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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.2023.1066022</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Timeless or tainted? The effects of male ageing on seminal fluid</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fricke</surname>
<given-names>Claudia</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1600065/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sanghvi</surname>
<given-names>Krish</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<xref rid="fn0011" ref-type="author-notes"><sup>&#x00A7;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Emery</surname>
<given-names>Mischa</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lindenbaum</surname>
<given-names>Ina</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wigby</surname>
<given-names>Stuart</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ramm</surname>
<given-names>Steven A.</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<xref rid="fn0002" ref-type="author-notes"><sup>&#x2021;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1933329/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sepil</surname>
<given-names>Irem</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="fn0002" ref-type="author-notes"><sup>&#x2021;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2114489/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Institute for Zoology, Halle University</institution>, <addr-line>Halle</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biology, University of Oxford</institution>, <addr-line>Oxford</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Ecology, Evolution and Behaviour, University of Liverpool</institution>, <addr-line>Liverpool</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>Evolutionary Biology, Bielefeld University</institution>, <addr-line>Bielefeld</addr-line>, <country>Germany</country></aff>
<aff id="aff5"><sup>5</sup><institution>UMR 6553, ECOBIO, Universit&#x00E9; de Rennes</institution>, <addr-line>Rennes</addr-line>, <country>France</country></aff>
<author-notes>
<fn id="fn0003" fn-type="edited-by"><p>Edited by: Jean-Francois Lemaitre, UMR5558 Biom&#x00E9;trie et Biologie Evolutive (LBBE), France</p></fn>
<fn id="fn0004" fn-type="edited-by"><p>Reviewed by: Matt Dean, University of Southern California, United States; Geoff A. Parker, University of Liverpool, United Kingdom</p></fn>
<corresp id="c001">&#x002A;Correspondence: Claudia Fricke, &#x02709; <email>claudia.fricke@zoologie.uni-halle.de</email></corresp>
<fn id="fn0001" fn-type="equal"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
<fn id="fn0002" fn-type="equal"><p><sup>&#x2021;</sup>These authors have contributed equally to this work and share senior authorship</p></fn>
<fn id="fn0011" fn-type="equal"><p><sup>&#x00A7;</sup>ORCID: Krish Sanghvi <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-5125-2983">http://orcid.org/0000-0002-5125-2983</ext-link></p></fn>
<fn id="fn0005" 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>22</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1066022</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Fricke, Sanghvi, Emery, Lindenbaum, Wigby, Ramm and Sepil.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Fricke, Sanghvi, Emery, Lindenbaum, Wigby, Ramm and Sepil</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>Reproductive ageing can occur due to the deterioration of both the soma and germline. In males, it has mostly been studied with respect to age-related changes in sperm. However, the somatic component of the ejaculate, seminal fluid, is also essential for maintaining reproductive function. Whilst we know that seminal fluid proteins (SFPs) are required for male reproductive success across diverse taxa, age-related changes in SFP quantity and composition are little understood. Additionally, only few studies have explored the reproductive ageing of the tissues that produce SFPs, and the resulting reproductive outcomes. Here we provide a systematic review of studies addressing how advancing male age affects the production and properties of seminal fluid, in particular SFPs and oxidative stress, highlighting many open questions and generating new hypotheses for further research. We additionally discuss how declines in function of different components of seminal fluid, such as SFPs and antioxidants, could contribute to age-related loss of reproductive ability. Overall, we find evidence that ageing results in increased oxidative stress in seminal fluid and a decrease in the abundance of various SFPs. These results suggest that seminal fluid contributes towards important age-related changes influencing male reproduction. Thus, it is essential to study this mostly ignored component of the ejaculate to understand male reproductive ageing, and its consequences for sexual selection and paternal age effects on offspring.</p>
</abstract>
<kwd-group>
<kwd>senescence</kwd>
<kwd>reproduction</kwd>
<kwd>ejaculates</kwd>
<kwd>seminal fluid</kwd>
<kwd>germline</kwd>
<kwd>oxidative damage</kwd>
<kwd>seminal fluid proteins</kwd>
</kwd-group>
<contract-num rid="cn2">FR 2973/11-1</contract-num>
<contract-num rid="cn3">2973/10-1</contract-num>
<contract-num rid="cn4">448589387</contract-num>
<contract-num rid="cn4">BB/T008881/1</contract-num>
<contract-num rid="cn5">DHF\R1\211084</contract-num>
<contract-num rid="cn6">BRR00060</contract-num>
<contract-num rid="cn7">BB/V015249/1</contract-num>
<contract-num rid="cn8">2600902</contract-num>
<contract-sponsor id="cn1">Deutsche Forschungsgemeinschaft<named-content content-type="fundref-id">10.13039/501100001659</named-content></contract-sponsor>
<contract-sponsor id="cn2">Heisenberg-Programm</contract-sponsor>
<contract-sponsor id="cn3">DFG</contract-sponsor>
<contract-sponsor id="cn4">Biotechnology and Biological Sciences Research Council (BBSRC) Fellowship</contract-sponsor>
<contract-sponsor id="cn5">Royal Society Dorothy Hodgkin Fellowship</contract-sponsor>
<contract-sponsor id="cn6">Wellcome Institutional Strategic Support Fund, University of Oxford</contract-sponsor>
<contract-sponsor id="cn7">BBSRC<named-content content-type="fundref-id">10.13039/501100000268</named-content></contract-sponsor>
<contract-sponsor id="cn8">MRC</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="141"/>
<page-count count="13"/>
<word-count count="12189"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Ageing is the time-dependent decline of an organism&#x2019;s biological function (<xref ref-type="bibr" rid="ref81">Monaghan et al., 2008</xref>), leading to reduced physiological abilities and ultimately death. Ageing results in numerous biological changes that include telomere shortening, accumulation of somatic mutations, loss of proteostasis, mitochondrial dysfunction, and disruption of nutrient sensing pathways (<xref ref-type="bibr" rid="ref23">Charlesworth, 1993</xref>; <xref ref-type="bibr" rid="ref63">Kirkwood, 2005</xref>; <xref ref-type="bibr" rid="ref72">L&#x00F3;pez-Ot&#x00ED;n et al., 2013</xref>). Organisms also tend to have a lower reproductive output at older compared to younger ages. However, the onset and rate of decline in female fertility varies considerably across taxa, depending on life-history strategies and ecologies of species (e.g., <xref ref-type="bibr" rid="ref69">Lema&#x00EE;tre et al., 2020b</xref>; <xref ref-type="bibr" rid="ref20">Campos et al., 2022</xref>), making it difficult to generalise patterns of ageing across the tree of life (<xref ref-type="bibr" rid="ref55">Jones et al., 2014</xref>).</p>
