QuickPHOTO Industrial software, images of 10 spermatozoa with regular morphology from each ejaculate were taken. Sperm components (head length, midpiece length, and tail length) were measured to obtain an average value of sperm morphology traits for each ejaculate, which was used in further analyses. Total sperm length was calculated as the sum of these three sperm components, while flagellum length was calculated as the sum of the midpiece and tail length. All sperm morphological traits were significantly but rather weakly correlated with each other (<italic>N</italic> =&#x2009;921 ejaculates, all <italic>r</italic>&#x2009;&#x003C;&#x2009;0.50; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S2</xref>), except for midpiece and tail (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.73) and total sperm length and flagellum (r&#x2009;=&#x2009;0.97). Tail is the remaining part of the flagellum where the midpiece does not extend, and, in contrast to the midpiece (<xref ref-type="bibr" rid="ref43">Knief et al., 2017</xref>), its biological relevance is unclear. Therefore, we did not use this trait in further analyses of age-related changes in sperm morphological traits. We also did not analyze age-related changes in flagellum length, as this was strongly correlated with total sperm length (above).</p>
</sec>
<sec id="sec5">
<title>Sperm velocity</title>
<p>Samples for sperm velocity analysis were immediately transferred to Dulbecco&#x2019;s Modified Eagle Medium (Invitrogen) prewarmed at 40&#x00B0;C. Then we transferred a small amount of sample onto a prewarmed 4-chambered microscope Leja slide (20&#x2009;&#x03BC;L deep, Leja, Netherlands). Sperm performance was recorded at 100&#x00D7; magnification using microscope CX41 (Olympus, Japan) fitted with the thermo plate (MATS-U55S Tokai Hit, Olympus), phase contrast, digital camera UI-1540-C (Olympus) and Olympus software QuickPHOTO Industrial. Sperm performance was recorded at multiple locations on the slide to record a sufficient number of sperms.</p>
<p>The recordings were analyzed using the CEROS computer-assisted sperm analysis system (Hamilton Thorne, Inc., United States). In the statistical analysis, the curvilinear velocity (VCL) value was used. This value characterized sperm speed over the entire trajectory by determining speed at each point of the pathway and it is an appropriate measure of swimming speed because of the absence of directional cues (<xref ref-type="bibr" rid="ref42">Kleven et al., 2009</xref>; <xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>). Only progressive tracks were included in analysis (i.e., static and slow tracks were eliminated to remove the potential effect of drift in the chamber; <xref ref-type="bibr" rid="ref42">Kleven et al., 2009</xref>). Moreover, cases where multiple sperm pathways merged were eliminated and samples containing less than 20 motile sperms were excluded from analyses. Sperm velocity measurements were performed blindly with respect to knowledge of the individual age.</p>
</sec>
<sec id="sec6">
<title>Statistical analysis</title>
<p>Statistical analysis was performed using R 4.2.0 (<xref ref-type="bibr" rid="ref69">R Core Team, 2020</xref>). Repeatability was estimated for males with more than one observation in life using the package <italic>rptR</italic> (the number of bootstraps was set to 1.000, <xref ref-type="bibr" rid="ref83">Stoffel et al., 2017</xref>). Coefficient of variation (CV) was calculated as SD/mean &#x00D7; 100. Associations between sperm morphology and velocity were analyzed using lmer models in the <italic>lme4</italic> (<xref ref-type="bibr" rid="ref5">Bates et al., 2014</xref>) and <italic>lmerTest</italic> packages (<xref ref-type="bibr" rid="ref44">Kuznetsova et al., 2017</xref>) with male identity and capture year as a random effect. To explain relationships between selected variables and age we used GAMM in the <italic>mgcv</italic> package with implemented nonparametric smoothing functions because of the possibility that aging trajectories may not follow parametric functions. GAMM are extended versions of generalized linear mixed models which include nonparametric terms and they are also not limited by parametric functions (<xref ref-type="bibr" rid="ref94">Wood, 2017</xref>). The effect of age was modelled using penalized thin plate regression splines which estimated relationships between age and variables with penalized additive smoothing functions determined by restricted maximum likelihood. The penalized additive value of the number of smoothing functions is the effective number of degrees of freedom (EDF). An effective number of degrees of freedom value 1 indicates that the relationship is linear, a higher value determines the polynomial of the corresponding order (2 quadratic, 3 cubic, etc.). Only one measurement in each year for each male was used in the models. All models also included lifespan as one of the explanatory variables and male identity and capture year as random effects. The use of male identity as random affect allowed us to control for within-individual between-season variation in reproductive traits. Including both age and lifespan in the model allows us to identify within-male changes in sperm traits and sperm production and test selective disappearance of individuals in relation to postcopulatory traits investments. For example, in the presence of selective survival of males with better sperm performance, analyses would give false-positive age-related trends for these traits only because poorer-quality males disappeared (<xref ref-type="bibr" rid="ref88">van de Pol and Verhulst, 2006</xref>). In case nonlinearity was only weakly supported for a given trait, we also fitted a linear mixed model using lmer in the <italic>lmerTest</italic> package. Since our dataset contained only one male older than 6 years (lifespan 8 years, i.e., one data point for age 7 and 8 years, respectively), the effect of age on sperm traits was also tested after removing this longest living potentially highly influential male and the results are presented simultaneously. To evaluate effect size of age in GAM models, we report the proportion of deviance explained by the variable. The value was calculated as the difference between the proportion of deviance explained by the model that did and did not include age among predictors (<xref ref-type="bibr" rid="ref94">Wood, 2017</xref>). The significance level was 0.05 for all analyses. Means are reported with their associated standard error (SE).</p>
</sec>
</sec>
<sec id="sec7" sec-type="results">
<title>Results</title>
<sec id="sec8">
<title>Sperm traits, cloacal protuberance sizes, and their within-male repeatability between seasons</title>
<p>An overview of the phenotypic variation in sperm traits and CP sizes along with sample sizes is provided in <xref rid="tab1" ref-type="table">Table 1</xref>. Repeated measurements (at least two per male in different years) of sperm morphology, sperm velocity and CP sizes were available for 225 males (592 observations), 179 males (453 observations) and 217 males (568 observations), respectively. The within-male between-season repeatability was significant in all sperm traits and ranged between 0.24 and 0.80 (<xref rid="tab2" ref-type="table">Table 2</xref>). While sperm morphology traits exhibited a remarkably high within-male repeatability, sperm velocity was a more variable trait, and the CP size exhibited the highest variability between seasons.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Descriptive statistics of total sperm length (TSL), head, midpiece, tail and flagellum length, velocity (VCL) and cloacal protuberance (CP) size.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Traits</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">Minimum</th>
<th align="center" valign="top">Maximum</th>
<th align="center" valign="top">CV</th>
<th align="center" valign="top"><italic>N</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">TSL</td>
<td align="center" valign="top">87.36</td>
<td align="left" valign="top">2.72</td>
<td align="left" valign="top">71.37</td>
<td align="left" valign="top">95.32</td>
<td align="left" valign="top">3.11</td>
<td align="center" valign="top">921/554</td>
</tr>
<tr>
<td align="left" valign="top">Head</td>
<td align="center" valign="top">12.82</td>
<td align="left" valign="top">0.62</td>
<td align="left" valign="top">10.26</td>
<td align="left" valign="top">14.93</td>
<td align="left" valign="top">4.81</td>
<td align="center" valign="top">921/554</td>
</tr>
<tr>
<td align="left" valign="top">Midpiece</td>
<td align="center" valign="top">58.58</td>
<td align="left" valign="top">3.27</td>
<td align="left" valign="top">34.98</td>
<td align="left" valign="top">65.24</td>
<td align="left" valign="top">5.58</td>
<td align="center" valign="top">921/554</td>
</tr>
<tr>
<td align="left" valign="top">Tail</td>
<td align="center" valign="top">15.96</td>
<td align="left" valign="top">3.79</td>
<td align="left" valign="top">6.18</td>
<td align="left" valign="top">42.85</td>
<td align="left" valign="top">23.78</td>
<td align="center" valign="top">921/554</td>
</tr>
<tr>
<td align="left" valign="top">Flagellum</td>
<td align="center" valign="top">74.54</td>
<td align="left" valign="top">2.63</td>
<td align="left" valign="top">60.62</td>
<td align="left" valign="top">81.87</td>
<td align="left" valign="top">3.52</td>
<td align="center" valign="top">921/554</td>
</tr>
<tr>
<td align="left" valign="top">VCL</td>
<td align="center" valign="top">95.22</td>
<td align="left" valign="top">13.28</td>
<td align="left" valign="top">51.3</td>
<td align="left" valign="top">150.87</td>
<td align="left" valign="top">13.94</td>
<td align="center" valign="top">776/495</td>
</tr>
<tr>
<td align="left" valign="top">CP</td>
<td align="center" valign="top">79.28</td>
<td align="left" valign="top">33.01</td>
<td align="left" valign="top">17.14</td>
<td align="left" valign="top">203.28</td>
<td align="left" valign="top">41.63</td>
<td align="center" valign="top">897/545</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SD, standard deviation; CV, coefficient of variance; N, number of samples/number of sampled males.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Within-male between-season repeatability (r) of selected sperm traits (total length &#x2013; TSL, head, midpiece, tail and flagellum), sperm velocity (VCL) and cloacal protuberance (CP) size for males sampled in multiple seasons.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Traits</th>
<th align="center" valign="top"><italic>r</italic></th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">CI</th>
<th align="char" valign="top" char="&#x00D7;">Value of <italic>p</italic></th>
<th align="center" valign="top"><italic>N</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">TSL</td>
<td align="center" valign="top">0.783</td>
<td align="center" valign="top">0.0224</td>
<td align="center" valign="top">0.738&#x2013;0.822</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">592/225</td>
</tr>
<tr>
<td align="left" valign="top">Head</td>
<td align="center" valign="top">0.619</td>
<td align="center" valign="top">0.0353</td>
<td align="center" valign="top">0.545&#x2013;0.681</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">592/225</td>
</tr>
<tr>
<td align="left" valign="top">Midpiece</td>
<td align="center" valign="top">0.727</td>
