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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1232987</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2023.1232987</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Genetics and athletic performance: a systematic SWOT analysis of non-systematic reviews</article-title>
<alt-title alt-title-type="left-running-head">Konopka et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1232987">10.3389/fgene.2023.1232987</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Konopka</surname>
<given-names>Magdalena Johanna</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1877940/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sperlich</surname>
<given-names>Billy</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/115103/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rietjens</surname>
<given-names>Gerard</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1567968/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zeegers</surname>
<given-names>Maurice Petrus</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/823216/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Care and Public Health Research Institute</institution>, <institution>Maastricht University</institution>, <addr-line>Maastricht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Epidemiology</institution>, <institution>Maastricht University</institution>, <addr-line>Maastricht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Integrative and Experimental Exercise Science and Training</institution>, <institution>Institute of Sport Science</institution>, <institution>University of W&#xfc;rzburg</institution>, <addr-line>W&#xfc;rzburg</addr-line>, <country>Germany</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Human Physiology and Sports Physiotherapy Research Group</institution>, <institution>Vrije Universiteit Brussel</institution>, <addr-line>Brussels</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Nutrition and Translational Research in Metabolism</institution>, <institution>Maastricht University</institution>, <addr-line>Maastricht</addr-line>, <country>Netherlands</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/157877/overview">Manuel Corpas</ext-link>, University of Westminster, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/381631/overview">Cecilia Contreras-Cubas</ext-link>, National Institute of Genomic Medicine (INMEGEN), Mexico</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1094703/overview">Jo&#xe3;o Paulo L. F. Guilherme</ext-link>, University of S&#xe3;o Paulo, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Magdalena Johanna Konopka, <email>magdalena.konopka@maastrichtuniversity.nl</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1232987</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Konopka, Sperlich, Rietjens and Zeegers.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Konopka, Sperlich, Rietjens and Zeegers</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>Exercise genetics/genomics is a growing research discipline comprising several Strengths and Opportunities but also deals with Weaknesses and Threats. This &#x201c;systematic SWOT overview of non-systematic reviews&#x201d; (sSWOT) aimed to identify the Strengths, Weaknesses, Opportunities, and Threats linked to exercise genetics/genomics. A systematic search was conducted in the Medline and Embase databases for non-systematic reviews to provide a comprehensive overview of the current literature/research area. The extracted data was thematically analyzed, coded, and categorized into SWOT clusters. In the 45 included reviews five Strengths, nine Weaknesses, six Opportunities, and three Threats were identified. The cluster of Strengths included &#x201c;advances in technology&#x201d;, &#x201c;empirical evidence&#x201d;, &#x201c;growing research discipline&#x201d;, the &#x201c;establishment of consortia&#x201d;, and the &#x201c;acceptance/accessibility of genetic testing&#x201d;. The Weaknesses were linked to a &#x201c;low research quality&#x201d;, the &#x201c;complexity of exercise-related traits&#x201d;, &#x201c;low generalizability&#x201d;, &#x201c;high costs&#x201d;, &#x201c;genotype scores&#x201d;, &#x201c;reporting bias&#x201d;, &#x201c;invasive methods&#x201d;, &#x201c;research progress&#x201d;, and &#x201c;causality&#x201d;. The Opportunities comprised of &#x201c;precision exercise&#x201d;, &#x201c;omics&#x201d;, &#x201c;multicenter studies&#x201d;, as well as &#x201c;genetic testing&#x201d; as &#x201c;commercial&#x201d;-, &#x201c;screening&#x201d;-, and &#x201c;anti-doping&#x201d; detection tool. The Threats were related to &#x201c;ethical issues&#x201d;, &#x201c;direct-to-consumer genetic testing companies&#x201d;, and &#x201c;gene doping&#x201d;. This overview of the present state of the art research in sport genetics/genomics indicates a field with great potential, while also drawing attention to the necessity for additional advancement in methodological and ethical guidance to mitigate the recognized Weaknesses and Threats. The recognized Strengths and Opportunities substantiate the capability of genetics/genomics to make significant contributions to the performance and wellbeing of athletes.</p>