<p>Onset and rate of age-related biological decline and impaired reproductive function varies between males and females (<xref ref-type="bibr" rid="ref19">Bronikowski et al., 2022</xref>). There has been a long-standing focus on females in life-history research, and studies have only recently begun to consider male reproductive ageing (e.g., <xref ref-type="bibr" rid="ref38">Fricke and Koppik, 2019</xref>; <xref ref-type="bibr" rid="ref24">Comizzoli and Ottinger, 2021</xref>; <xref ref-type="bibr" rid="ref7">Archer et al., 2022</xref>). Evidence suggests that male reproductive ageing can affect male fertilizing ability (<xref ref-type="bibr" rid="ref92">Paul and Robaire, 2013</xref>; <xref ref-type="bibr" rid="ref3">Aich et al., 2021</xref>), influence female behavior (<xref ref-type="bibr" rid="ref29">Dean et al., 2010</xref>; <xref ref-type="bibr" rid="ref123">Vuarin et al., 2019</xref>), and lead to paternal effects on offspring (<xref ref-type="bibr" rid="ref28">Daxinger and Whitelaw, 2012</xref>). Male houbara bustards (<italic>Chlamydotis undulata</italic>), for example, produce fewer progeny as they age, and sons of old fathers have greatly reduced sperm numbers (<xref ref-type="bibr" rid="ref123">Vuarin et al., 2019</xref>, <xref ref-type="bibr" rid="ref124">2021</xref>). Other studies show that male ageing can lead to lower sperm quality (<xref ref-type="bibr" rid="ref43">Gasparini et al., 2010</xref>, <xref ref-type="bibr" rid="ref42">2014</xref>; <xref ref-type="bibr" rid="ref120">Velando et al., 2011</xref>; <xref ref-type="bibr" rid="ref25">Cornwallis et al., 2014</xref>; <xref ref-type="bibr" rid="ref106">Selvaratnam and Robaire, 2016</xref>; <xref ref-type="bibr" rid="ref82">Monaghan and Metcalfe, 2019</xref>; <xref ref-type="bibr" rid="ref119">Vega-Trejo et al., 2019</xref>; <xref ref-type="bibr" rid="ref118">Turnell and Reinhardt, 2020</xref>), and quantity (<xref ref-type="bibr" rid="ref53">Johnson et al., 2015</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Additionally, sperm from older males have lower success in sperm competition and fertilize fewer eggs than sperm from younger males, as seen in guppies (<italic>Poecilia reticulata</italic>, <xref ref-type="bibr" rid="ref40">Gasparini et al., 2019</xref>), zebra fish (<italic>Danio rerio</italic>, <xref ref-type="bibr" rid="ref57">Kanuga et al., 2011</xref>) and crickets (<italic>Acheta domesticus</italic>, <xref ref-type="bibr" rid="ref99">Reinhardt and Siva-Jothy, 2005</xref>). Sperm ageing can also affect the quality of offspring (<xref ref-type="bibr" rid="ref41">Gasparini et al., 2017</xref>), characterized by offspring lifespan (<xref ref-type="bibr" rid="ref132">Xie et al., 2018</xref>; <xref ref-type="bibr" rid="ref131">Wylde et al., 2019</xref>), telomere length (<xref ref-type="bibr" rid="ref17">Bouwhuis et al., 2018</xref>; <xref ref-type="bibr" rid="ref86">Noguera et al., 2018</xref>; <xref ref-type="bibr" rid="ref11">Bauch et al., 2019</xref>), development (<xref ref-type="bibr" rid="ref96">Preston et al., 2015</xref>), reproduction (<xref ref-type="bibr" rid="ref16">Bouwhuis et al., 2015</xref>; <xref ref-type="bibr" rid="ref124">Vuarin et al., 2021</xref>), and viability (<xref ref-type="bibr" rid="ref116">Tan et al., 2013</xref>). While most studies on male ageing have focused on sperm traits, only few have tested for changes in the quality and quantity of seminal fluid with age, and its resultant fitness outcomes. Therefore, whether the reported effects of male ageing are actually driven by changes in seminal fluid rather than just sperm are yet unknown.</p>
<p>Ejaculated sperm are usually surrounded by a cocktail of substances collectively called the seminal fluid (<xref ref-type="bibr" rid="ref95">Poiani, 2006</xref>; <xref ref-type="bibr" rid="ref50">Hopkins et al., 2017</xref>). These consist of somatic cells such as immune cells; macromolecules such as carbohydrates, vitamins, minerals; hormones; and seminal fluid proteins (SFPs). Seminal fluid (SF) in most species is made in specialized accessory reproductive cells, tissues, or glands, such as the prostate, seminal vesicle, bulbourethral, and ampullary glands in humans (<xref ref-type="bibr" rid="ref79">McGraw et al., 2015</xref>). SFPs have been shown to be especially crucial in male and female reproduction; they belong to a range of molecular classes such as antioxidants, lipases, lectins, proteases, and protease inhibitors and have been shown to have a diverse set of functions (<xref ref-type="bibr" rid="ref21">Chapman, 2001</xref>; <xref ref-type="bibr" rid="ref9">Avila et al., 2011</xref>; <xref ref-type="bibr" rid="ref93">Perry et al., 2013</xref>; <xref ref-type="bibr" rid="ref97">Ramm, 2020</xref>). For instance, SFPs facilitate normal sperm function (<xref ref-type="bibr" rid="ref130">Wolfner, 1997</xref>), aid sperm storage and male sperm competitiveness (<xref ref-type="bibr" rid="ref35">Fiumera et al., 2005</xref>, <xref ref-type="bibr" rid="ref36">2007</xref>; <xref ref-type="bibr" rid="ref44">Goenaga et al., 2015</xref>; <xref ref-type="bibr" rid="ref91">Patlar et al., 2020</xref>), maintain sperm viability (<xref ref-type="bibr" rid="ref30">den Boer et al., 2008</xref>, <xref ref-type="bibr" rid="ref31">2009</xref>; <xref ref-type="bibr" rid="ref62">King et al., 2011</xref>) and regulate sperm capacitation (<xref ref-type="bibr" rid="ref75">Manjunath and Th&#x00E9;rien, 2002</xref>). But SFPs can also act on attributes beyond sperm, for example, by affecting female reproductive behavior (<xref ref-type="bibr" rid="ref22">Chapman et al., 2003</xref>; <xref ref-type="bibr" rid="ref71">Liu and Kubli, 2003</xref>; <xref ref-type="bibr" rid="ref10">Bath et al., 2017</xref>). Indeed, seminal fluid has been shown to affect female immunity modulation (<xref ref-type="bibr" rid="ref109">Short and Lazzaro, 2010</xref>), investment in the mating partner&#x2019;s male function in hermaphrodites (<xref ref-type="bibr" rid="ref84">Nakadera et al., 2014</xref>), female egg-laying behavior (<xref ref-type="bibr" rid="ref22">Chapman et al., 2003</xref>; <xref ref-type="bibr" rid="ref71">Liu and Kubli, 2003</xref>), and mating plug formation to prevent female re-mating (<xref ref-type="bibr" rid="ref114">Stockley et al., 2020</xref>).</p>
<p>The germline is predicted to receive higher protection from somatic ageing (<xref ref-type="bibr" rid="ref74">Maklakov and Immler, 2016</xref>). Although seminal fluid is produced by somatic tissue it directly interacts with germ cells and thus could play an important role in facilitating interactions between somatic cells and the germline. This could have effects across the Weismann barrier (i.e., despite the germline and somatic tissue being separated early in development, changes in the soma could affect the germline or the next generation; <xref ref-type="bibr" rid="ref105">Sciamanna et al., 2019</xref>; <xref ref-type="bibr" rid="ref14">Bline et al., 2020</xref>). Knowing how seminal fluid changes with age and how this can influence sperm, offspring, and female physiological and behavioral responses to mating, in addition to understanding age-related changes in sperm, is essential to gain a complete picture of male reproductive ageing. Here, we first conduct a systematic review on how advancing male age influences the non-sperm components of the ejaculate (i.e., seminal fluid) across animals, and then discuss the impacts this might have on age-specific reproductive success. While the effects of male ageing on sperm have been reviewed elsewhere (e.g., <xref ref-type="bibr" rid="ref98">Reinhardt, 2007</xref>; <xref ref-type="bibr" rid="ref94">Pizzari et al., 2008</xref>; <xref ref-type="bibr" rid="ref82">Monaghan and Metcalfe, 2019</xref>), to our knowledge, this is the first systematic review of how advancing male age affects seminal fluid. As studies differ greatly in their biological and methodological factors, which can modulate or confound male ageing effects, we discuss their possible influence on the conclusions that are reached.</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Systematic review</title>
<sec id="sec3">
<label>2.1.</label>
<title>Literature search and data collection</title>
<p>To understand how male age affects seminal fluid, we conducted a literature search following PRISMA eco-evo guidelines (<xref ref-type="bibr" rid="ref88">O&#x2019;Dea et al., 2021</xref>). We used a search string for abstracts, titles, and keywords &#x201C;<italic>(sfp&#x002A; OR seminal fluid OR seminal plasma) AND (ageing OR age OR aging OR senescence)</italic>&#x201D; to identify studies which test how advancing male age affects seminal fluid, using two search engines: SCOPUS and Web of Science (WoS), on December 14<sup>th</sup> 2021, accessed through the University of Oxford server. The searches returned a total of 738 hits from WoS (year range: 1991 to 2021) and 620 from SCOPUS (year range: 1941 to 2021). After duplicate deletion, which was done using Rayyan (<xref ref-type="bibr" rid="ref89">Ouzzani et al., 2016</xref>), we obtained a total of 970 unique papers. We then screened the abstracts of these papers using pre-defined inclusion and exclusion criteria (see below), before screening the full-texts to obtain a final list of papers from which relevant data was extracted.</p>
<p>To be retained for full-text screening, the paper had to be a research article (not review or meta-analysis), on any animal, and measure a seminal fluid trait for males of different ages, judged from its abstract. We excluded studies during abstract screening if they were on the wrong topic, did not compare males of different ages, did not have clear ageing data, only covered a small proportion of lifespan (e.g., only included young males), did not measure seminal fluid traits, or only measured seminal fluid during maturation of males (i.e., during juvenile or pubertal stages). The initial screening of abstracts produced a total of 94 studies whose full texts were considered in more detail.</p>