<td align="center" valign="top">0.0281</td>
<td align="center" valign="top">0.670&#x2013;0.778</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">592/225</td>
</tr>
<tr>
<td align="left" valign="top">Tail</td>
<td align="center" valign="top">0.793</td>
<td align="center" valign="top">0.0231</td>
<td align="center" valign="top">0.743&#x2013;0.829</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">592/225</td>
</tr>
<tr>
<td align="left" valign="top">Flagellum</td>
<td align="center" valign="top">0.796</td>
<td align="center" valign="top">0.0222</td>
<td align="center" valign="top">0.750&#x2013;0.836</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">592/225</td>
</tr>
<tr>
<td align="left" valign="top">VCL</td>
<td align="center" valign="top">0.33</td>
<td align="center" valign="top">0.0533</td>
<td align="center" valign="top">0.220&#x2013;0.426</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">453/179</td>
</tr>
<tr>
<td align="left" valign="top">CP</td>
<td align="center" valign="top">0.243</td>
<td align="center" valign="top">0.0491</td>
<td align="center" valign="top">0.146&#x2013;0.336</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">568/217</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>For details concerning the repeatability analysis see the Methods section. SE, standard error; CI, 95% confidence intervals; N, number of samples/number of sampled males.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec9">
<title>Sperm morphology and velocity</title>
<p>First, we evaluated the association between sperm morphology traits and velocity (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S3</xref>). Velocity was not associated with total sperm length (estimate: &#x2212;0.180&#x2009;&#x00B1;&#x2009;0.189, <italic>p</italic>&#x2009;=&#x2009;0.342), head length (estimate: &#x2212;1.155&#x2009;&#x00B1;&#x2009;0.806, <italic>p</italic>&#x2009;=&#x2009;0.153) and flagellum length (estimate: &#x2212;0.126&#x2009;&#x00B1;&#x2009;0.195, <italic>p</italic> =&#x2009;0.520). Velocity was positively correlated with sperm midpiece length (estimate: 0.514&#x2009;&#x00B1;&#x2009;0.154, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and negatively with tail length (estimate: &#x2212;0.440&#x2009;&#x00B1;&#x2009;0.134, <italic>p</italic> =&#x2009;0.001).</p>
</sec>
<sec id="sec10">
<title>Age-related changes in sperm traits and cloacal protuberance size</title>
<p>Spline and parametric effects are shown in <xref rid="tab3" ref-type="table">Table 3</xref>. Detailed results for GAMM for each trait (including R<sup>2</sup>, relevant test statistics and the variance explained by random effects), and proportion of deviance explained by the variable are available in <xref ref-type="supplementary-material" rid="SM2">Supplementary Tables S4&#x2013;S8</xref>. There was a tendency for total sperm length to decrease linearly with age (EDF&#x2009;=&#x2009;1.488, <italic>F</italic>&#x2009;=&#x2009;2.427, <italic>p</italic>&#x2009;=&#x2009;0.063). Linear mixed model of the same data also revealed a decrease of sperm length with age with a linear trend best supported (estimate: &#x2212;0.127&#x2009;&#x00B1;&#x2009;0.058, <italic>p</italic>&#x2009;=&#x2009;0.030; compared to the second-order non-linear model: Chi<sup>2</sup>&#x2009;=&#x2009;1.741, &#x2206;df&#x2009;=&#x2009;1, <italic>p</italic>&#x2009;=&#x2009;0.187; <xref rid="fig1" ref-type="fig">Figure 1A</xref>). Results remained unchanged when the exceptionally long-lived male was removed from the analysis (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S9</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>). Proportion of deviance explained by age in both models was only 0.2%. Head (EDF&#x2009;=&#x2009;1.001, <italic>F</italic>&#x2009;=&#x2009;2.061, <italic>p</italic>&#x2009;=&#x2009;0.152) and midpiece (EDF&#x2009;=&#x2009;1.214, <italic>F</italic>&#x2009;=&#x2009;0.060, <italic>p</italic>&#x2009;=&#x2009;0.910) showed no age-related trend. Results remained unchanged when the exceptionally long-lived male was removed from the analysis (<xref ref-type="supplementary-material" rid="SM2">Supplementary Tables S10, S11</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Spline and parametric effects describing age-related changes in sperm morphometry (total length &#x2013; TSL, head and midpiece), sperm velocity (VCL), and cloacal protuberance (CP) size using generalized additive mixed models.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Traits</th>
<th align="center" valign="top">Sample size</th>
<th align="center" valign="top">Age EDF</th>
<th align="center" valign="top">Intercept (SE)</th>
<th align="center" valign="top">Lifespan</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">TSL</td>
<td align="center" valign="top">921/554</td>
<td align="center" valign="top">1.488</td>
<td align="center" valign="top">87.640 (0.233)</td>
<td align="center" valign="top">&#x2212;0.129 (0.103)</td>
</tr>
<tr>
<td align="left" valign="top">Head</td>
<td align="center" valign="top">921/554</td>
<td align="center" valign="top">1.001</td>
<td align="center" valign="top">12.829 (0.065)</td>
<td align="center" valign="top">&#x2212;0.005 (0.023)</td>
</tr>
<tr>
<td align="left" valign="top">Midpiece</td>
<td align="center" valign="top">921/554</td>
<td align="center" valign="top">1.214</td>
<td align="center" valign="top">58.951 (0.293)</td>
<td align="center" valign="top">&#x2212;0.145 (0.122)</td>
</tr>
<tr>
<td align="left" valign="top">VCL</td>
<td align="center" valign="top">776/495</td>
<td align="center" valign="top">1.003</td>
<td align="center" valign="top">94.966 (1.623)</td>
<td align="center" valign="top">&#x2212;0.157 (0.513)</td>
</tr>
<tr>
<td align="left" valign="top">CP</td>
<td align="center" valign="top">897/545</td>
<td align="center" valign="top"><bold>3.285</bold></td>
<td align="center" valign="top">86.740 (7.339)</td>
<td align="center" valign="top">&#x2212;1.724 (0.969)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Random effects of individual and capture year were included in each model. Full details of each model, including the relevant test statistics, the reference degrees of freedom for each spline term, the deviance and adjusted R<sup>2</sup> values, and the variance and number of levels for each random effect, are given in the supplement (<xref ref-type="supplementary-material" rid="SM2">Supplementary Tables S4&#x2013;S8</xref>). Sample size, number of observations/number of males; EDF, effective degrees of freedom; Lifespan, number of years an individual lived (provides a test of selective disappearance). Significant variables are highlighted.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Effect of male age (years) on <bold>(A)</bold> total sperm length (&#x03BC;m) and <bold>(B)</bold> cloacal protuberance size (mm<sup>3</sup>). Line is predicted value from GAMM with 95% confidence intervals. Points are partial residuals from model that included lifespan as a covariate, along with random effects of ring number (ID) and capture year.</p>
</caption>
<graphic xlink:href="fevo-11-1105596-g001.tif"/>
</fig>
<p>Sperm velocity showed no change with male age (EDF&#x2009;=&#x2009;1.003, <italic>F</italic>&#x2009;=&#x2009;0.004, <italic>p</italic>&#x2009;=&#x2009;0.967). Results were similar when the exceptionally long-lived male was removed from the analysis (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S12</xref>).</p>
<p>The CP size changed nonlinearly with increasing age (EDF&#x2009;=&#x2009;3.285, <italic>F</italic>&#x2009;=&#x2009;10.416, p&#x2009;&#x003C;&#x2009;0.001 for the whole dataset; EDF&#x2009;=&#x2009;2.851, <italic>F</italic>&#x2009;=&#x2009;13.241, p&#x2009;&#x003C;&#x2009;0.001 when the exceptionally long-lived male was removed; <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S13</xref>). In early life, the CP increases in size and remains stable after the third year of life (<xref rid="fig1" ref-type="fig">Figure 1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>, respectively). Proportion of deviance explained by age in model was 5.9%, respectively 5.8% when the exceptionally long-lived male was removed. At the same time, CP size tended to be negatively correlated with male lifespan (estimate: &#x2212;1.724&#x2009;&#x00B1;&#x2009;0.969, <italic>p</italic>&#x2009;=&#x2009;0.076 for the whole dataset and&#x2009;&#x2212;&#x2009;2.138&#x2009;&#x00B1;&#x2009;1.022, <italic>p</italic>&#x2009;=&#x2009;0.037 when the exceptionally long-lived male was removed from the analysis).</p>
</sec>
</sec>
<sec id="sec11" sec-type="discussions">
<title>Discussion</title>
<p>In this study we used longitudinal data to analyze within-male age-related changes in selected sperm traits and in sperm production (the CP sizes) in a small sexually promiscuous passerine. Previous studies on free-living vertebrates have typically used a cross-sectional approach to study age-related changes in sexual traits potentially involved in post-copulatory mate choice. Moreover, at least in promiscuous passerine species, age was usually assessed at a very coarse scale, distinguishing only two age categories, i.e., young males and old males, making it impossible to analyze changes in sexual traits with age or potential survival and aging costs of sperm production.</p>
<p>Our results indicate that sperm traits exhibit moderate to high within-individual repeatability between seasons. Specifically, morphological sperm traits showed higher repeatability compared to sperm velocity and CP sizes. Lower repeatability of velocity compared to sperm morphology was recorded also in other passerines (e.g., <xref ref-type="bibr" rid="ref8">Birkhead et al., 2005</xref>; <xref ref-type="bibr" rid="ref61">Mossman et al., 2009</xref>; <xref ref-type="bibr" rid="ref62">Opatov&#x00E1; et al., 2016</xref>; <xref ref-type="bibr" rid="ref76">S&#x00E6;tre et al., 2018</xref>). This may indicate that while sperm morphology is under significant genetic control (<xref ref-type="bibr" rid="ref8">Birkhead et al., 2005</xref>; <xref ref-type="bibr" rid="ref43">Knief et al., 2017</xref>) and less prone to be affected by environment (e.g., reduced phenotypic plasticity, see also <xref ref-type="bibr" rid="ref86">Tom&#x00E1;&#x0161;ek et al., 2017</xref>), sperm velocity and sperm production may be susceptible to adverse environmental effects, may reflect individual condition (e.g., <xref ref-type="bibr" rid="ref81">Simmons and Emlen, 2006</xref>) and be influenced by aging processes. Despite differences in within-individual repeatability of sperm morphology traits and sperm velocity, our results suggest a positive association between sperm velocity and midpiece length (and a negative between tail length and sperm velocity). Sperm cells with a longer midpiece-mitochondria (and hence a shorter remaining tail part) are probably able to produce larger amounts of ATP and more energy (<xref ref-type="bibr" rid="ref90">Vladi&#x0107; et al., 2002</xref>; <xref ref-type="bibr" rid="ref75">Rowe et al., 2013</xref>) to swim faster (<xref ref-type="bibr" rid="ref25">Firman and Simmons, 2010</xref>). The positive effect of midpiece length and relative midpiece length on sperm velocity seems to be a general phenomenon in passerine birds (e.g., <xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref43">Knief et al., 2017</xref>; <xref ref-type="bibr" rid="ref86">Tom&#x00E1;&#x0161;ek et al., 2017</xref>; but see <xref ref-type="bibr" rid="ref20">Cramer et al., 2015</xref>).</p>