</abstract>
<kwd-group>
<kwd>athletes</kwd>
<kwd>exercise</kwd>
<kwd>genetics</kwd>
<kwd>genomics</kwd>
<kwd>SWOT analysis</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Human and Medical Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Current findings approximate the degree of genetic heritability contributing to athletic performance to be around 50%, wherein endurance-related traits demonstrate a range of 44%&#x2013;68% and strength-related traits present a range of 48%&#x2013;56%. (<xref ref-type="bibr" rid="B133">Zempo et al., 2017</xref>; <xref ref-type="bibr" rid="B74">Miyamoto-Mikami et al., 2018</xref>) Accordingly, other factors such as environment, different training methods, diets, etc. account for the remaining variation of performance between athletes. Furthermore, it is important to note that environmental factors have the potential to modulate gene expression, without inducing modifications in the underlying genetic code. This phenomenon, commonly referred to as epigenetics, plays a pivotal role in regulating various physiological processes. (<xref ref-type="bibr" rid="B126">Widmann et al., 2019</xref>)</p>
<p>The genetic code is a &#x201c;set of rules&#x201d; to define how deoxyribonucleic acid (DNA) is translated into amino acids, the building blocks of proteins. DNA consists of four nucleotides: Adenine, Thymine, Cytosine, and Guanine. (<xref ref-type="bibr" rid="B73">Minchin and Lodge, 2019</xref>) A genetic variant describes different variants of a particular DNA sequence, and the most common type involves the substitution of a single nucleotide, known as Single-Nucleotide Variants (SNVs). (<xref ref-type="bibr" rid="B97">Robert and Pelletier, 2018</xref>) Genetic variants contribute to different observable characteristics of individuals (i.e., phenotypes or traits) such as muscle fiber distribution.</p>
<p>A good example for describing the involvement of genes in exercise is the ACTN3 gene. This gene codes for the alpha-actinin-3 protein, which is responsible for producing forceful muscle contractions. (<xref ref-type="bibr" rid="B55">Houweling et al., 2018</xref>) A stop-codon variant (rs1815739; R577X) results in a non-functional protein (i.e., XX genotype) and individuals carrying this genotype lack the ACTN3 protein. In contrast, the R allele (i.e., RX or RR genotype) results in a functional ACTN3 protein. Interestingly, power and strengths athletes more frequently possess the functional protein when compared to endurance athletes. (<xref ref-type="bibr" rid="B30">Del Coso et al., 2019</xref>; <xref ref-type="bibr" rid="B9">Baltazar-Martins et al., 2020</xref>) Therefore, the R allele has been linked to power/strengths sports and the XX genotype to endurance sports.</p>
<p>One aim of identifying exercise-related variants is the implementation of &#x201c;precision exercise&#x201d;, following precision medicine. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Precision approaches to training and lifestyle interventions consider the inherent individual differences in genes, environmental factors, and lifestyle, in order to eschew generic and uniform &#x201c;one size fits all&#x201d; approaches. Instead, personalized and tailored training regimens and lifestyle interventions aim to optimize performance and/or health outcomes, (<xref ref-type="bibr" rid="B93">Ramaswami et al., 2018</xref>), reduce the risk of injury, and identify potential areas of talent in each unique individual. (<xref ref-type="bibr" rid="B76">Montalvo et al., 2017</xref>; <xref ref-type="bibr" rid="B98">Ross et al., 2019</xref>)</p>
<p>In 1998, the first gene (ACE gene) for explaining athletic performance was identified. (<xref ref-type="bibr" rid="B77">Montgomery et al., 1998</xref>) At that time, scientists sought to discover the sports gene. Instead, hundreds of variants were found, which likely altogether contribute to athletic performance. Hence, athletic performance is considered a complex trait regulated by the presence of many variants, gene-by-gene, and gene-by-environment interactions, as well as epigenetic influences ultimately challenging the investigation of complex traits. (<xref ref-type="bibr" rid="B100">Rowe and Tenesa, 2012</xref>; <xref ref-type="bibr" rid="B31">Ehlert et al., 2013</xref>)</p>