<p>When assessing full texts, to be included in our analysis review, a study needed to: compare males of non-overlapping age groups, compare non-sperm components of the seminal fluid (like oxidative stress enzymes, proteins, hormones, lipids, and macro- or micronutrients), report sample sizes of males in each age group and exact ages (or range of ages) to which males in each age group belonged. We excluded studies whose full texts were not available (two studies), or which were not in English (three studies). We additionally conducted a scoping search on Google Scholar to obtain additional papers which might have been missed in our systematic screening and search. This was done by using the keywords &#x201C;seminal fluid protein + aging + ageing + senescence&#x201D; for each of the following taxa: &#x201C;bulls,&#x201D; &#x201C;insects,&#x201D; &#x201C;pigs,&#x201D; &#x201C;rodents,&#x201D; &#x201C;humans,&#x201D; &#x201C;birds,&#x201D; &#x201C;mammals,&#x201D; &#x201C;fish,&#x201D; and searching the first five search result pages for relevant studies.</p>
<p>From all studies which fulfilled our inclusion criteria, we collected information on how male age affected various non-sperm characteristics of the ejaculate, as described in the paper. Additionally, we collected data on factors which could modulate the influence of seminal fluid ageing, such as: male mating history (i.e., whether males were held as virgin or not prior to testing), at which ages males were sampled, what fraction of average lifespan was covered and sampling methodology. The fraction of average lifespan covered is likely to influence whether seminal fluid ageing is detected in a study because ageing trajectories are expected to follow a non-linear pattern, with senescence being more prominent in late-adult life (e.g., <xref ref-type="bibr" rid="ref55">Jones et al., 2014</xref>; <xref ref-type="bibr" rid="ref69">Lema&#x00EE;tre et al., 2020b</xref>).</p>
<p>Male mating history could influence the ageing of seminal fluid, such that if males are kept virgins, old males would have stored seminal fluid for longer durations, thus have more degraded SFPs and higher accumulation of oxidative damage than mated old males or virgin young males. On the other hand, old virgin males would accumulate higher quantities of SFPs than younger virgin males (<xref ref-type="bibr" rid="ref66">Koppik et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). If previously mated males are tested the quantity of seminal fluid produced would depend on the timing of the last mating, number of times the male mated in succession and its rate of replenishment, given that the abundance of SFPs within accessory tissues/glands decreases significantly immediately after a mating event (<xref ref-type="bibr" rid="ref48">Hopkins et al., 2019a</xref>; <xref ref-type="bibr" rid="ref108">Sepil et al., 2019</xref>). Furthermore, if mating history is not controlled for, then older males would have mated more times over their life (e.g., <xref ref-type="bibr" rid="ref3">Aich et al., 2021</xref>), and thus have undergone more rounds of SFP replenishment and thus potentially experienced a higher turnover of the glandular tissue producing the SFP than young males.</p>
<p>Male sampling methodology (if samples are collected longitudinally or cross-sectionally) can also have a large impact on the study outcome. Cross-sectional sampling of males makes age-dependent individual-level deterioration in ejaculate traits with advancing age harder to detect (<xref ref-type="bibr" rid="ref87">Nussey et al., 2013</xref>), especially if low-quality males selectively disappear (<xref ref-type="bibr" rid="ref600">Bouwhuis et al., 2009</xref>; <xref ref-type="bibr" rid="ref450">H&#x00E4;m&#x00E4;l&#x00E4;inen et al., 2014</xref>). This non-random age-dependent mortality could lead to biased sampling of males, where younger age classes would have higher variance and might bias estimates of averages in seminal fluid traits compared to old age classes. Thus, cross-sectional studies might underestimate male reproductive senescence, compared to longitudinal sampling measuring the same individuals at different ages.</p>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Summary of studies from the systematic review</title>
<p>Overall, we obtained data from 27 papers through our systematic searches, and seven additional papers from Google Scholar (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref> for the full list of included studies). Out of these 34 studies, 14 reported how male age affected SFPs (see <xref rid="tab1" ref-type="table">Table 1</xref>), although some of these studies reported changes in total protein content, while others, changes in specific SFPs only. 10 studies reported data on oxidative damage levels or anti-oxidants present in seminal fluid (henceforth collectively called &#x201C;oxidative stress,&#x201D; see <xref rid="tab2" ref-type="table">Table 2</xref>). Apart from these two components of the seminal fluid, a smaller fraction of studies assessed the concentration of lipids or lipoproteins (four studies), minerals/vitamins content (four studies), sugar content (two studies), or hormone concentrations (four studies) in the seminal plasma/ejaculate.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of studies testing the effect of male age on seminal fluid proteins across different taxa as found in the systematic search.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study</th>
<th align="left" valign="top">Species</th>
<th align="left" valign="top">Proportion LS sampled</th>
<th align="left" valign="top">Sample sizes</th>
<th align="left" valign="top">Changes observed in SFPs</th>
<th align="left" valign="top">Sampling</th>
<th align="left" valign="top">Mating history</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref15">Borziak et al. (2016)</xref>
</td>
<td align="left" valign="top"><italic>Gallus gallus</italic></td>
<td align="left" valign="top">1 to 7&#x2009;years out of 5.5 (avg in wild) and 18 (max)</td>
<td align="left" valign="top">16 total</td>
<td align="left" valign="top">Total of 1,141 SFPs identified, out of which nine changed with age&#x002A;velocity, and four with age only.<break/>Protein tyrosine phosphatase type IVA 1 was present in old males only.<break/>Young males had more of SPARC precursor, acetyl-CoA acetyltransferase cytosolic, and ras-related protein Rab-11B compared to old males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated but sexually rested</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref51">Inyawilert et al. (2019)</xref>
</td>
<td align="left" valign="top"><italic>Gallus gallus domesticus</italic></td>
<td align="left" valign="top">7 to 24&#x2009;months out of 60 (avg) and 112 (max) months</td>
<td align="left" valign="top">18 total</td>
<td align="left" valign="top">Proteins with light (72&#x2009;kDa) molecular weights decreased with increasing age.<break/>Mid-weight proteins (90&#x2009;kDa) increased with increasing age.<break/>Heavy proteins (140&#x2009;kDa) showed no significant change.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref500">Abou-Ahmed et al. (1993)</xref>
</td>
<td align="left" valign="top"><italic>Equus caballus</italic></td>
<td align="left" valign="top">7 to 25&#x2009;years out of 25 (avg) and 47 (max) years</td>
<td align="left" valign="top">53 total</td>
<td align="left" valign="top">Total seminal fluid protein content was highest in middle aged males, and lowest in the youngest and oldest age groups.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref129">Westfalewicz et al. (2021)</xref>
</td>
<td align="left" valign="top"><italic>Bos taurus</italic></td>
<td align="left" valign="top">2 to 4&#x2009;years out of 10 (avg) and 25 (max)</td>
<td align="left" valign="top">6 total</td>
<td align="left" valign="top">17 SFPs differed between young and old males.<break/>Older bulls had higher abundances of: glutathione; S-transferase omega 2 (GSTO2); PRDX5; PARK7; superoxide dismutase (SODC), compared to younger males.<break/>Younger bulls had higher amounts of: keratin, type II cytoskeletal 59&#x2009;kDa, component IV (K2C4); outer dense fiber protein 2 (ODF2); tektin-5 (TEKT5) and TBB2B compared to older bulls.</td>
<td align="left" valign="top">Longitudinal</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Fraser et al. (2016)</xref>
</td>
<td align="left" valign="top"><italic>Sus scrofa</italic></td>
<td align="left" valign="top">19 to 42&#x2009;months out of 66 (avg) and 264 (max) months</td>