<p>No age-related changes in the length of the head and midpiece of sperm were detected in barn swallows, consistent with the relatively high repeatability of morphological traits between seasons (see above). There was evidence for an age-related change in total sperm length, with sperm becoming shorter with progressing age. However, age explained only 0.2% of the deviance in sperm length (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S4</xref>), and the within-male sperm shortening (~ 0.13&#x2009;&#x03BC;m/year) was negligible compared to the inter-male variability in sperm lengths (71 to 95&#x2009;&#x03BC;m; <xref rid="tab1" ref-type="table">Table 1</xref>). Our results based on a longitudinal approach cannot be directly compared with existing published cross-sectional data. Probably the only available longitudinal study mapping changes in sperm size with age is on ants where age had no effect on sperm size (<xref ref-type="bibr" rid="ref58">Metzler et al., 2018</xref>). However, cross-sectional studies mostly found no changes in sperm morphology with age of males in various passerine species (<xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>; <xref ref-type="bibr" rid="ref76">S&#x00E6;tre et al., 2018</xref>; <xref ref-type="bibr" rid="ref23">Edme et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>) including North American subspecies of barn swallows (<xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>). On the contrary, some studies, albeit using a limited dataset, found sperm of older males longer than in young males (<xref ref-type="bibr" rid="ref19">Cramer et al., 2020</xref>). In general, sperm morphology seems to be a relatively stable trait within the life of the male, which is in agreement with the relatively high observed heritability of sperm morphology traits in passerine species (<xref ref-type="bibr" rid="ref8">Birkhead et al., 2005</xref>; <xref ref-type="bibr" rid="ref61">Mossman et al., 2009</xref>; <xref ref-type="bibr" rid="ref23">Edme et al., 2019</xref>). Although some environmental stressors may influence sperm morphology, e.g., oxidative stress (<xref ref-type="bibr" rid="ref86">Tom&#x00E1;&#x0161;ek et al., 2017</xref>), heat stress (<xref ref-type="bibr" rid="ref3">Armengol et al., 2015</xref>) or pesticides (<xref ref-type="bibr" rid="ref87">Uri&#x00F3;stegui-Acosta et al., 2014</xref>), these stressors may not be important in wild populations or the susceptibility of individuals to these stressors may not be age-related.</p>
<p>Although sperm velocity is a trait exhibiting reduced year to year consistency compared to sperm morphological traits and may be influenced by individual condition or redox state (<xref ref-type="bibr" rid="ref86">Tom&#x00E1;&#x0161;ek et al., 2017</xref>), the lack of association between male age and sperm velocity may reflect an intimate association between sperm velocity and midpiece size, the trait that is also unaffected by age in our population of barn swallows. In cross-sectional studies, sperm velocity did not change with male age in other passerines (<xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref76">S&#x00E6;tre et al., 2018</xref>) but sperm of old males tended to swim faster than sperm of young males in North American subspecies of barn swallows (<xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>). However, cross-sectional and longitudinal studies may provide contrasting results as shown in feral fowl (<italic>Gallus g. domesticus</italic>) where no within-male age related change in velocity was found in a longitudinal study, while a cross-sectional approach revealed that older males had reduced sperm velocity compared to young males (<xref ref-type="bibr" rid="ref21">Dean et al., 2010</xref>).</p>
<p>We found evidence for a previously unknown age-related pattern in CP dynamics in barn swallow males &#x2013; within individuals, CP sizes increased with age, reaching a plateau when at the age of 3 years, and then remaining stable in size until the male disappeared from the population. The proportion of deviance explained by the age in the model was 5.9% (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S8</xref>), suggesting that the effect of age on CP size is not strong, but neither it is negligible. Age related changes in CP sizes in passerines have been documented in several previous cross-sectional studies. In a typical scenario, CP size is larger in older males than young males (<xref ref-type="bibr" rid="ref11">Bouwman et al., 2007</xref>; <xref ref-type="bibr" rid="ref47">Laskemoen et al., 2008</xref>; but see <xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>). Age related changes in CP sizes may reflect age related dynamics in testes mass &#x2013; in North American subspecies of barn swallows testes size increased with age in a cross-sectional study (<xref ref-type="bibr" rid="ref53">Lifjeld et al., 2022</xref>). CP sizes may reflect ejaculate sizes and investments in sperm production (<xref ref-type="bibr" rid="ref48">Laskemoen et al., 2010</xref>; <xref ref-type="bibr" rid="ref29">Girndt et al., 2019</xref>). Thus, an enlargement of CP size with age could explain high extrapair fertilization success of old males in our study population (<xref ref-type="bibr" rid="ref60">Mich&#x00E1;lkov&#x00E1; et al., 2019</xref>).</p>
<p>Lifespan of males was included in all models to evaluate possible selective disappearance (<xref ref-type="bibr" rid="ref88">van de Pol and Verhulst, 2006</xref>) in relation to postcopulatory traits. Overall, CP size tended to be negatively associated with lifespan and individuals with enlarged CPs were prone to disappear disproportionally from the population, indicating that the production of large ejaculates is costly. It was believed that sperm production is a relatively cheap process (in contrast to egg production; <xref ref-type="bibr" rid="ref63">Parker, 1970</xref>, <xref ref-type="bibr" rid="ref64">1982</xref>). However, comparing energy expenditure on gamete production between the sexes is problematic (<xref ref-type="bibr" rid="ref31">Hayward and Gillooly, 2011</xref>). Our results indicate an existence of a trade-off between reproduction and survival, and aging costs of sperm production (<italic>sensu</italic> <xref ref-type="bibr" rid="ref52">Lema&#x00EE;tre et al., 2020</xref>). Consistent with costly sperm production is the reduction in testicular size during nutritional stress (<xref ref-type="bibr" rid="ref67">Perry and Rowe, 2010</xref>), outside the breeding season (<xref ref-type="bibr" rid="ref13">Calhim and Birkhead, 2007</xref>) or a trade-off between ejaculate quality and either immunity (<xref ref-type="bibr" rid="ref80">Simmons, 2012</xref>) or pre-copulatory sexual traits (<xref ref-type="bibr" rid="ref81">Simmons and Emlen, 2006</xref>; <xref ref-type="bibr" rid="ref68">Preston et al., 2011</xref>). Similar to our study, males in domestic fowl with higher sperm production lived shorter lives (<xref ref-type="bibr" rid="ref17">Cornwallis et al., 2014</xref>). In contrast, we did not find a relationship between lifespan and sperm morphology traits or sperm velocity. This may indicate producing large sperm quantities, rather than maintaining stable sperm length or sperm velocity, is a costly life-history trait in birds, a taxon where sperm numbers may be a major factor determining male fertilization success (<xref ref-type="bibr" rid="ref35">Immler et al., 2011</xref>).</p>
<p>To conclude, our results indicate that the production of highly motile sperm with optimal morphology is likely cheaper than the production of large sperm quantities, as only CP sizes were associated with lifespan and underwent a complex dynamic with male age. In general, old males may be more attractive to females as extra-pair partners (but see <xref ref-type="bibr" rid="ref28">Girndt et al., 2018</xref>), may have easier access to extra-pair copulations than young males (<xref ref-type="bibr" rid="ref32">Hsu et al., 2015</xref>), and the production of large ejaculates (allowing more copulations) may be rewarding even at the expense of reduced survival. Further studies should aim to reveal the complex relationship between CP sizes, male survival, and extra-pair paternity component of male life-time fitness in sexually promiscuous free-living songbird populations.</p>
</sec>
<sec id="sec12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="sec13">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by Animal Care and Use Committee, The Czech Academy of Science; Animal Care and Use Committee, Charles University in Prague.</p>
</sec>
<sec id="sec14">
<title>Author contributions</title>
<p>TA conceived the study. KM, OT, and TA designed the study. KM, OT, VJ, M&#x0160;, LP, JA, and TA collected the data. KM and JA analyzed sperm data. KM, OT, LP, and TA performed statistical analyses. KM and TA drafted the first version of the manuscript. All authors contributed to the final version of the manuscript.</p>
</sec>
<sec id="sec15" sec-type="funding-information">
<title>Funding</title>
<p>This study was funded by the Czech Science Foundation (GA&#x010C;R), projects 19-22538S, 21-22160S, and 20-06110Y. KM was funded by the Charles University (GAUK) project 1308120.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>We are grateful to all students who helped with sample collection in the field.</p>
</ack>
<sec id="sec17" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2023.1105596/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fevo.2023.1105596/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_1.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>

</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albrecht</surname> <given-names>T.</given-names></name> <name><surname>Kleven</surname> <given-names>O.</given-names></name> <name><surname>Kreisinger</surname> <given-names>J.</given-names></name> <name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Omotoriogun</surname> <given-names>T. C.</given-names></name> <name><surname>Ottosson</surname> <given-names>U.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Sperm competition in tropical versus temperate zone birds</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>280</volume>:<fpage>2434</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2012.2434</pub-id>, PMID: <pub-id pub-id-type="pmid">23235706</pub-id></citation></ref>