<p>However, the advent of next-generation sequencing techniques and the integration of molecular methodologies have facilitated the emergence of a comprehensive research paradigm, known as &#x201c;multi-omics.&#x201d; This approach allows for the examination of complex traits through a holistic lens, thereby enabling a more thorough investigation of biological phenomena. (<xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>) Nowadays, it is well known that intricate molecular networks underlie exercise-related traits and genomics may explain a large amount of the variance observed in exercise-related traits. (<xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B41">Ginevi&#x10d;ien&#x117; et al., 2022</xref>)</p>
<p>By 2021, more than 220 variants have been linked to various exercise-related traits (e.g., elite athlete status, endurance, strength, power, speed, recovery, injury, etc.). (<xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B1">Ahmetov et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Ahmetov et al., 2022</xref>; <xref ref-type="bibr" rid="B108">Silva et al., 2022</xref>) Moreover, genotype scores and prediction models for personalized training strategies have been developed and implemented. (<xref ref-type="bibr" rid="B47">Guilherme and Lancha, 2020</xref>; <xref ref-type="bibr" rid="B92">Pranckeviciene et al., 2021</xref>; <xref ref-type="bibr" rid="B130">Yang et al., 2021</xref>) In recent times, private direct-to-consumer genetic testing companies sell online sport-related genetic tests. (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) These companies employ marketing claims, such as the following: &#x201c;To reach the top in the sporting world, it is not enough to train hard; you have to train intelligently, to know yourself and how genetics influences sport is the best starting point&#x201d; (<ext-link ext-link-type="uri" xlink:href="http://www.24genetics.com">www.24genetics.com</ext-link>). These assertions may seem appealing to athletes seeking to improve their performance. However, the field of exercise genetics/genomics is not free of challenges and potential drawbacks. These include issues such as small sample sizes, inconsistent findings, and ethical concerns surrounding gene doping involving the manipulation of genetic material to enhance athletic performance. (<xref ref-type="bibr" rid="B24">Cantelmo et al., 2020</xref>) In conclusion, exercise genetics deals with many &#x201c;Strengths&#x201d;, &#x201c;Weaknesses&#x201d;, &#x201c;Opportunities&#x201d;, and &#x201c;Threats&#x201d; (SWOTs).</p>
<p>A SWOT analysis identifies current strengths, future opportunities, areas of weakness that require attention, and potential threats. It allows to assess the progress of a certain topic at a certain point in time, identifies research gaps, and offers future directions. (<xref ref-type="bibr" rid="B52">Helms and Nixon, 2010</xref>) As such, a SWOT analysis is an efficient and powerful tool to generate meaningful information for strategic decision-making and to guide the development of future effective action plans. (<xref ref-type="bibr" rid="B29">de-Madaria et al., 2022</xref>) In addition, numerous systematic (e.g., systematic reviews/meta-analysis) and non-systematic (e.g., opinion papers, commentaries, narrative reviews, scoping reviews) publications have summarized the evidence of exercise genetics/genomics. Non-systematic reviews are considered an important tool for examining different theoretical conceptualizations, constructs, and/or relationships. (<xref ref-type="bibr" rid="B12">Baumeister and Prinstein, 2013</xref>) The fusion of existing reviews allows a synthesis of current evidence thereby stimulating a broader comprehension of research questions. (<xref ref-type="bibr" rid="B38">Gates et al., 2020</xref>) To our knowledge, within the exercise genetic/genomic literature, no &#x201c;overview of non-systematic reviews&#x201d; about &#x201c;Strengths&#x201d;, &#x201c;Weaknesses&#x201d;, &#x201c;Opportunities&#x201d;, and &#x201c;Threats&#x201d; exists. We therefore aimed to comprise an overview of non-systematic reviews to highlight the current Strengths, Weaknesses, Opportunities, and Threats of exercise genetics/genomics.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Study design, reporting guidelines, research protocol</title>