<td align="left" valign="top">4 total</td>
<td align="left" valign="top">Overall content of seminal fluid proteins declined with age. Did not identify specific SFPs.</td>
<td align="left" valign="top">Longitudinal</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref56">Kant et al. (2019)</xref>
</td>
<td align="left" valign="top"><italic>Homo spaiens</italic></td>
<td align="left" valign="top">20 to 40&#x2009;years out of 72 (avg) and 120 (max) years</td>
<td align="left" valign="top">6 per age group</td>
<td align="left" valign="top">17 protein spots and 10 proteins differed between young and old groups (humans are known to contain ~3,000 SFPs).<break/>Glutaredoxin domain containing cysteine-rich protein-2, clusterin, serum albumin, translation initiation factor IF-2 like, ecto-ADP-ribosyltransferase 4, CB1 cannabinoid receptor-interacting protein 1, serotransferrin were found in higher abundance in older males compared to younger males.<break/>Alternative protein RRT-34 and protein Unc-119 homolog A were found in lower abundance in older age samples compared younger males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref111">Simmons et al. (2014)</xref>
</td>
<td align="left" valign="top"><italic>Teleogryllus oceanicus</italic></td>
<td align="left" valign="top">4 to 20&#x2009;days out of 74 (avg) and 135 (max) days</td>
<td align="left" valign="top">57 total</td>
<td align="left" valign="top">Total of 27 distinct SFPs identified.<break/>Total protein content did not vary with age.<break/>ToSfp014, ToSfp025, ToSfp007 (Trypsin-like serine protease), ToSfp017, ToSfp011, ToSfp026, ToSfp005 (Dipeptidase), ToSfp027 (apyrase), ToSfp001, ToSfp024 (carbonic anhydrase) increased with age.<break/>Other SFPs did not change significantly with age.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Virgins</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref65">Koppik and Fricke (2017)</xref>
</td>
<td align="left" valign="top"><italic>Drosophila melanogaster</italic></td>
<td align="left" valign="top">7 to 42&#x2009;days out of 45 (avg) and 110 (max) days</td>
<td align="left" valign="top">10 per age group</td>
<td align="left" valign="top">All five SFP genes tested decreased in expression with age: Acp26Aa, Acp29AB, Acp36DE, SP and Acp62F.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated and unmated treatments</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref107">Sepil et al. (2020)</xref>
</td>
<td align="left" valign="top"><italic>D. melanogaster</italic></td>
<td align="left" valign="top">7 to 35&#x2009;days out of 45 (avg) and 110 (max) days</td>
<td align="left" valign="top">80 per age group</td>
<td align="left" valign="top">117 SFPs identified, out of which 40 changed with age. Focused on six functionally important SFPs.<break/>Acp62F, Semp1, and Acp26Aa decreased with age.<break/>Acp70A [sex peptide], Acp36DE, and CG9997 showed no change with age.<break/>Age-related accumulation of SFPs in unmated males, but reduced transfer.<break/>No change in SFP abundance or transfer with age in frequently-mating males.<break/>Evidence of age related post-translational modifications in some SFPs.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated and unmated treatments</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref101">Rezaei et al. (2015)</xref>
</td>
<td align="left" valign="top"><italic>D. melanogaster</italic></td>
<td align="left" valign="top">2 to 53&#x2009;days out of 45 (avg) and 110 (max) days</td>
<td align="left" valign="top">20 per age group</td>
<td align="left" valign="top">Overall seminal fluid amount decreased with age. Did not measure specific SFPs.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Virgins</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref102">Ruhmann et al. (2018)</xref>
</td>
<td align="left" valign="top"><italic>D. melanogaster</italic></td>
<td align="left" valign="top">4 to 42&#x2009;days out of 45 (avg) and 110 (max) days</td>
<td align="left" valign="top">18 per age group</td>
<td align="left" valign="top">Measured two SFPs: sex peptide and ovulin. Sex peptide decreased in old males, ovulin levels did not change with age.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Mated</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref46">Herrera-Cruz et al. (2018)</xref>
</td>
<td align="left" valign="top"><italic>Anastrepha ludens</italic></td>
<td align="left" valign="top">8 d to 72&#x2009;days out of 50&#x2009;days (avg), 1&#x2009;year (max)</td>
<td align="left" valign="top">20 per age group</td>
<td align="left" valign="top">Old males had lower overall protein content in their testis (but not accessory glands) compared to young males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Virgins</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref77">Marshall et al. (2009)</xref>
</td>
<td align="left" valign="top"><italic>Allonemobius socius</italic></td>
<td align="left" valign="top">5 to 40&#x2009;days out of 35&#x2009;days (avg) and 100&#x2009;days (max)</td>
<td align="left" valign="top">42 total</td>
<td align="left" valign="top">Protein X (trypsin like serine protein) reduced with male age.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Virgins</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref104">Santhosh and Krishna (2013)</xref>
</td>
<td align="left" valign="top"><italic>Drosophila bipectinata</italic></td>
<td align="left" valign="top">2 to 47&#x2009;days out of 58&#x2009;days (avg) and 200&#x2009;days (max)</td>
<td align="left" valign="top">50 per age group</td>
<td align="left" valign="top">Overall SFP quantity increased with male age.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Virgins</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Proportion lifespan (LS) sampled is given in relation to reported average lifespan (avg) or maximum (max) recorded lifespan (sources for those numbers can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>) for each species.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary of studies found in the systematic literature search that focus on male-age dependent changes in antioxidants, oxidative stress biomarkers and reactive oxygen species in male ejaculates/seminal plasma.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study</th>
<th align="left" valign="top">Species</th>
<th align="left" valign="top">Proportion LS sampled</th>
<th align="left" valign="top">Sample sizes</th>
<th align="left" valign="top">Changes observed in oxidative stress</th>
<th align="left" valign="top">Sampling</th>
<th align="left" valign="top">Mating history</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref122">Vince et al. (2018)</xref>
</td>
<td align="left" valign="top"><italic>Bos taurus</italic></td>
<td align="left" valign="top">2 to 10&#x2009;years out of 10 (avg) and 25 (max)</td>
<td align="left" valign="top">9 young, 9 old</td>
<td align="left" valign="top">Antioxidants such as TSOD, MnSOD, CuZnSOD, TGSH, CAT all higher in young males. Oxidative stress was higher in old males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref2">Ahmad et al. (2020)</xref>
</td>
<td align="left" valign="top"><italic>Bos taurus</italic></td>
<td align="left" valign="top">3 to 10&#x2009;years out of 10 (avg) and 25 (max)</td>
<td align="left" valign="top">6 young, 6 old</td>
<td align="left" valign="top">Younger bulls had higher total antioxidants. For catalase and malondialdehyde, there was no sig. difference.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref73">Maji&#x0107; Bali&#x0107; et al. (2012)</xref>
</td>
<td align="left" valign="top"><italic>Bos taurus</italic></td>
<td align="left" valign="top">2 to 10&#x2009;years out of 10 (avg) and 25 (max)</td>
<td align="left" valign="top">9 young, 10 old</td>
<td align="left" valign="top">Season dependent changes in antioxidants: For total glutathione peroxidase (T-GSH-Px), young bulls had more in all seasons. For glutathione peroxidase (Se-GSH-Px), protein carbonyl content (PCC), young males had more in 3/4 seasons.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref61">Kelso et al. (1997)</xref>
</td>
<td align="left" valign="top"><italic>Bos taurus</italic></td>
<td align="left" valign="top">2 to 9&#x2009;years out of 10 (avg) and 25 (max)</td>
<td align="left" valign="top">4 in each of the three classes</td>
<td align="left" valign="top">For both antioxidants measured, glutathione peroxidase and superoxide dismutase, younger males had more than older males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref85">Noguera et al. (2012)</xref>
</td>
<td align="left" valign="top"><italic>Gallus gallus</italic></td>
<td align="left" valign="top">1 to 4&#x2009;years out of 5.5 (avg in wild) and 18 (max)</td>