<ref id="ref001"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Andersson</surname> <given-names>M.</given-names></name></person-group> (<year>1994</year>). <source>Sexual selection</source>. <publisher-name>Princeton University Press</publisher-name>.</citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Angelier</surname> <given-names>F.</given-names></name> <name><surname>Weimerskirch</surname> <given-names>H.</given-names></name> <name><surname>Dano</surname> <given-names>S.</given-names></name> <name><surname>Chastel</surname> <given-names>O.</given-names></name></person-group> (<year>2007</year>). <article-title>Age, experience and reproductive performance in a long-lived bird: a hormonal perspective</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>61</volume>, <fpage>611</fpage>&#x2013;<lpage>621</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-006-0290-1</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Armengol</surname> <given-names>M. F. L.</given-names></name> <name><surname>Sabino</surname> <given-names>G. A.</given-names></name> <name><surname>Forquera</surname> <given-names>J. C.</given-names></name> <name><surname>de la Casa</surname> <given-names>A.</given-names></name> <name><surname>Aisen</surname> <given-names>E. G.</given-names></name></person-group> (<year>2015</year>). <article-title>Sperm head ellipticity as a heat stress indicator in Australian merino rams (<italic>Ovis aries</italic>) in northern Patagonia, Argentina</article-title>. <source>Theriogenology</source> <volume>83</volume>, <fpage>553</fpage>&#x2013;<lpage>559.e2</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.theriogenology.2014.10.020</pub-id>, PMID: <pub-id pub-id-type="pmid">25443418</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Bates</surname> <given-names>D.</given-names></name> <name><surname>M&#x00E4;chler</surname> <given-names>M.</given-names></name> <name><surname>Bolker</surname> <given-names>B.</given-names></name> <name><surname>Walker</surname> <given-names>S.</given-names></name></person-group> (<year>2014</year>). <article-title>Fitting linear mixed-effects models using lme4</article-title>. <source>arXiv preprint</source>. doi: <pub-id pub-id-type="doi">10.48550/arXiv.1406.5823</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Birkhead</surname> <given-names>T. R.</given-names></name> <name><surname>Briskie</surname> <given-names>J. V.</given-names></name> <name><surname>M&#x00F8;ller</surname> <given-names>A. P.</given-names></name></person-group> (<year>1993</year>). <article-title>Male sperm reserves and copulation frequency in birds</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>32</volume>, <fpage>85</fpage>&#x2013;<lpage>93</lpage>. doi: <pub-id pub-id-type="doi">10.1007/BF00164040</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Birkhead</surname> <given-names>T. R.</given-names></name> <name><surname>M&#x00F8;ller</surname> <given-names>A. P.</given-names></name></person-group> (<year>1998</year>). <source>Sperm competition and sexual selection - 1st edition</source>. <edition>1998th</edition> Edn <publisher-name>Academic Press</publisher-name> Available at: <ext-link xlink:href="https://www.elsevier.com/books/sperm-competition-and-sexual-selection/birkhead/978-0-12-100543-6" ext-link-type="uri">https://www.elsevier.com/books/sperm-competition-and-sexual-selection/birkhead/978-0-12-100543-6</ext-link>.</citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Birkhead</surname> <given-names>T. R.</given-names></name> <name><surname>Pellatt</surname> <given-names>E. J.</given-names></name> <name><surname>Brekke</surname> <given-names>P.</given-names></name> <name><surname>Yeates</surname> <given-names>R.</given-names></name> <name><surname>Castillo-Juarez</surname> <given-names>H.</given-names></name></person-group> (<year>2005</year>). <article-title>Genetic effects on sperm design in the zebra finch</article-title>. <source>Nature</source> <volume>434</volume>, <fpage>383</fpage>&#x2013;<lpage>387</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature03374</pub-id>, PMID: <pub-id pub-id-type="pmid">15772662</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boschetto</surname> <given-names>C.</given-names></name> <name><surname>Gasparini</surname> <given-names>C.</given-names></name> <name><surname>Pilastro</surname> <given-names>A.</given-names></name></person-group> (<year>2011</year>). <article-title>Sperm number and velocity affect sperm competition success in the guppy (<italic>Poecilia reticulata</italic>)</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>65</volume>, <fpage>813</fpage>&#x2013;<lpage>821</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-010-1085-y</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bouwman</surname> <given-names>K. M.</given-names></name> <name><surname>van Dijk</surname> <given-names>R. E.</given-names></name> <name><surname>Wijmenga</surname> <given-names>J. J.</given-names></name> <name><surname>Komdeur</surname> <given-names>J.</given-names></name></person-group> (<year>2007</year>). <article-title>Older male reed buntings are more successful at gaining extrapair fertilizations</article-title>. <source>Anim. Behav.</source> <volume>73</volume>, <fpage>15</fpage>&#x2013;<lpage>27</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.anbehav.2006.01.031</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bowers</surname> <given-names>E. K.</given-names></name> <name><surname>Forsman</surname> <given-names>A. M.</given-names></name> <name><surname>Masters</surname> <given-names>B. S.</given-names></name> <name><surname>Johnson</surname> <given-names>B. G. P.</given-names></name> <name><surname>Johnson</surname> <given-names>L. S.</given-names></name> <name><surname>Sakaluk</surname> <given-names>S. K.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Increased extra-pair paternity in broods of aging males and enhanced recruitment of extra-pair young in a migratory bird</article-title>. <source>Evolution</source> <volume>69</volume>, <fpage>2533</fpage>&#x2013;<lpage>2541</lpage>. doi: <pub-id pub-id-type="doi">10.1111/evo.12746</pub-id>, PMID: <pub-id pub-id-type="pmid">26258950</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Calhim</surname> <given-names>S.</given-names></name> <name><surname>Birkhead</surname> <given-names>T. R.</given-names></name></person-group> (<year>2007</year>). <article-title>Testes size in birds: quality versus quantity&#x2014;assumptions, errors, and estimates</article-title>. <source>Behav. Ecol.</source> <volume>18</volume>, <fpage>271</fpage>&#x2013;<lpage>275</lpage>. doi: <pub-id pub-id-type="doi">10.1093/beheco/arl076</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Catry</surname> <given-names>P.</given-names></name> <name><surname>Phillips</surname> <given-names>R. A.</given-names></name> <name><surname>Phalan</surname> <given-names>B.</given-names></name> <name><surname>Croxall</surname> <given-names>J. P.</given-names></name></person-group> (<year>2006</year>). <article-title>Senescence effects in an extremely long-lived bird: the grey-headed albatross <italic>Thalassarche chrysostoma</italic></article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>273</volume>, <fpage>1625</fpage>&#x2013;<lpage>1630</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2006.3482</pub-id>, PMID: <pub-id pub-id-type="pmid">16769633</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clutton-Brock</surname> <given-names>T. H.</given-names></name></person-group> (<year>1984</year>). <article-title>Reproductive effort and terminal Investment in Iteroparous animals</article-title>. <source>Am. Nat.</source> <volume>123</volume>, <fpage>212</fpage>&#x2013;<lpage>229</lpage>. doi: <pub-id pub-id-type="doi">10.1086/284198</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cooper</surname> <given-names>E. B.</given-names></name> <name><surname>Bonnet</surname> <given-names>T.</given-names></name> <name><surname>Osmond</surname> <given-names>H. L.</given-names></name> <name><surname>Cockburn</surname> <given-names>A.</given-names></name> <name><surname>Kruuk</surname> <given-names>L. E. B.</given-names></name></person-group> (<year>2021</year>). <article-title>Aging and senescence across reproductive traits and survival in superb fairy-wrens (<italic>Malurus cyaneus</italic>)</article-title>. <source>Am. Nat.</source> <volume>197</volume>, <fpage>111</fpage>&#x2013;<lpage>127</lpage>. doi: <pub-id pub-id-type="doi">10.1086/711755</pub-id>, PMID: <pub-id pub-id-type="pmid">33417527</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cornwallis</surname> <given-names>C. K.</given-names></name> <name><surname>Dean</surname> <given-names>R.</given-names></name> <name><surname>Pizzari</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>Sex-specific patterns of aging in sexual ornaments and gametes</article-title>. <source>Am. Nat.</source> <volume>184</volume>, <fpage>E66</fpage>&#x2013;<lpage>E78</lpage>. doi: <pub-id pub-id-type="doi">10.1086/677385</pub-id>, PMID: <pub-id pub-id-type="pmid">25141150</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Costanzo</surname> <given-names>A.</given-names></name> <name><surname>Ambrosini</surname> <given-names>R.</given-names></name> <name><surname>Caprioli</surname> <given-names>M.</given-names></name> <name><surname>Gatti</surname> <given-names>E.</given-names></name> <name><surname>Parolini</surname> <given-names>M.</given-names></name> <name><surname>Canova</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Lifetime reproductive success, selection on lifespan, and multiple sexual ornaments in male European barn swallows</article-title>. <source>Evolution</source> <volume>71</volume>, <fpage>2457</fpage>&#x2013;<lpage>2468</lpage>. doi: <pub-id pub-id-type="doi">10.1111/evo.13312</pub-id>, PMID: <pub-id pub-id-type="pmid">28722759</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cramer</surname> <given-names>E.</given-names></name> <name><surname>Krauss</surname> <given-names>N.</given-names></name> <name><surname>Rowlison</surname> <given-names>T.</given-names></name> <name><surname>Comizzoli</surname> <given-names>P.</given-names></name></person-group> (<year>2020</year>). <article-title>Sperm morphology and male age in black-throated blue warblers, an ecological model system</article-title>. <source>Animals</source> <volume>10</volume>:<fpage>1175</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ani10071175</pub-id>, PMID: <pub-id pub-id-type="pmid">32664407</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cramer</surname> <given-names>E. R. A.</given-names></name> <name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Stensrud</surname> <given-names>E.</given-names></name> <name><surname>Rowe</surname> <given-names>M.</given-names></name> <name><surname>Haas</surname> <given-names>F.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Morphology-function relationships and repeatability in the sperm of <italic>passer</italic> sparrows: sparrow sperm morphology and function</article-title>. <source>J. Morphol.</source> <volume>276</volume>, <fpage>370</fpage>&#x2013;<lpage>377</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jmor.20346</pub-id>, PMID: <pub-id pub-id-type="pmid">25427840</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dean</surname> <given-names>R.</given-names></name> <name><surname>Cornwallis</surname> <given-names>C. K.</given-names></name> <name><surname>L&#x00F8;vlie</surname> <given-names>H.</given-names></name> <name><surname>Worley</surname> <given-names>K.</given-names></name> <name><surname>Richardson</surname> <given-names>D. S.</given-names></name> <name><surname>Pizzari</surname> <given-names>T.</given-names></name></person-group> (<year>2010</year>). <article-title>Male reproductive senescence causes potential for sexual conflict over mating</article-title>. <source>Curr. Biol.</source> <volume>20</volume>, <fpage>1192</fpage>&#x2013;<lpage>1196</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cub.2010.04.059</pub-id>, PMID: <pub-id pub-id-type="pmid">20579882</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>DuVal</surname> <given-names>E. H.