<p>In this &#x201c;systematic SWOT overview of non-systematic reviews&#x201d; (sSWOT), we summarized the i) Strengths, ii) Weaknesses, iii) Opportunities, and iv) Threats of this topic. The &#x201c;Reporting guideline for overviews of reviews of healthcare interventions: development of the PRIOR statement guidelines&#x201d; has recently been published (2022). (<xref ref-type="bibr" rid="B39">Gates et al., 2022</xref>) Since this guideline was established for overviews of systematic reviews focusing on healthcare interventions these standards are not applicable for our purpose. Hence, we followed the &#x201c;reporting checklist for overviews of reviews&#x201d; developed by Onishi and Furukawa in 2016 (<xref ref-type="bibr" rid="B82">Onishi and Furukawa, 2016</xref>) (see electronic <xref ref-type="sec" rid="s10">Supplementary Material</xref> (ESM) 1 for the checklist). Sometimes, overview of reviews are also referred to as &#x201c;meta-reviews&#x201d;, &#x201c;reviews of reviews,&#x201d; or &#x201c;umbrella reviews&#x201d;. (<xref ref-type="bibr" rid="B111">Tsagris and Fragkos, 2016</xref>) The research protocol is based on the &#x201c;preferred reporting items for systematic review and meta-analysis protocols&#x201d; (PRISMA-P) and accessible at the open science framework (DOI 10.17605/OSF.IO/TVKUM).</p>
</sec>
<sec id="s2-2">
<title>2.2 Search strategy and eligibility criteria</title>
<p>We performed a systematic literature search, in accordance with the PRISMA-S guidelines (<xref ref-type="bibr" rid="B96">Rethlefsen et al., 2021</xref>) on 19<sup>th</sup> of May 2022 by searching the Medline and Embase databases. The search was updated on 8<sup>th</sup> of January 2023. We employed the following search terms: athlete, athletic, exercise, genetics, and genomics. We applied the &#x201c;review&#x201d; filter to increase the precision of the search results (<xref ref-type="bibr" rid="B36">Franco et al., 2020</xref>; <xref ref-type="bibr" rid="B102">Salvador-Oliv&#xe1;n et al., 2021</xref>) and limited the search to &#x201c;title&#x201d; and &#x201c;abstracts&#x201d; only with no date restriction. ESM 2 displays the full search strategy. Non-systematic reviews (e.g., narrative and scoping reviews, commentaries, or opinion papers) in English with the topic of exercise genetics/genomics were eligible for inclusion. We excluded reviews aiming at specific sport disciplines and/or genetic variants or genes (e.g., injury, nutrition, speed, ACE, ACTN3, etc.). Furthermore, systematic reviews, primary studies, animal studies, conference abstracts, and case studies were also excluded. The retrieved reviews were extracted to Endnote (Clarivate Analytics, Philadelphia, Pennsylvania, United States) and automatically screened for duplicates. The title and abstract were screened by one reviewer (MK). In case that a review seemed appropriate for inclusion, the full text was read and when the full text was not available, we contacted the authors. Finally, all included reviews were screened for cross-references to minimize the chance of missing relevant reviews.</p>
</sec>
<sec id="s2-3">
<title>2.3 Data extraction and data items</title>
<p>The main investigator (MK) extracted the data using Excel, with an 8-week wash out period. The two data extraction sheets were compared and in case of detection of major differences in extracted themes, the reviews of interest were read once more. We extracted the following items: first author&#x2019;s name, publication year, title, Strengths, Weaknesses, Opportunities, and Threats. Risk of bias and certainty assessment of the non-systematic reviews was not applicable.</p>
</sec>
<sec id="s2-4">
<title>2.4 Data synthesis</title>
<p>The extracted data was thematically analyzed and structured into SWOTs. (<xref ref-type="bibr" rid="B17">Braun and Clarke, 2006</xref>) The coding strategy consisted of three stages: i) initial coding - remaining open to all possible themes indicated by initial readings of the reviews, (<xref ref-type="bibr" rid="B25">Charmaz, 2006</xref>; <xref ref-type="bibr" rid="B27">Corbin and Strauss, 2008</xref>), ii) focused coding&#x2014;categorizing the data inductively based on thematic similarity, (<xref ref-type="bibr" rid="B25">Charmaz, 2006</xref>), and finally iii) theoretical coding - integrating thematic categories. (<xref ref-type="bibr" rid="B101">Salda&#xf1;a, 2021</xref>) In the first cycle, open descriptive codes derived directly from the articles (e.g., integration of novel algorithm approaches, results from candidate gene study designs, statistical shortcomings such as multiple testing). Full sentences were treated as unique items on the data extraction sheet and coded to generate a range of information. In a second step, a focused thematic analysis identified patterns among the literature to confirm links between the openly coded data. Thematic phrases (e.g., advances in technology, study design, methodology) were consequently developed and reapplied to coded items in the data extraction sheet. In the third step, the thematic phrases were ordered according to frequency and aggregated into one of the four categories reflecting the scope of this overview: i) Strengths, ii) Weaknesses, iii) Opportunities, and iv) Threats.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Review selection</title>