<td align="left" valign="top">6 young, 15 old</td>
<td align="left" valign="top">Decrease in antioxidants such as -SH group of proteins, uric acid, vitA, vit C, vit E in old males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref32">El-Gindy and Zeweil (2017)</xref>
</td>
<td align="left" valign="top"><italic>Oryctolagus cuniculus</italic></td>
<td align="left" valign="top">9 to 42&#x2009;months out of 24&#x2009;months (avg) and 150&#x2009;months (max)</td>
<td align="left" valign="top">18 young, 18 old</td>
<td align="left" valign="top">Aspartate transaminase showed no significant change with age.<break/>Antioxidants decreased in old males.<break/>Oxidative stress marker malondialdehyde increased sig in old males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref59">Kara et al. (2019)</xref>
</td>
<td align="left" valign="top"><italic>Mus musculus</italic></td>
<td align="left" valign="top">3 to 24&#x2009;months out of 24 (avg) and 48 (max) months</td>
<td align="left" valign="top">14 young, 21 old</td>
<td align="left" valign="top">Antioxidants glutathione peroxidase and reductive glutathione decreased in older males.<break/>Oxidative stress marker malondialdehyde increased in old males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Fraser et al. (2016)</xref>
</td>
<td align="left" valign="top"><italic>Sus scrofa</italic></td>
<td align="left" valign="top">19 to 42&#x2009;months out of 66 (avg) and 264 (max) months</td>
<td align="left" valign="top">4 in total</td>
<td align="left" valign="top">Antiperoxidant activity lower in older animals.<break/>Antioxidant L-glutathione concentration peaked at mid age 19&#x2013;30 mo, and declined in older animals.</td>
<td align="left" valign="top">Longitudinal</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref125">Waheed et al. (2013)</xref>
</td>
<td align="left" valign="top"><italic>Equus caballus</italic></td>
<td align="left" valign="top">4 to 22&#x2009;years out of 25 (avg) and 47 (max) years</td>
<td align="left" valign="top">6 in each age group</td>
<td align="left" valign="top">Antioxidant glutathione peroxidase highest in middle aged males, and lower in oldest and youngest males.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref115">Takemura et al. (2014)</xref>
</td>
<td align="left" valign="top"><italic>Rattus norvegicus</italic></td>
<td align="left" valign="top">15 to 75&#x2009;weeks out of 124 (avg) and 187 (max) weeks</td>
<td align="left" valign="top">4 to 5 in each group</td>
<td align="left" valign="top">DJ-1 antioxidant decreased with age.<break/>Cu/ZnSOD antioxidant decreased with age.</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Unreported</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Proportion lifespan (LS) sampled is given in relation to reported average lifespan (avg) or maximum (max) recorded lifespan (sources for those numbers can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>) for each species.</p>
</table-wrap-foot>
</table-wrap>
<p>The low number of studies dedicated to male age-related changes in the seminal fluid is also reflected in the limited taxonomic breadth, with a strong focus on mammals (see <xref rid="fig1" ref-type="fig">Figure 1</xref>). Within mammals, studies were conducted on farm animals, humans, and laboratory rodents (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). For most studies, males were sampled up to around 80% of their average adult lifespan and 50% of their maximum adult lifespan (see <xref rid="tab1" ref-type="table">Tables 1</xref> and <xref rid="tab2" ref-type="table">2</xref> for lifespan sampled by studies; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref> for sources of lifespan measurements). Another caveat is that non-significant results might go unpublished and it is difficult to estimate this extent, though a number of studies in our set of papers report no changes with age, so we hope the bias is not strong. In the following review, we restricted our discussion to studies that tested for male age-related changes in SFPs and oxidative stress response, as these aspects of the seminal fluid were better represented compared to other ejaculatory components.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Phylogenetic distribution of all species in our review across 34 studies along with the number of studies on each. Species which had data reported for age-dependent changes in SFPs and oxidative stress are marked. Images to generate the figure were taken from the Open Tree of Life.</p>
</caption>
<graphic xlink:href="fevo-11-1066022-g001.tif"/>
</fig>
<sec id="sec5">
<label>2.2.1.</label>
<title>Age-dependent changes in SFPs</title>
<p>Many studies that measured accessory tissue/gland protein content found an overall decline in SFPs with male ageing (<xref ref-type="bibr" rid="ref101">Rezaei et al., 2015</xref>; <xref ref-type="bibr" rid="ref37">Fraser et al., 2016</xref>; <xref ref-type="bibr" rid="ref66">Koppik et al., 2018</xref>; see also <xref rid="tab1" ref-type="table">Table 1</xref>). However, this pattern becomes less clear when considering studies that quantified individual SFPs or overall compositional changes. Here, some SFPs increased (<xref ref-type="bibr" rid="ref104">Santhosh and Krishna, 2013</xref>; <xref ref-type="bibr" rid="ref111">Simmons et al., 2014</xref>; <xref ref-type="bibr" rid="ref15">Borziak et al., 2016</xref>; <xref ref-type="bibr" rid="ref51">Inyawilert et al., 2019</xref>; <xref ref-type="bibr" rid="ref56">Kant et al., 2019</xref>; <xref ref-type="bibr" rid="ref129">Westfalewicz et al., 2021</xref>), while others decreased in abundance (<xref ref-type="bibr" rid="ref77">Marshall et al., 2009</xref>; <xref ref-type="bibr" rid="ref101">Rezaei et al., 2015</xref>; <xref ref-type="bibr" rid="ref65">Koppik and Fricke, 2017</xref>; <xref ref-type="bibr" rid="ref46">Herrera-Cruz et al., 2018</xref>; <xref ref-type="bibr" rid="ref102">Ruhmann et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>; <xref ref-type="bibr" rid="ref129">Westfalewicz et al., 2021</xref>) with male age. Furthermore, in studies which analyzed the full proteome of the seminal fluid only a small proportion of SFPs changed with age (e.g., <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>).</p>
<p>Methodologies differed widely between studies, ranging from estimating changes in overall SFP content to reporting individual protein changes. Generally, studies which tended to report increases in SFPs with age (e.g., in <italic>Homo sapiens</italic>, <italic>Bos taurus</italic>, and <italic>Teleogryllus oceanicus</italic>) sampled &#x003C;50% of the average lifespan of the species (e.g., <xref ref-type="bibr" rid="ref111">Simmons et al., 2014</xref>; <xref ref-type="bibr" rid="ref56">Kant et al., 2019</xref>; <xref ref-type="bibr" rid="ref129">Westfalewicz et al., 2021</xref>). Hence, extending sampling to cover the entire average lifespan is crucial, especially when ageing trajectories are expected to follow a non-linear pattern, with senescence being more prominent in late-adult life.</p>
<p>Most studies on non-human mammals did not report male mating history (virgin or mated) prior to testing. In farm animal studies, older males are likely to have been mated as part of a breeding program, although this was not always explicitly stated. For studies on insects, males were primarily kept as virgins prior to testing. It is known that in <italic>D. melanogaster</italic>, age-related changes in SFPs depend on male mating history (<xref ref-type="bibr" rid="ref65">Koppik and Fricke, 2017</xref>; <xref ref-type="bibr" rid="ref66">Koppik et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Old unmated males transfer a lower abundance of SFPs in a first mating relative to young males, despite having a higher abundance of SFPs in storage, whereas old frequently mated males show no change in either transfer or storage (<xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Thus, mating history has the potential to influence the results reported in studies which do not control for it. We suggest future studies should adopt a fully factorial design to test for effects of mating history on seminal fluid ageing and use young and old males both as virgin and mated males, and ideally control for mating number.</p>
<p>In most studies, samples were acquired from the male directly (e.g., <italic>via</italic> dissection or masturbation), but whether this correctly represents what would be transferred to females in a natural ejaculate is uncertain, especially when males have the potential for strategic ejaculation (<xref ref-type="bibr" rid="ref128">Wedell et al., 2002</xref>). Moreover, the vast majority of studies were cross-sectional. It would be ideal to conduct longitudinal studies in species where males do not need to be sacrificed to extract their ejaculate and a large cohort of males can be followed across their lifetime.</p>