</given-names></name></person-group> (<year>2012</year>). <article-title>Variation in annual and lifetime reproductive success of lance-tailed manakins: alpha experience mitigates effects of senescence on siring success</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>279</volume>, <fpage>1551</fpage>&#x2013;<lpage>1559</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2011.1840</pub-id>, PMID: <pub-id pub-id-type="pmid">22090386</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edme</surname> <given-names>A.</given-names></name> <name><surname>Zoba&#x010D;</surname> <given-names>P.</given-names></name> <name><surname>Korsten</surname> <given-names>P.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name> <name><surname>Schmoll</surname> <given-names>T.</given-names></name> <name><surname>Krist</surname> <given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Moderate heritability and low evolvability of sperm morphology in a species with high risk of sperm competition, the collared flycatcher <italic>Ficedula albicollis</italic></article-title>. <source>J. Evol. Biol.</source> <volume>2</volume>, <fpage>205</fpage>&#x2013;<lpage>217</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jeb.13404</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Evans</surname> <given-names>M. R.</given-names></name></person-group> (<year>2003</year>). <article-title>Survival of male scarlet-tufted malachite sunbirds (<italic>Nectarinia johnstoni</italic>) on Mount Kenya and the influence of ornamentation</article-title>. <source>Biol. J. Linn. Soc.</source> <volume>80</volume>, <fpage>125</fpage>&#x2013;<lpage>133</lpage>. doi: <pub-id pub-id-type="doi">10.1046/j.1095-8312.2003.00224.x</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Firman</surname> <given-names>R. C.</given-names></name> <name><surname>Simmons</surname> <given-names>L. W.</given-names></name></person-group> (<year>2010</year>). <article-title>Sperm midpiece length predicts sperm swimming velocity in house mice</article-title>. <source>Biol. Lett.</source> <volume>6</volume>, <fpage>513</fpage>&#x2013;<lpage>516</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rsbl.2009.1027</pub-id>, PMID: <pub-id pub-id-type="pmid">20147311</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fletcher</surname> <given-names>Q. E.</given-names></name> <name><surname>Selman</surname> <given-names>C.</given-names></name></person-group> (<year>2015</year>). <article-title>Aging in the wild: insights from free-living and non-model organisms</article-title>. <source>Exp. Gerontol.</source> <volume>71</volume>, <fpage>1</fpage>&#x2013;<lpage>3</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.exger.2015.09.015</pub-id>, PMID: <pub-id pub-id-type="pmid">26403678</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gasparini</surname> <given-names>C.</given-names></name> <name><surname>Marino</surname> <given-names>I. A. M.</given-names></name> <name><surname>Boschetto</surname> <given-names>C.</given-names></name> <name><surname>Pilastro</surname> <given-names>A.</given-names></name></person-group> (<year>2010</year>). <article-title>Effect of male age on sperm traits and sperm competition success in the guppy (<italic>Poecilia reticulata</italic>)</article-title>. <source>J. Evol. Biol.</source> <volume>23</volume>, <fpage>124</fpage>&#x2013;<lpage>135</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1420-9101.2009.01889.x</pub-id>, PMID: <pub-id pub-id-type="pmid">19912453</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Girndt</surname> <given-names>A.</given-names></name> <name><surname>Chng</surname> <given-names>C. W. T.</given-names></name> <name><surname>Burke</surname> <given-names>T.</given-names></name> <name><surname>Schroeder</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Male age is associated with extra-pair paternity, but not with extra-pair mating behavior</article-title>. <source>Sci. Rep.</source> <volume>8</volume>:<fpage>8378</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-018-26649-1</pub-id>, PMID: <pub-id pub-id-type="pmid">29849085</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Girndt</surname> <given-names>A.</given-names></name> <name><surname>Cockburn</surname> <given-names>G.</given-names></name> <name><surname>S&#x00E1;nchez-T&#x00F3;jar</surname> <given-names>A.</given-names></name> <name><surname>Hertel</surname> <given-names>M.</given-names></name> <name><surname>Burke</surname> <given-names>T.</given-names></name> <name><surname>Schroeder</surname> <given-names>J.</given-names></name></person-group> (<year>2019</year>). <article-title>Male age and its association with reproductive traits in captive and wild house sparrows</article-title>. <source>J. Evol. Biol.</source> <volume>32</volume>, <fpage>1432</fpage>&#x2013;<lpage>1443</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jeb.13542</pub-id>, PMID: <pub-id pub-id-type="pmid">31529748</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gomendio</surname> <given-names>M.</given-names></name> <name><surname>Roldan</surname> <given-names>E. R. S.</given-names></name></person-group> (<year>2008</year>). <article-title>Implications of diversity in sperm size and function for sperm competition and fertility</article-title>. <source>Int. J. Dev. Biol.</source> <volume>52</volume>, <fpage>439</fpage>&#x2013;<lpage>447</lpage>. doi: <pub-id pub-id-type="doi">10.1387/ijdb.082595mg</pub-id>, PMID: <pub-id pub-id-type="pmid">18649256</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hayward</surname> <given-names>A.</given-names></name> <name><surname>Gillooly</surname> <given-names>J. F.</given-names></name></person-group> (<year>2011</year>). <article-title>The cost of sex: quantifying energetic Investment in Gamete Production by males and females</article-title>. <source>PLoS One</source> <volume>6</volume>:<fpage>e16557</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0016557</pub-id>, PMID: <pub-id pub-id-type="pmid">21283632</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsu</surname> <given-names>Y.-H.</given-names></name> <name><surname>Schroeder</surname> <given-names>J.</given-names></name> <name><surname>Winney</surname> <given-names>I.</given-names></name> <name><surname>Burke</surname> <given-names>T.</given-names></name> <name><surname>Nakagawa</surname> <given-names>S.</given-names></name></person-group> (<year>2015</year>). <article-title>Are extra-pair males different from cuckolded males? A case study and a meta-analytic examination</article-title>. <source>Mol. Ecol.</source> <volume>24</volume>, <fpage>1558</fpage>&#x2013;<lpage>1571</lpage>. doi: <pub-id pub-id-type="doi">10.1111/mec.13124</pub-id>, PMID: <pub-id pub-id-type="pmid">25706253</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsu</surname> <given-names>Y.-H.</given-names></name> <name><surname>Simons</surname> <given-names>M. J. P.</given-names></name> <name><surname>Schroeder</surname> <given-names>J.</given-names></name> <name><surname>Girndt</surname> <given-names>A.</given-names></name> <name><surname>Winney</surname> <given-names>I. S.</given-names></name> <name><surname>Burke</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Age-dependent trajectories differ between within-pair and extra-pair paternity success</article-title>. <source>J. Evol. Biol.</source> <volume>30</volume>, <fpage>951</fpage>&#x2013;<lpage>959</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jeb.13058</pub-id>, PMID: <pub-id pub-id-type="pmid">28235138</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Humphreys</surname> <given-names>P. N.</given-names></name></person-group> (<year>1972</year>). <article-title>BRIEF OBSERVATIONS ON THE SEMEN AND SPERMATOZOA OF CERTAIN PASSERINE AND NON-PASSERINE BIRDS</article-title>. <source>Reproduction</source> <volume>29</volume>, <fpage>327</fpage>&#x2013;<lpage>336</lpage>. doi: <pub-id pub-id-type="doi">10.1530/jrf.0.0290327</pub-id>, PMID: <pub-id pub-id-type="pmid">4113685</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Immler</surname> <given-names>S.</given-names></name> <name><surname>Pitnick</surname> <given-names>S.</given-names></name> <name><surname>Parker</surname> <given-names>G. A.</given-names></name> <name><surname>Durrant</surname> <given-names>K. L.</given-names></name> <name><surname>L&#x00FC;pold</surname> <given-names>S.</given-names></name> <name><surname>Calhim</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Resolving variation in the reproductive tradeoff between sperm size and number</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>108</volume>, <fpage>5325</fpage>&#x2013;<lpage>5330</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1009059108</pub-id>, PMID: <pub-id pub-id-type="pmid">21402912</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Immler</surname> <given-names>S.</given-names></name> <name><surname>Pryke</surname> <given-names>S. R.</given-names></name> <name><surname>Birkhead</surname> <given-names>T. R.</given-names></name> <name><surname>Griffith</surname> <given-names>S. C.</given-names></name></person-group> (<year>2010</year>). <article-title>Pronounced within-individual plasticity in sperm morphometry across social environments</article-title>. <source>Evolution</source> <volume>64</volume>, <fpage>1634</fpage>&#x2013;<lpage>1643</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1558-5646.2009.00924.x</pub-id>, PMID: <pub-id pub-id-type="pmid">20015235</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jin</surname> <given-names>L.</given-names></name> <name><surname>Mi</surname> <given-names>Z. P.</given-names></name> <name><surname>Liao</surname> <given-names>W. B.</given-names></name></person-group> (<year>2016</year>). <article-title>Altitudinal variation in male reproductive investment in a polyandrous frog species (<italic>Hyla gongshanensis jingdongensis</italic>)</article-title>. <source>Anim. Biol.</source> <volume>66</volume>, <fpage>289</fpage>&#x2013;<lpage>303</lpage>. doi: <pub-id pub-id-type="doi">10.1163/15707563-00002505</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname> <given-names>O. R.</given-names></name> <name><surname>Scheuerlein</surname> <given-names>A.</given-names></name> <name><surname>Salguero-G&#x00F3;mez</surname> <given-names>R.</given-names></name> <name><surname>Camarda</surname> <given-names>C. G.</given-names></name> <name><surname>Schaible</surname> <given-names>R.</given-names></name> <name><surname>Casper</surname> <given-names>B. B.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Diversity of aging across the tree of life</article-title>. <source>Nature</source> <volume>505</volume>, <fpage>169</fpage>&#x2013;<lpage>173</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature12789</pub-id>, PMID: <pub-id pub-id-type="pmid">24317695</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kauz&#x00E1;lov&#x00E1;</surname> <given-names>T.</given-names></name> <name><surname>Tom&#x00E1;&#x0161;ek</surname> <given-names>O.</given-names></name> <name><surname>Mulder</surname> <given-names>E.</given-names></name> <name><surname>Verhulst</surname> <given-names>S.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name></person-group> (<year>2022</year>). <article-title>Telomere length is highly repeatable and shorter in individuals with more elaborate sexual ornamentation in a short-lived passerine</article-title>. <source>Mol. Ecol.