<p>The search retrieved 984 records and we identified one additional cross-reference. (<xref ref-type="bibr" rid="B3">Ahmetov et al., 2022</xref>) After eliminating 381 records (340 duplicates and 41 non-English) 604 records remained. Based on title and abstract reading, we found 90 reviews eligible for inclusion of which one record could not be retrieved even after contacting the author. (<xref ref-type="bibr" rid="B84">Patel and Greydanus, 2002</xref>) Finally, 45 records were included in this overview based on full text reading. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B44">Gray and Semsarian, 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Wang and Ashokan, 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>) The flow chart of the study selection is presented in <xref ref-type="fig" rid="F1">Figure 1</xref>. The main reasons for exclusion were &#x201c;discipline specific&#x201d; reviews (n &#x3d; 15), (<xref ref-type="bibr" rid="B32">Eynon et al., 2013</xref>; <xref ref-type="bibr" rid="B67">Maffulli et al., 2013</xref>; <xref ref-type="bibr" rid="B112">Tucker et al., 2013</xref>; <xref ref-type="bibr" rid="B115">Vancini et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Heffernan et al., 2015</xref>; <xref ref-type="bibr" rid="B65">Lundby et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Costello et al., 2018</xref>; <xref ref-type="bibr" rid="B109">Southward et al., 2018</xref>; <xref ref-type="bibr" rid="B19">Brazier et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Herbert et al., 2019</xref>; <xref ref-type="bibr" rid="B6">Antrobus et al., 2021</xref>; <xref ref-type="bibr" rid="B10">Barreto et al., 2021</xref>; <xref ref-type="bibr" rid="B72">Meyler et al., 2021</xref>; <xref ref-type="bibr" rid="B23">Cabrera-Serrano and Ravenscroft, 2022</xref>; <xref ref-type="bibr" rid="B69">Mareddy et al., 2022</xref>), &#x201c;omics/epigenetics&#x201d; (n &#x3d; 9), (<xref ref-type="bibr" rid="B31">Ehlert et al., 2013</xref>; <xref ref-type="bibr" rid="B11">Bassini and Cameron, 2014</xref>; <xref ref-type="bibr" rid="B57">Kennedy et al., 2018</xref>; <xref ref-type="bibr" rid="B54">Hill et al., 2019</xref>; <xref ref-type="bibr" rid="B91">Polli et al., 2019</xref>; <xref ref-type="bibr" rid="B50">Hall et al., 2020</xref>; <xref ref-type="bibr" rid="B56">Kelly et al., 2020</xref>; <xref ref-type="bibr" rid="B68">Malsagova et al., 2021</xref>; <xref ref-type="bibr" rid="B80">Nieman, 2021</xref>), &#x201c;doping&#x201d; (n &#x3d; 4), (<xref ref-type="bibr" rid="B113">Unal and Ozer Unal, 2004</xref>; <xref ref-type="bibr" rid="B37">Gaffney and Parisotto, 2007</xref>; <xref ref-type="bibr" rid="B105">Schneider et al., 2012</xref>; <xref ref-type="bibr" rid="B34">Fischetto and Bermon, 2013</xref>), &#x201c;heritability&#x201d; related reviews (n &#x3d; 1), (<xref ref-type="bibr" rid="B134">Zhang and Speakman, 2019</xref>), &#x201c;polymorphism specific&#x201d; reviews (n &#x3d; 8), (<xref ref-type="bibr" rid="B43">Gordon et al., 2005</xref>; <xref ref-type="bibr" rid="B103">Sarpeshkar and Bentley, 2010</xref>; <xref ref-type="bibr" rid="B5">Angelopoulos et al., 2011</xref>; <xref ref-type="bibr" rid="B26">Collins et al., 2016</xref>; <xref ref-type="bibr" rid="B118">Venezia and Roth, 2016</xref>; <xref ref-type="bibr" rid="B86">Pickering and Kiely, 2017</xref>; <xref ref-type="bibr" rid="B30">Del Coso et al., 2019</xref>; <xref ref-type="bibr" rid="B114">van de Vegte et al., 2019</xref>), and &#x201c;systematic reviews&#x201d; (n &#x3d; 7). (<xref ref-type="bibr" rid="B94">Rankinen et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Alvarez-Romero et al., 2021</xref>; <xref ref-type="bibr" rid="B8">Balberova et al., 2021</xref>; <xref ref-type="bibr" rid="B3">Ahmetov et al., 2022</xref>; <xref ref-type="bibr" rid="B41">Ginevi&#x10d;ien&#x117; et al., 2022</xref>; <xref ref-type="bibr" rid="B59">Konopka et al., 2022</xref>; <xref ref-type="bibr" rid="B75">Mohan, 2022</xref>) ESM 3 contains the reasoning for exclusion. ESM 4 presents the key characteristics of the reviews including the thematic phrases (i.e., themes) identified in the second analysis cycle. The full content analysis (cycle 1&#x2013;3) is displayed in ESM 5&#x2013;8. Overall, within the four clusters, five themes related to Strengths, nine Weaknesses, six Opportunities, and three Threats were identified (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>PRISMA flow diagram of study selection.</p>