</sec>
<sec id="sec6">
<label>2.2.2.</label>
<title>Age-dependent changes in oxidative stress responses</title>
<p>Overall, the enzymes involved in protecting against oxidative damage decreased significantly in the seminal fluid with advancing male age (see <xref rid="tab2" ref-type="table">Table 2</xref>). The three studies that measured both enzyme abundance and oxidative stress in the seminal fluid found oxidative stress markers increased in older males. Specifically, all studies which measured antioxidant content in the seminal fluid (e.g., TSOD, MnSOD, CuZnSOD, TGSH, CAT) consistently reported a decline in older males compared to younger or middle-aged males. Additionally, an oxidative stress marker was found in higher quantities in older male seminal fluid compared to younger males in two studies (<xref ref-type="bibr" rid="ref32">El-Gindy and Zeweil, 2017</xref>; <xref ref-type="bibr" rid="ref59">Kara et al., 2019</xref>). Notably, all these oxidative stress studies used mammals, so we cannot judge whether this is a pattern also seen in other animal groups. None of these studies reported the mating history of the males, and only one study sampled males longitudinally (<xref ref-type="bibr" rid="ref37">Fraser et al., 2016</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec7" sec-type="discussions">
<label>3.</label>
<title>Discussion</title>
<p>Here, we systematically reviewed how the non-sperm components of the ejaculate (i.e., seminal fluid) changed with male age. Sperm ageing has been a major focus of previous studies, while seminal fluid has not been studied as extensively. This is highlighted by the limited number of studies and taxa found in our systematic review, with the majority of studies either probing at age-related changes in SFPs or oxidative stress. Below, we discuss how the age-dependent changes in seminal fluid components found in our systematic review might influence male reproductive ageing, suggest some hypotheses, and discuss why the omission of seminal fluid and its associated somatic tissue is an important oversight in evolutionary and ecological research.</p>
<sec id="sec8">
<label>3.1.</label>
<title>Seminal fluid protein ageing</title>
<p>We found some heterogeneity between studies in age-related SFP changes. This could be due to studies reporting quantitative changes in a set of proteins only (rather than all the proteins), or due to specific proteins responding differently to age based on their function or tissue-of-origin (<xref ref-type="bibr" rid="ref15">Borziak et al., 2016</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Proteomics techniques that quantify the whole ejaculate are needed to better elucidate these biological patterns and with the advance of molecular approaches and particularly proteomics, this will become ever more feasible for a range of taxa.</p>
<p>Confounding factors could also explain some of the inconsistencies observed between studies. For instance, male mating history could have a large influence on SFP quantity changes as explained in the methods section above. Another caveat in comparing studies is that males are not always sampled up to old age and so an important fraction of the ageing trajectory is missed. This could be a serious bias, potentially compounded by there being stronger selection to maintain functionality earlier in life, meaning realised phenotypes may in part represent compensatory adaptive responses to the onset of seminal fluid ageing. Disentangling age-related changes from compensatory responses would require sampling beyond the 50% average lifespan into older ages, when the latter responses are expected to wane as the strength of selection declines.</p>
<p>While studies in our review rarely directly discuss the functional importance of the changes in observed SFPs, below, we suggest testable hypotheses for how male seminal fluid ageing might have functional consequences. Overall, studies in our review show changes in specific SFP abundances which are known to influence male fertilization success as well as a variety of female responses. For instance, older male <italic>D. melanogaster</italic> are less able to delay female remating and stimulate egg laying compared to younger males (<xref ref-type="bibr" rid="ref65">Koppik and Fricke, 2017</xref>; <xref ref-type="bibr" rid="ref102">Ruhmann et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Similarly in <italic>Aedes aegypti</italic> mosquitoes, older males are less able to prevent female remating (<xref ref-type="bibr" rid="ref1">Agudelo et al., 2021</xref>). These responses are largely mediated by SFPs in <italic>D. melanogaster</italic> (<xref ref-type="bibr" rid="ref22">Chapman et al., 2003</xref>) and the expression of functionally important SFPs declines with age (<xref ref-type="bibr" rid="ref65">Koppik and Fricke, 2017</xref>). Therefore, it is possible that the decline in SFPs are driving the changes in female post-mating behavior. For instance, <xref ref-type="bibr" rid="ref107">Sepil et al. (2020)</xref> found a significant age-related increase in SFP abundances in the accessory glands of unmated males, but no change in SFP abundances in the accessory glands of frequently-mated males. Yet, the authors also found that female egg laying behavior and remating affinity changed as a function of male age following matings with spermless males, hence the seminal fluid alone does contribute to the decline in reproductive function with male age. SFP transfer data can partially explain these findings. While there is no age-related decline in SFP abundances in the accessory glands, old unmated males transferred a lower quantity of SFPs to females compared to younger unmated males. There was no age-related change in the quantity of SFPs transferred to females for frequently-mated males, so it is likely that changes in SFP quality rather than quantity explain the decline in reproductive function with age in this group of males.</p>
<p>Apart from affecting male ability to induce female post-mating responses, age-related changes in seminal fluid might also affect sperm traits. For example, in the jungle fowl <italic>Gallus gallus</italic>, age-related changes in proteins which affect sperm velocity were detected (<xref ref-type="bibr" rid="ref15">Borziak et al., 2016</xref>). Thus, the decreased ability of older males to gain paternity under sperm competition and fertilize eggs may be driven by changes in SFPs rather than changes in sperm <italic>per se</italic>.</p>
<p>While it can be difficult to pinpoint the precise changes responsible, it is becoming increasingly possible to manipulate the expression of individual SFPs to better understand how particular SFPs affect female post-mating behavior and sperm competition. For instance, using a combination of proteomics and RNAi, <xref ref-type="bibr" rid="ref77">Marshall et al. (2009)</xref> identified a single accessory gland-derived ejaculate protein in the ground cricket <italic>Allonemobius socius</italic> that influences female egg-laying and declines in expression with male age. Hence, this protein is a prime candidate to explain the waning ability of males to induce female egg laying as the male ages. However, the link between seminal fluid expression and female responses is not necessarily straightforward. RNAi knockdown studies in other taxa have demonstrated that suppressing the expression of individual SFPs can have both positive and negative impacts on fitness-relevant traits such as female fecundity (<xref ref-type="bibr" rid="ref133">Xu et al., 2013</xref>; <xref ref-type="bibr" rid="ref127">Weber et al., 2019</xref>), though this may in part reflect the difficulty of measuring fitness components under realistic conditions. A further limitation of many such knockdown or knockout studies is that they tend (often of necessity) to consider only one or a few seminal fluid proteins, whereas in reality the seminal fluid proteome is a highly integrated unit whose individual components co-vary in their expression (<xref ref-type="bibr" rid="ref80">Mohorianu et al., 2018</xref>; <xref ref-type="bibr" rid="ref90">Patlar et al., 2019</xref>).</p>
</sec>
<sec id="sec9">
<label>3.2.</label>
<title>Effects of male age on seminal fluid quantity versus quality</title>