</source> <volume>31</volume>, <fpage>6172</fpage>&#x2013;<lpage>6183</lpage>. doi: <pub-id pub-id-type="doi">10.1111/mec.16397</pub-id>, PMID: <pub-id pub-id-type="pmid">35150467</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kirkwood</surname> <given-names>T. B. L.</given-names></name></person-group> (<year>1977</year>). <article-title>Evolution of aging</article-title>. <source>Nature</source> <volume>270</volume>, <fpage>301</fpage>&#x2013;<lpage>304</lpage>. doi: <pub-id pub-id-type="doi">10.1038/270301a0</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kirkwood</surname> <given-names>T. B. L.</given-names></name> <name><surname>Rose</surname> <given-names>M. R.</given-names></name></person-group> (<year>1991</year>). <article-title>Evolution of senescence: late survival sacrificed for reproduction</article-title>. <source>Philos. Trans. R. Soc. Lond. B Biol. Sci.</source> <volume>332</volume>, <fpage>15</fpage>&#x2013;<lpage>24</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rstb.1991.0028</pub-id>, PMID: <pub-id pub-id-type="pmid">1677205</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kleven</surname> <given-names>O.</given-names></name> <name><surname>Foss&#x00F8;y</surname> <given-names>F.</given-names></name> <name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Robertson</surname> <given-names>R. J.</given-names></name> <name><surname>Rudolfsen</surname> <given-names>G.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name></person-group> (<year>2009</year>). <article-title>Comparative evidence for the evolution of sperm swimming speed by sperm competition and female sperm storage duration in passerine birds</article-title>. <source>Evolution</source> <volume>63</volume>, <fpage>2466</fpage>&#x2013;<lpage>2473</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1558-5646.2009.00725.x</pub-id>, PMID: <pub-id pub-id-type="pmid">19453726</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Knief</surname> <given-names>U.</given-names></name> <name><surname>Forstmeier</surname> <given-names>W.</given-names></name> <name><surname>Pei</surname> <given-names>Y.</given-names></name> <name><surname>Ihle</surname> <given-names>M.</given-names></name> <name><surname>Wang</surname> <given-names>D.</given-names></name> <name><surname>Martin</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>A sex-chromosome inversion causes strong overdominance for sperm traits that affect siring success</article-title>. <source>Nat. Ecol. Evol.</source> <volume>1</volume>, <fpage>1177</fpage>&#x2013;<lpage>1184</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41559-017-0236-1</pub-id>, PMID: <pub-id pub-id-type="pmid">29046576</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kuznetsova</surname> <given-names>A.</given-names></name> <name><surname>Brockhoff</surname> <given-names>P. B.</given-names></name> <name><surname>Christensen</surname> <given-names>R. H. B.</given-names></name></person-group> (<year>2017</year>). <article-title>lmerTest package: tests in linear mixed effects models</article-title>. <source>J. Stat. Softw.</source> <volume>82</volume>, <fpage>1</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.18637/jss.v082.i13</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>LaMunyon</surname> <given-names>C. W.</given-names></name> <name><surname>Ward</surname> <given-names>S.</given-names></name></person-group> (<year>1998</year>). <article-title>Larger sperm outcompete smaller sperm in the nematode <italic>Caenorhabditis elegans</italic></article-title>. <source>Proc. R. Soc. Lond. Ser. B Biol. Sci.</source> <volume>265</volume>, <fpage>1997</fpage>&#x2013;<lpage>2002</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.1998.0531</pub-id>, PMID: <pub-id pub-id-type="pmid">9821364</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Langen</surname> <given-names>K.</given-names></name> <name><surname>Bakker</surname> <given-names>T. C. M.</given-names></name> <name><surname>Baldauf</surname> <given-names>S. A.</given-names></name> <name><surname>Shrestha</surname> <given-names>J.</given-names></name> <name><surname>Th&#x00FC;nken</surname> <given-names>T.</given-names></name></person-group> (<year>2017</year>). <article-title>Effects of aging and inbreeding on the reproductive traits in a cichlid fish I: the male perspective</article-title>. <source>Biol. J. Linn. Soc.</source> <volume>120</volume>, <fpage>752</fpage>&#x2013;<lpage>761</lpage>. doi: <pub-id pub-id-type="doi">10.1093/biolinnean/blw002</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Foss&#x00F8;y</surname> <given-names>F.</given-names></name> <name><surname>Rudolfsen</surname> <given-names>G.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name></person-group> (<year>2008</year>). <article-title>Age-related variation in primary sexual characters in a passerine with male age-related fertilization success, the bluethroat <italic>Luscinia svecica</italic></article-title>. <source>J. Avian Biol.</source> <volume>39</volume>, <fpage>322</fpage>&#x2013;<lpage>328</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.0908-8857.2008.04178.x</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Kleven</surname> <given-names>O.</given-names></name> <name><surname>Foss&#x00F8;y</surname> <given-names>F.</given-names></name> <name><surname>Robertson</surname> <given-names>R. J.</given-names></name> <name><surname>Rudolfsen</surname> <given-names>G.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name></person-group> (<year>2010</year>). <article-title>Sperm quantity and quality effects on fertilization success in a highly promiscuous passerine, the tree swallow <italic>Tachycineta bicolor</italic></article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>64</volume>, <fpage>1473</fpage>&#x2013;<lpage>1483</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-010-0962-8</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lecomte</surname> <given-names>V. J.</given-names></name> <name><surname>Sorci</surname> <given-names>G.</given-names></name> <name><surname>Cornet</surname> <given-names>S.</given-names></name> <name><surname>Jaeger</surname> <given-names>A.</given-names></name> <name><surname>Faivre</surname> <given-names>B.</given-names></name> <name><surname>Arnoux</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Patterns of aging in the long-lived wandering albatross</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>107</volume>, <fpage>6370</fpage>&#x2013;<lpage>6375</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.0911181107</pub-id>, PMID: <pub-id pub-id-type="pmid">20308547</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lema&#x00EE;tre</surname> <given-names>J.-F.</given-names></name> <name><surname>Berger</surname> <given-names>V.</given-names></name> <name><surname>Bonenfant</surname> <given-names>C.</given-names></name> <name><surname>Douhard</surname> <given-names>M.</given-names></name> <name><surname>Gamelon</surname> <given-names>M.</given-names></name> <name><surname>Plard</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Early-late life trade-offs and the evolution of aging in the wild</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>282</volume>:<fpage>209</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2015.0209</pub-id>, PMID: <pub-id pub-id-type="pmid">25833848</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lema&#x00EE;tre</surname> <given-names>J.-F.</given-names></name> <name><surname>Gaillard</surname> <given-names>J.-M.</given-names></name></person-group> (<year>2017</year>). <article-title>Reproductive senescence: new perspectives in the wild</article-title>. <source>Biol. Rev.</source> <volume>92</volume>, <fpage>2182</fpage>&#x2013;<lpage>2199</lpage>. doi: <pub-id pub-id-type="doi">10.1111/brv.12328</pub-id>, PMID: <pub-id pub-id-type="pmid">28374548</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lema&#x00EE;tre</surname> <given-names>J.</given-names></name> <name><surname>Gaillard</surname> <given-names>J.</given-names></name> <name><surname>Ramm</surname> <given-names>S. A.</given-names></name></person-group> (<year>2020</year>). <article-title>The hidden aging costs of sperm competition</article-title>. <source>Ecol. Lett.</source> <volume>23</volume>, <fpage>1573</fpage>&#x2013;<lpage>1588</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ele.13593</pub-id>, PMID: <pub-id pub-id-type="pmid">32906225</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name> <name><surname>Kleven</surname> <given-names>O.</given-names></name> <name><surname>Foss&#x00F8;y</surname> <given-names>F.</given-names></name> <name><surname>Jacobsen</surname> <given-names>F.</given-names></name> <name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Rudolfsen</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>When older males sire more offspring&#x2014;increased attractiveness or higher fertility?</article-title> <source>Behav. Ecol. Sociobiol.</source> <volume>76</volume>:<fpage>61</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-022-03170-0</pub-id>, PMID: <pub-id pub-id-type="pmid">35535127</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name> <name><surname>Kleven</surname> <given-names>O.</given-names></name> <name><surname>Jacobsen</surname> <given-names>F.</given-names></name> <name><surname>McGraw</surname> <given-names>K. J.</given-names></name> <name><surname>Safran</surname> <given-names>R. J.</given-names></name> <name><surname>Robertson</surname> <given-names>R. J.</given-names></name></person-group> (<year>2011</year>). <article-title>Age before beauty? Relationships between fertilization success and age-dependent ornaments in barn swallows</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>65</volume>, <fpage>1687</fpage>&#x2013;<lpage>1697</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-011-1176-4</pub-id>, PMID: <pub-id pub-id-type="pmid">21949464</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Losdat</surname> <given-names>S.</given-names></name> <name><surname>Richner</surname> <given-names>H.</given-names></name> <name><surname>Blount</surname> <given-names>J. D.</given-names></name> <name><surname>Helfenstein</surname> <given-names>F.</given-names></name></person-group> (<year>2011</year>). <article-title>Immune activation reduces sperm quality in the great tit</article-title>. <source>PLoS One</source> <volume>6</volume>:<fpage>e22221</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0022221</pub-id>, PMID: <pub-id pub-id-type="pmid">21765955</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00FC;pold</surname> <given-names>S.</given-names></name> <name><surname>Birkhead</surname> <given-names>T. R.</given-names></name> <name><surname>Westneat</surname> <given-names>D. F.</given-names></name></person-group> (<year>2012</year>). <article-title>Seasonal variation in ejaculate traits of male red-winged blackbirds (<italic>Agelaius phoeniceus</italic>)</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>66</volume>, <fpage>1607</fpage>&#x2013;<lpage>1617</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-012-1415-3</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Medawar</surname> <given-names>P.</given-names></name></person-group> (<year>1952</year>). <source>An unsolved problem of biology</source>. ed. <person-group person-group-type="editor"><name><surname>Lewis</surname> <given-names>H. K.</given-names></name></person-group> (<publisher-loc>London</publisher-loc>).</citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Metzler</surname> <given-names>S.</given-names></name> <name><surname>Schrempf</surname> <given-names>A.</given-names></name> <name><surname>Heinze</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Individual- and ejaculate-specific sperm traits in ant males</article-title>. <source>J. Insect Physiol.</source> <volume>107</volume>, <fpage>284</fpage>&#x2013;<lpage>290</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jinsphys.2017.12.003</pub-id>, PMID: <pub-id pub-id-type="pmid">29273326</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meunier</surname> <given-names>L.</given-names></name> <name><surname>Sorci</surname> <given-names>G.</given-names></name> <name><surname>Abi Hussein</surname> <given-names>H.</given-names></name> <name><surname>Hingrat</surname> <given-names>Y.</given-names></name> <name><surname>Rehspringer</surname> <given-names>N.</given-names></name> <name><surname>Saint-Jalme</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Pre-but not post-meiotic senescence affects sperm quality and reproductive success in the north African houbara bustard</article-title>. <source>Front. Ecol. Evol.</source> <volume>10</volume>:<fpage>7184</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fevo.2022.977184</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mich&#x00E1;lkov&#x00E1;</surname> <given-names>R.</given-names></name> <name><surname>Tom&#x00E1;&#x0161;ek</surname> <given-names>O.</given-names></name> <name><surname>Ad&#x00E1;mkov&#x00E1;</surname> <given-names>M.</given-names></name> <name><surname>Kreisinger</surname> <given-names>J.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name></person-group> (<year>2019</year>). <article-title>Extra-pair paternity patterns in European barn swallows <italic>Hirundo rustica</italic> are best explained by male and female age rather than male ornamentation</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>73</volume>:<fpage>119</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-019-2725-5</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mossman</surname> <given-names>J.</given-names></name> <name><surname>Slate</surname> <given-names>J.</given-names></name> <name><surname>Humphries</surname> <given-names>S.</given-names></name> <name><surname>Birkhead</surname> <given-names>T.</given-names></name></person-group> (<year>2009</year>). <article-title>Sperm morphology and velocity are genetically codetermined in the zebra finch</article-title>. <source>Evolution</source> <volume>63</volume>, <fpage>2730</fpage>&#x2013;<lpage>2737</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1558-5646.2009.00753.x</pub-id>, PMID: <pub-id pub-id-type="pmid">19552737</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Opatov&#x00E1;</surname> <given-names>P.</given-names></name> <name><surname>Ihle</surname> <given-names>M.</given-names></name> <name><surname>Albrechtov&#x00E1;</surname> <given-names>J.</given-names></name> <name><surname>Tom&#x00E1;&#x0161;ek</surname> <given-names>O.</given-names></name> <name><surname>Kempenaers</surname> <given-names>B.</given-names></name> <name><surname>Forstmeier</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Inbreeding depression of sperm traits in the zebra finch <italic>Taeniopygia guttata</italic></article-title>. <source>Ecol. Evol.</source> <volume>6</volume>, <fpage>295</fpage>&#x2013;<lpage>304</lpage>. doi: <pub-id pub-id-type="doi">10.1002/ece3.1868</pub-id>, PMID: <pub-id pub-id-type="pmid">26811793</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parker</surname> <given-names>G. A.</given-names></name></person-group> (<year>1970</year>). <article-title>Sperm competition and its evolutionary consequences in the insects</article-title>. <source>Biol. Rev.</source> <volume>45</volume>, <fpage>525</fpage>&#x2013;<lpage>567</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-185X.1970.tb01176.x</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parker</surname> <given-names>G. A.</given-names></name></person-group> (<year>1982</year>). <article-title>Why are there so many tiny sperm? Sperm competition and the maintenance of two sexes</article-title>. <source>J. Theor. Biol.</source> <volume>96</volume>, <fpage>281</fpage>&#x2013;<lpage>294</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0022-5193(82)90225-9</pub-id>, PMID: <pub-id pub-id-type="pmid">7121030</pub-id></citation></ref>
<ref id="ref65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Partridge</surname> <given-names>L.</given-names></name> <name><surname>Barton</surname> <given-names>N. H.</given-names></name></person-group> (<year>1993</year>). <article-title>Optimally, mutation and the evolution of aging</article-title>. <source>Nature</source> <volume>362</volume>, <fpage>305</fpage>&#x2013;<lpage>311</lpage>. doi: <pub-id pub-id-type="doi">10.1038/362305a0</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pasqualotto</surname> <given-names>F. F.</given-names></name> <name><surname>Sobreiro</surname> <given-names>B. P.</given-names></name> <name><surname>Hallak</surname> <given-names>J.</given-names></name> <name><surname>Pasqualotto</surname> <given-names>E. B.</given-names></name> <name><surname>Lucon</surname> <given-names>A. M.</given-names></name></person-group> (<year>2005</year>). <article-title>Sperm concentration and normal sperm morphology decrease and follicle-stimulating hormone level increases with age</article-title>. <source>BJU Int.</source> <volume>96</volume>, <fpage>1087</fpage>&#x2013;<lpage>1091</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1464-410X.2005.05806.x</pub-id>, PMID: <pub-id pub-id-type="pmid">16225533</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perry</surname> <given-names>J. C.</given-names></name> <name><surname>Rowe</surname> <given-names>L.</given-names></name></person-group> (<year>2010</year>). <article-title>Condition-dependent ejaculate size and composition in a ladybird beetle</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>277</volume>, <fpage>3639</fpage>&#x2013;<lpage>3647</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2010.0810</pub-id>, PMID: <pub-id pub-id-type="pmid">20573622</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Preston</surname> <given-names>B. T.</given-names></name> <name><surname>Jalme</surname> <given-names>M. S.</given-names></name> <name><surname>Hingrat</surname> <given-names>Y.</given-names></name> <name><surname>Lacroix</surname> <given-names>F.</given-names></name> <name><surname>Sorci</surname> <given-names>G.</given-names></name></person-group> (<year>2011</year>). <article-title>Sexually extravagant males age more rapidly: sexually extravagant males age rapidly</article-title>. <source>Ecol. Lett.</source> <volume>14</volume>, <fpage>1017</fpage>&#x2013;<lpage>1024</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1461-0248.2011.01668.x</pub-id>, PMID: <pub-id pub-id-type="pmid">21806745</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="book"><person-group person-group-type="author"><collab id="coll1">R Core Team</collab></person-group> (<year>2020</year>). <source>R: A language and environment for statistical computing</source> <publisher-name>The R Development Core Team</publisher-name> <ext-link xlink:href="https://www.rproject.org/" ext-link-type="uri">https://www.rproject.org/</ext-link>.</citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Radwan</surname> <given-names>J.</given-names></name> <name><surname>Michalczyk</surname> <given-names>&#x0141;.</given-names></name> <name><surname>Prokop</surname> <given-names>Z.</given-names></name></person-group> (<year>2005</year>). <article-title>Age dependence of male mating ability and sperm competition success in the bulb mite</article-title>. <source>Anim. Behav.</source> <volume>69</volume>, <fpage>1101</fpage>&#x2013;<lpage>1105</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.anbehav.2004.09.006</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramm</surname> <given-names>S. A.</given-names></name> <name><surname>Stockley</surname> <given-names>P.</given-names></name></person-group> (<year>2009</year>). <article-title>Adaptive plasticity of mammalian sperm production in response to social experience</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>276</volume>, <fpage>745</fpage>&#x2013;<lpage>751</lpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2008.1296</pub-id>, PMID: <pub-id pub-id-type="pmid">18986975</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reid</surname> <given-names>J. M.</given-names></name> <name><surname>Bignal</surname> <given-names>E. M.</given-names></name> <name><surname>Bignal</surname> <given-names>S.</given-names></name> <name><surname>McCracken</surname> <given-names>D. I.</given-names></name> <name><surname>Monaghan</surname> <given-names>P.</given-names></name></person-group> (<year>2003</year>). <article-title>Age-specific reproductive performance in red-billed choughs <italic>Pyrrhocorax pyrrhocorax</italic>: patterns and processes in a natural population</article-title>. <source>J. Anim. Ecol.</source> <volume>72</volume>, <fpage>765</fpage>&#x2013;<lpage>776</lpage>. doi: <pub-id pub-id-type="doi">10.1046/j.1365-2656.2003.00750.x</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reimers</surname> <given-names>E.</given-names></name> <name><surname>Holmengen</surname> <given-names>N.</given-names></name> <name><surname>Mysterud</surname> <given-names>A.</given-names></name></person-group> (<year>2005</year>). <article-title>Life-history variation of wild reindeer (<italic>Rangifer tarandus</italic>) in the highly productive north Ottadalen region, Norway</article-title>. <source>J. Zool.</source> <volume>265</volume>, <fpage>53</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0952836904006041</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Robinson</surname> <given-names>M. R.</given-names></name> <name><surname>Pilkington</surname> <given-names>J. G.</given-names></name> <name><surname>Clutton-Brock</surname> <given-names>T. H.</given-names></name> <name><surname>Pemberton</surname> <given-names>J. M.</given-names></name> <name><surname>Kruuk</surname> <given-names>L. E. B.</given-names></name></person-group> (<year>2006</year>). <article-title>Live fast, die young: trade-offs between fitness components and sexually antagonistic selection on weaponry in Soay sheep</article-title>. <source>Evolution</source> <volume>60</volume>, <fpage>2168</fpage>&#x2013;<lpage>2181</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.0014-3820.2006.tb01854.x</pub-id>, PMID: <pub-id pub-id-type="pmid">17133873</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rowe</surname> <given-names>M.</given-names></name> <name><surname>Laskemoen</surname> <given-names>T.</given-names></name> <name><surname>Johnsen</surname> <given-names>A.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name></person-group> (<year>2013</year>). <article-title>Evolution of sperm structure and energetics in passerine birds</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>280</volume>:<fpage>2616</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2012.2616</pub-id>, PMID: <pub-id pub-id-type="pmid">23282997</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>S&#x00E6;tre</surname> <given-names>C. L. C.</given-names></name> <name><surname>Johnsen</surname> <given-names>A.