<p>In addition to changes in the abundance of individual proteins or changes to the composition of the seminal proteome, ageing can potentially impact seminal fluid through alterations to protein quality. A loss of protein homeostasis &#x2013; proteostasis &#x2013; is a well-known feature of ageing, characterized by a failure of chaperones, stress-response factors, and protein degradation machinery to respond to stress and prevent protein misfolding (<xref ref-type="bibr" rid="ref67">Labbadia and Morimoto, 2014</xref>). The role of failing proteostasis in loss of SFP quality in ageing males is currently unclear but has the potential to impact ejaculate function.</p>
<p>Work in <italic>D. melanogaster</italic> suggests that factors other than SFP <italic>quantity</italic> may be responsible for the decline in seminal fluid-mediated functions with male age (<xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). Aged males, that are known to have compromised fertility and reduced seminal fluid function, still appear capable of levels of seminal proteome production and transfer that are similar to young males (<xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). However, several proteins in aged males show evidence of qualitative changes <italic>via</italic> mass shifts on Western blots (<xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>). While it remains to be investigated how widespread age-related changes in SFP quality are and what the functional consequences are, it nonetheless raises the possibility that a decline in SFP functionality with age is primarily related to proteostasis loss, rather than diminishing amounts of SFPs.</p>
</sec>
<sec id="sec10">
<label>3.3.</label>
<title>Ageing of seminal fluid producing reproductive tissues</title>
<p>While our systematic review showed general age-related declines in SFPs, how the somatic tissues which produce SFPs are affected by ageing across taxa still remains unclear. Generally, the size of prostates/accessory glands tends to increase as males grow older (<xref ref-type="bibr" rid="ref52">Jin et al., 1996</xref>; <xref ref-type="bibr" rid="ref8">Atalan et al., 1999</xref>; <xref ref-type="bibr" rid="ref101">Rezaei et al., 2015</xref>; <xref ref-type="bibr" rid="ref100">Reyes-Hern&#x00E1;ndez and P&#x00E9;rez-Staples, 2017</xref>), but shrinkage with age was also reported in few studies (<xref ref-type="bibr" rid="ref78">Mazeed and Mohanny, 2010</xref>; <xref ref-type="bibr" rid="ref104">Santhosh and Krishna, 2013</xref>). However, the overall size of the organ does not necessarily predict protein content, as found in <italic>A. ludens</italic> (<xref ref-type="bibr" rid="ref46">Herrera-Cruz et al., 2018</xref>) and <italic>D. bipectinata</italic> (<xref ref-type="bibr" rid="ref104">Santhosh and Krishna, 2013</xref>). In humans, the increase in prostate size is known as benign prostatic hyperplasia (<xref ref-type="bibr" rid="ref12">Berges and Oelke, 2011</xref>; <xref ref-type="bibr" rid="ref136">Zhang et al., 2013</xref>), however prostate size varies among ethnic groups and so does the rate of change with age (i.e., Bolivian Tsimane, <xref ref-type="bibr" rid="ref117">Trumble et al., 2015</xref>) or the occurrence of enlarged prostates in older males (<xref ref-type="bibr" rid="ref83">Mubenga et al., 2020</xref>). Some theory predicts that the enlargement of the prostate is a side-effect of cellular hyperfunction that causes ageing of this tissue (<xref ref-type="bibr" rid="ref13">Blagosklonny, 2021</xref>). The hyperfunction theory of ageing proposes that suboptimal nutrient-sensing molecular signaling in late-life causes ageing <italic>via</italic> excessive biosynthesis, as opposed to energy-tradeoffs (<xref ref-type="bibr" rid="ref70">Lind et al., 2019</xref>).</p>
</sec>
<sec id="sec11">
<label>3.4.</label>
<title>Impact of male age on oxidative stress</title>
<p>The studies we reviewed consistently found that antioxidant quantity in the seminal fluid decreases with increasing male age, while oxidative stress markers tend to increase in the seminal fluid as males age. Reactive oxygen species (ROS) are unstable, free radical compounds and are required for vital cellular processes (<xref ref-type="bibr" rid="ref34">Finkel and Holbrook, 2000</xref>; <xref ref-type="bibr" rid="ref45">Hajam et al., 2022</xref>), but can also be deleterious to cells. For instance ROS play a role in sperm activation and changing sperm motility, e.g., in humans (<xref ref-type="bibr" rid="ref6">Aitken et al., 2022</xref>) with the potential to influence male reproduction (<xref ref-type="bibr" rid="ref76">Mannucci et al., 2022</xref>). However, work in <italic>D. melanogaster</italic> shows that while older males have higher metabolic rates in their sperm, ROS production is actually lower in these sperm (<xref ref-type="bibr" rid="ref118">Turnell and Reinhardt, 2020</xref>).</p>
<p>Antioxidants, on the other hand, play a key role in stabilizing free radicals generated as part of cellular processes (<xref ref-type="bibr" rid="ref47">Hood et al., 2019</xref>), and an imbalance between antioxidants and ROS causes oxidative stress. Oxidative stress has been shown to influence sperm homeostasis and can cause sperm DNA damage thus affecting male fertility (<xref ref-type="bibr" rid="ref76">Mannucci et al., 2022</xref>) and has been shown to be key in regulating various intracellular pathways related to sperm, and activation of various sperm transcription factors (<xref ref-type="bibr" rid="ref5">Aitken and Baker, 2006</xref>; <xref ref-type="bibr" rid="ref103">Sabeti et al., 2016</xref>; <xref ref-type="bibr" rid="ref4">Aitken, 2017</xref>). Our review suggests that older males have lower antioxidant levels but higher oxidative stress markers in their seminal fluid, and thus may have higher oxidative stress than young males. The decline in antioxidants might indicate a tradeoff where ageing males cannot maintain optimal antioxidant levels if these are energetically costly.</p>
<p>The mechanisms for why older males have higher oxidative stress could be several. For instance, ROS from sperm could &#x201C;leak&#x201D; into seminal fluid or somatic cells which produce SF could accumulate more ROS damage over time in old versus young males. This increase in oxidative stress in older males could have severe hypothesized functional consequences, such as higher oxidative damage to sperm, or the fertilized egg, and reduced sperm performance, which can be tested by future studies. More studies are needed to disentangle the origin/cause of age-dependent changes in ROS production in seminal fluid, the consequences of scavenging by SF antioxidants, and the overall effects on sperm, male and female reproduction.</p>
</sec>
<sec id="sec12">
<label>3.5.</label>
<title>Factors that could influence seminal fluid ageing rates</title>
<p>Studies identified in our systematic literature review included only a few factors such as proportional lifespan sampled, male mating history and sampling of males to explain differences in seminal fluid ageing.</p>
<p>Besides these, other factors could be predicted to influence SF ageing. For instance, evidence for reproductive ageing has been shown to be stronger in laboratory and captive animals compared to wild ones (<xref ref-type="bibr" rid="ref87">Nussey et al., 2013</xref>; <xref ref-type="bibr" rid="ref134">Zajitschek et al., 2020</xref>; <xref ref-type="bibr" rid="ref58">Kappeler et al., 2022</xref>). Additionally, domestic animals, which were used in a majority of studies found in our systematic review, are kept in semi-controlled conditions and are killed off prior to reaching a senescent age (i.e., post their &#x201C;prime&#x201D;). Thus, evidence for reproductive senescence in the seminal fluid may be weaker in domestic animals, although in our review, we found evidence for seminal fluid senescence in both lab and domestic animals.</p>
<p>Other abiotic and biotic factors could influence seminal fluid ageing, such as a male&#x2019;s social environment. Both sperm and seminal fluid are highly plastic in their expression (reviewed in <xref ref-type="bibr" rid="ref93">Perry et al., 2013</xref>; and <xref ref-type="bibr" rid="ref97">Ramm, 2020</xref>). Males are known to invest more in seminal fluid production under more competitive environments, such as under high sperm competition (<xref ref-type="bibr" rid="ref49">Hopkins et al., 2019b</xref>), possibly at the cost of reduced later-life investment in reproduction (<xref ref-type="bibr" rid="ref68">Lema&#x00EE;tre et al., 2020a</xref>). The costs of ejaculate plasticity have been discussed before (see, e.g., <xref ref-type="bibr" rid="ref97">Ramm, 2020</xref>), but to our knowledge have not been tested, and whether these costs differ for old versus young males can be investigated in the future. Knowledge of costs could be one factor predicting ageing trajectories of seminal fluid. If seminal fluid production is costly and its continued production causes damage, then strong selection on early reproduction might be favoured and we would expect rapid ageing as a consequence. However, if seminal fluid production is cheap then factors such a sperm competition, male dominance and/ or female preferences might have more scope to shape ageing patterns. For example if old males are socially dominant and preferred by females they might face little competition and selection on seminal fluid is relaxed and thus ageing might arise. Conversely, if older males are more likely to experience sperm competition or female ejaculate rejection then there might be relatively high selection for seminal fluid competency late in life. Additionally, sperm production patterns, i.e., continuously versus one bout early in life, and whether sperm is the limiting factor might be important too, because supply and demand needs to be balanced between these different components through reproductive lifespan. To test these ideas knowledge of ejaculate ageing across a broad range of taxa with different reproductive patterns is necessary.</p>
<p>Mating systems can also influence ageing of seminal fluid. Ageing effects are expected to be more pronounced in polyandrous species where males are likely to invest more in their ejaculates (<xref ref-type="bibr" rid="ref121">Veltsos et al., 2022</xref>), due to facing a higher risk of sperm competition. However, the influence of sperm competition on male reproductive senescence likely depends on the life-history of a species. For example, in some species, males may preferentially invest resources in producing more SFPs early in life, and suffer faster rates of reproductive senescence later in life (see also <xref ref-type="bibr" rid="ref68">Lema&#x00EE;tre et al., 2020a</xref>). Older males in such species are often inferior in both pre- and postcopulatory competition (<xref ref-type="bibr" rid="ref54">Johnson and Gemmell, 2012</xref>; <xref ref-type="bibr" rid="ref40">Gasparini et al., 2019</xref>) and are discriminated against by females (<xref ref-type="bibr" rid="ref120">Velando et al., 2011</xref>; <xref ref-type="bibr" rid="ref101">Rezaei et al., 2015</xref>). Alternatively, species with increased levels of sperm competition may evolve increased investment in SF (<xref ref-type="bibr" rid="ref560">Immler et al., 2011</xref>; L&#x00FC;pold et al., 2020), which may reduce the rate of senescence in these ejaculate traits (<xref ref-type="bibr" rid="ref170">Delbarco-Trillo et al., 2018</xref>).</p>
<p>Abiotic factors such as nutrition could also impact the trajectory of ageing of the seminal fluid. Studies on male rats showed that both over- and undernutrition during pregnancy seem to lead to premature male reproductive ageing (reviewed in <xref ref-type="bibr" rid="ref135">Zambrano et al., 2021</xref>). This is because, at least in mammals, the early stages of development have an overall impact on health and quality of life during adulthood (developmental programming) with endocrine disruptors and maternal nutrition impacting developmental programming.</p>
</sec>
<sec id="sec13">
<label>3.6.</label>
<title>Male ageing effects on offspring fitness <italic>via</italic> seminal fluid</title>
<p>The impact of male age is not limited to his own and his mates&#x2019; reproductive success, but potentially extends to offspring fitness as well. Males are known to influence the fitness of their offspring through mechanisms other than the transmission of DNA (<xref ref-type="bibr" rid="ref27">Curley et al., 2011</xref>; <xref ref-type="bibr" rid="ref26">Crean and Bonduriansky, 2014</xref>). Advanced paternal age has been shown to shorten offspring lifespan, exacerbate ageing-related pathology and to alter offspring social behavior (<xref ref-type="bibr" rid="ref64">Kong et al., 2012</xref>; <xref ref-type="bibr" rid="ref18">Brenman-Suttner et al., 2018</xref>; <xref ref-type="bibr" rid="ref132">Xie et al., 2018</xref>). Classically, these impacts were believed to be due to the accumulation of <italic>de novo</italic> mutations in ageing germ cells. However, recent work suggests that non-genetic mechanisms, such as changes in methylation patterns or small non-coding RNA populations, are more likely to drive the intergenerational effects of ageing (<xref ref-type="bibr" rid="ref132">Xie et al., 2018</xref>). Importantly, it was recently suggested that seminal fluid might be an under-appreciated mediator of paternal effects (<xref ref-type="bibr" rid="ref110">Simmons, 2011</xref>; <xref ref-type="bibr" rid="ref126">Watkins et al., 2018</xref>; <xref ref-type="bibr" rid="ref33">Evans et al., 2019</xref>; <xref ref-type="bibr" rid="ref112">Simmons and Lovegrove, 2019</xref>, <xref ref-type="bibr" rid="ref113">2020</xref>; <xref ref-type="bibr" rid="ref60">Kek&#x00E4;l&#x00E4;inen et al., 2020</xref>), yet this has not yet been tested in a paternal ageing context.</p>
</sec>
</sec>
<sec id="sec14" sec-type="conclusions">
<label>4.</label>
<title>Conclusion</title>
<p>Despite the low number of studies found, our review is crucial in highlighting the gaps in our knowledge of seminal fluid ageing. Our review generates hypotheses on how ageing of seminal fluid could affect male and female fitness, and makes predictions for how various biological and methodological factors could modulate the effects of seminal fluid ageing. It further shows that ageing impacts the level of oxidative stress in the seminal fluid, and to some extent the abundance of SFPs in the ejaculate. We highlight how the age-dependent changes observed in the seminal fluid profile can affect male fitness. Additionally, we find that male ageing can alter expression or abundance of specific SFPs that regulate female post-mating behavior (<xref ref-type="bibr" rid="ref65">Koppik and Fricke, 2017</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>), oviposition rate (<xref ref-type="bibr" rid="ref77">Marshall et al., 2009</xref>), male sperm competition (<xref ref-type="bibr" rid="ref102">Ruhmann et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Sepil et al., 2020</xref>), response to oxidative stress (<xref ref-type="bibr" rid="ref56">Kant et al., 2019</xref>; <xref ref-type="bibr" rid="ref129">Westfalewicz et al., 2021</xref>), immune and antimicrobial function (<xref ref-type="bibr" rid="ref15">Borziak et al., 2016</xref>), and sperm velocity (<xref ref-type="bibr" rid="ref15">Borziak et al., 2016</xref>). Most research to date has been done on mammals and insects, specifically on species important for animal husbandry or biomedicine. Hence, broadening the taxonomic spread of future studies in general, and the inclusion of species with different mating systems in particular should be a priority.</p>
<p>We highlight how understanding reproductive ageing of sperm, but also of the seminal fluid and the tissues producing them can provide a better picture of male reproductive ageing. Any future research agenda must therefore include a more focused assessment of the downstream consequences of seminal fluid ageing on fitness-related traits, encompassing impacts on fertility, sperm competitive ability and effects on the resulting offspring. Future work should ideally study the non-sperm ejaculate components as a whole, together with changes in sperm as this will be key to advance our understanding of male reproductive ageing.</p>
</sec>
<sec id="sec15">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="sec16" sec-type="funding-information">
<title>Funding</title>
<p>SR&#x2019;s research on seminal fluids is supported by the Deutsche Forschungsgemeinschaft (DFG, project no. 448589387), while CF is supported by the Heisenberg-Programm (DFG, FR 2973/11-1) and IL by DFG grant (FR 2973/10-1 to CF). IS was supported by a Biotechnology and Biological Sciences Research Council (BBSRC) Fellowship (grant no. BB/T008881/1), a Royal Society Dorothy Hodgkin Fellowship (grant no. DHF\R1\211084), and a Wellcome Institutional Strategic Support Fund, University of Oxford (grant no. BRR00060). SW is supported by the BBSRC (grant no. BB/V015249/1) and ME received support from the MRC (project no. 2600902). Open access fees were covered by the publication fund at the University Library MLU Halle-Wittenberg.</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>
<sec id="sec18" 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.2023.1066022/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fevo.2023.1066022/full#supplementary-material</ext-link></p>
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<supplementary-material xlink:href="Table_2.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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