</given-names></name> <name><surname>Stensrud</surname> <given-names>E.</given-names></name> <name><surname>Cramer</surname> <given-names>E. R. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Sperm morphology, sperm motility and paternity success in the bluethroat (<italic>Luscinia svecica</italic>)</article-title>. <source>PLoS One</source> <volume>13</volume>:<fpage>e0192644</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0192644</pub-id>, PMID: <pub-id pub-id-type="pmid">29509773</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sardell</surname> <given-names>R. J.</given-names></name> <name><surname>DuVal</surname> <given-names>E. H.</given-names></name></person-group> (<year>2014</year>). <article-title>Small and variable sperm sizes suggest low sperm competition despite multiple paternity in a lekking suboscine bird</article-title>. <source>Auk</source> <volume>131</volume>, <fpage>660</fpage>&#x2013;<lpage>671</lpage>. doi: <pub-id pub-id-type="doi">10.1642/AUK-14-38.1</pub-id></citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schiavone</surname> <given-names>R.</given-names></name> <name><surname>Zilli</surname> <given-names>L.</given-names></name> <name><surname>Storelli</surname> <given-names>C.</given-names></name> <name><surname>Vilella</surname> <given-names>S.</given-names></name></person-group> (<year>2012</year>). <article-title>Changes in hormonal profile, gonads and sperm quality of <italic>Argyrosomus regius</italic> (<italic>Pisces, Scianidae</italic>) during the first sexual differentiation and maturation</article-title>. <source>Theriogenology</source> <volume>77</volume>, <fpage>888</fpage>&#x2013;<lpage>898</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.theriogenology.2011.09.014</pub-id>, PMID: <pub-id pub-id-type="pmid">22153261</pub-id></citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schulte-Hostedde</surname> <given-names>A. I.</given-names></name> <name><surname>Millar</surname> <given-names>J. S.</given-names></name></person-group> (<year>2004</year>). <article-title>Intraspecific variation of testis size and sperm length in the yellow-pine chipmunk (<italic>Tamias amoenus</italic>): implications for sperm competition and reproductive success</article-title>. <source>Behav. Ecol. Sociobiol.</source> <volume>55</volume>, <fpage>272</fpage>&#x2013;<lpage>277</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00265-003-0707-z</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Simmons</surname> <given-names>L. W.</given-names></name></person-group> (<year>2012</year>). <article-title>Resource allocation trade-off between sperm quality and immunity in the field cricket, <italic>Teleogryllus oceanicus</italic></article-title>. <source>Behav. Ecol.</source> <volume>23</volume>, <fpage>168</fpage>&#x2013;<lpage>173</lpage>. doi: <pub-id pub-id-type="doi">10.1093/beheco/arr170</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Simmons</surname> <given-names>L. W.</given-names></name> <name><surname>Emlen</surname> <given-names>D. J.</given-names></name></person-group> (<year>2006</year>). <article-title>Evolutionary trade-off between weapons and testes</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>103</volume>, <fpage>16346</fpage>&#x2013;<lpage>16351</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.0603474103</pub-id>, PMID: <pub-id pub-id-type="pmid">17053078</pub-id></citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Snook</surname> <given-names>R. R.</given-names></name></person-group> (<year>2005</year>). <article-title>Sperm in competition: not playing by the numbers</article-title>. <source>Trends Ecol. Evol.</source> <volume>20</volume>, <fpage>46</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tree.2004.10.011</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stoffel</surname> <given-names>M. A.</given-names></name> <name><surname>Nakagawa</surname> <given-names>S.</given-names></name> <name><surname>Schielzeth</surname> <given-names>H.</given-names></name></person-group> (<year>2017</year>). <article-title>rptR: repeatability estimation and variance decomposition by generalized linear mixed-effects models</article-title>. <source>Methods Ecol. Evol.</source> <volume>8</volume>, <fpage>1639</fpage>&#x2013;<lpage>1644</lpage>. doi: <pub-id pub-id-type="doi">10.1111/2041-210X.12797</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>St&#x00F8;stad</surname> <given-names>H. N.</given-names></name> <name><surname>Rowe</surname> <given-names>M.</given-names></name> <name><surname>Johnsen</surname> <given-names>A.</given-names></name> <name><surname>Tom&#x00E1;&#x0161;ek</surname> <given-names>O.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name> <name><surname>Lifjeld</surname> <given-names>J. T.</given-names></name></person-group> (<year>2019</year>). <article-title>Sperm head abnormalities are associated with excessive omega-6 fatty acids in two finch species feeding on sunflower seeds</article-title>. <source>J. Avian Biol.</source> <volume>50</volume>:<fpage>2056</fpage>. doi: <pub-id pub-id-type="doi">10.1111/jav.02056</pub-id></citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Svobodov&#x00E1;</surname> <given-names>J.</given-names></name> <name><surname>Bauerov&#x00E1;</surname> <given-names>P.</given-names></name> <name><surname>Eli&#x00E1;&#x0161;</surname> <given-names>J.</given-names></name> <name><surname>Velov&#x00E1;</surname> <given-names>H.</given-names></name> <name><surname>Vinkler</surname> <given-names>M.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name></person-group> (<year>2018</year>). <article-title>Sperm variation in great tit males (<italic>Parus major</italic>) is linked to a haematological health-related trait, but not ornamentation</article-title>. <source>J. Ornithol.</source> <volume>159</volume>, <fpage>815</fpage>&#x2013;<lpage>822</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10336-018-1559-7</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tom&#x00E1;&#x0161;ek</surname> <given-names>O.</given-names></name> <name><surname>Albrechtov&#x00E1;</surname> <given-names>J.</given-names></name> <name><surname>N&#x011B;mcov&#x00E1;</surname> <given-names>M.</given-names></name> <name><surname>Opatov&#x00E1;</surname> <given-names>P.</given-names></name> <name><surname>Albrecht</surname> <given-names>T.</given-names></name></person-group> (<year>2017</year>). <article-title>Trade-off between carotenoid-based sexual ornamentation and sperm resistance to oxidative challenge</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>284</volume>:<fpage>20162444</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2016.2444</pub-id>, PMID: <pub-id pub-id-type="pmid">28123091</pub-id></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Uri&#x00F3;stegui-Acosta</surname> <given-names>M.</given-names></name> <name><surname>Hern&#x00E1;ndez-Ochoa</surname> <given-names>I.</given-names></name> <name><surname>S&#x00E1;nchez-Guti&#x00E9;rrez</surname> <given-names>M.</given-names></name> <name><surname>Pi&#x00F1;a-Guzm&#x00E1;n</surname> <given-names>B.</given-names></name> <name><surname>Rafael-V&#x00E1;zquez</surname> <given-names>L.</given-names></name> <name><surname>Sol&#x00ED;s-Heredia</surname> <given-names>M. J.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Methamidophos alters sperm function and DNA at different stages of spermatogenesis in mice</article-title>. <source>Toxicol. Appl. Pharmacol.</source> <volume>279</volume>, <fpage>391</fpage>&#x2013;<lpage>400</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.taap.2014.06.017</pub-id>, PMID: <pub-id pub-id-type="pmid">24998973</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van de Pol</surname> <given-names>M.</given-names></name> <name><surname>Verhulst</surname> <given-names>S.</given-names></name></person-group> (<year>2006</year>). <article-title>Age-dependent traits: a new statistical model to separate within- and between-individual effects</article-title>. <source>Am. Nat.</source> <volume>167</volume>, <fpage>766</fpage>&#x2013;<lpage>773</lpage>. doi: <pub-id pub-id-type="doi">10.1086/503331</pub-id>, PMID: <pub-id pub-id-type="pmid">16671020</pub-id></citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vega-Trejo</surname> <given-names>R.</given-names></name> <name><surname>Fox</surname> <given-names>R. J.</given-names></name> <name><surname>Iglesias-Carrasco</surname> <given-names>M.</given-names></name> <name><surname>Head</surname> <given-names>M. L.</given-names></name> <name><surname>Jennions</surname> <given-names>M. D.</given-names></name></person-group> (<year>2019</year>). <article-title>The effects of male age, sperm age and mating history on ejaculate senescence</article-title>. <source>Funct. Ecol.</source> <volume>33</volume>, <fpage>1267</fpage>&#x2013;<lpage>1279</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1365-2435.13305</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vladi&#x0107;</surname> <given-names>T. V.</given-names></name> <name><surname>Afzelius</surname> <given-names>B. A.</given-names></name> <name><surname>Bronnikov</surname> <given-names>G. E.</given-names></name></person-group> (<year>2002</year>). <article-title>Sperm quality as reflected through morphology in Salmon alternative life Histories1</article-title>. <source>Biol. Reprod.</source> <volume>66</volume>, <fpage>98</fpage>&#x2013;<lpage>105</lpage>. doi: <pub-id pub-id-type="doi">10.1095/biolreprod66.1.98</pub-id>, PMID: <pub-id pub-id-type="pmid">11751270</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Waheed</surname> <given-names>M. M.</given-names></name> <name><surname>Ghoneim</surname> <given-names>I. M.</given-names></name> <name><surname>Abdou</surname> <given-names>M. S. S.</given-names></name></person-group> (<year>2015</year>). <article-title>Morphometric characteristics of spermatozoa in the Arabian horse with regard to season, age, sperm concentration, and fertility</article-title>. <source>J. Equine Vet.</source> <volume>35</volume>, <fpage>244</fpage>&#x2013;<lpage>249</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jevs.2015.01.005</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Williams</surname> <given-names>G. C.</given-names></name></person-group> (<year>1957</year>). <article-title>Pleiotropy, natural selection, and the evolution of senescence</article-title>. <source>Evolution</source> <volume>11</volume>, <fpage>398</fpage>&#x2013;<lpage>411</lpage>. doi: <pub-id pub-id-type="doi">10.2307/2406060</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wolfson</surname> <given-names>A.</given-names></name></person-group> (<year>1952</year>). <article-title>The Cloacal protuberance: a means for determining breeding condition in live male passerines</article-title>. <source>Bird-Banding</source> <volume>23</volume>, <fpage>159</fpage>&#x2013;<lpage>165</lpage>. doi: <pub-id pub-id-type="doi">10.2307/4510381</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Wood</surname> <given-names>S. N.</given-names></name></person-group> (<year>2017</year>). <source>Generalized additive models: An introduction with R</source>. <edition>2nd ed.</edition> <publisher-loc>New York</publisher-loc>: <publisher-name>Chapman and Hall/CRC</publisher-name> doi:<pub-id pub-id-type="doi">10.1201/9781315370279</pub-id>.</citation></ref>
</ref-list>
</back>
</article>