</caption>
<graphic xlink:href="fgene-14-1232987-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of themes, clustered into SWOTs.</p>
</caption>
<table>
<thead>
<tr>
<td align="left">Strengths (n &#x3d; 5)</td>
<td align="left">Weaknesses (n&#x3d;9)</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">&#x2022; Advances in technology (n &#x3d; 31)</td>
<td align="left">&#x2022; Quality of studies, internal validity (n &#x3d; 31)</td>
</tr>
<tr>
<td align="left">&#x2022; Empirical evidence (n &#x3d; 25)</td>
<td align="left">&#x2022; Complexity of exercise-related traits (n &#x3d; 28)</td>
</tr>
<tr>
<td align="left">&#x2022; Growing research field (n &#x3d; 8)</td>
<td align="left">&#x2022; Generalizability, external validity (n &#x3d; 13)</td>
</tr>
<tr>
<td align="left">&#x2022; Consortia/consensus statements/guidelines (n &#x3d; 8)</td>
<td align="left">&#x2022; Costs (n &#x3d; 8)</td>
</tr>
<tr>
<td rowspan="5" align="left">&#x2022; Acceptance/accessibility of genetic testing (n &#x3d; 2)</td>
<td align="left">&#x2022; Genotype scores (n &#x3d; 8)</td>
</tr>
<tr>
<td align="left">&#x2022; Reporting bias (n &#x3d; 4)</td>
</tr>
<tr>
<td align="left">&#x2022; Invasive methods (n &#x3d; 4)</td>
</tr>
<tr>
<td align="left">&#x2022; Research progress (n &#x3d; 2)</td>
</tr>
<tr>
<td align="left">&#x2022; Causality (n &#x3d; 1)</td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr>
<td align="left">Opportunities (n &#x3d; 6)</td>
<td align="left">Threats (n &#x3d; 3)</td>
</tr>
</thead>
<tbody>
<tr>
<td align="left">&#x2022; Precision exercise/gene profiling (n &#x3d; 25)</td>
<td align="left">&#x2022; Ethics of genetic testing (n &#x3d; 13)</td>
</tr>
<tr>
<td align="left">&#x2022; Omics/technology (n &#x3d; 25)</td>
<td align="left">&#x2022; Direct-to-consumer genetic testing companies (n &#x3d; 11)</td>
</tr>
<tr>
<td align="left">&#x2022; Multicentre studies (n &#x3d; 18)</td>
<td rowspan="4" align="left">&#x2022; Doping/gene editing (n &#x3d; 6)</td>
</tr>
<tr>
<td align="left">&#x2022; Screening/therapy (n &#x3d; 12)</td>
</tr>
<tr>
<td align="left">&#x2022; Anti-doping detection (n &#x3d; 2)</td>
</tr>
<tr>
<td align="left">&#x2022; Commercial use (n &#x3d; 1)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>n &#x3d; frequency of themes identified.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Cluster: strengths</title>
<sec id="s3-2-1">
<title>3.2.1 Theme: advances in technology</title>
<p>&#x201c;Advances in technology&#x201d; was identified by the thematic analysis and clustered as a Strength. According to several reviewers, the completion of the Human Genome Project in 2003 and HapMap enabled to analyze complex traits. (<xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>) Advances in methodology and technology, such as the development of genome-wide association studies (i.e., hypothesis free approaches), the use of high-throughput sequencing technologies (fast and inexpensive), as well as innovative analytical approaches (e.g., artificial intelligence, machine learning) contributed to the progress of exercise genomics/genetics. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>)</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Theme: empirical evidence</title>
<p>The thematic analysis also identified &#x201c;empirical evidence&#x201d; as one of the Strengths of exercise genetics/genomics. Highlighted by many authors, the heritability estimates of exercise-related traits vary between 40% and 70%, depending on the trait under investigation. (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Wang and Ashokan, 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>; <xref ref-type="bibr" rid="B119">Viecelli and Ewald, 2022</xref>) For instance, the heritability for &#x201c;achieving elite athletic status&#x201d; has been estimated approximately 66%, (<xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>), the &#x201c;change in maximal oxygen uptake in response to training&#x201d; around 50%, (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Wang and Ashokan, 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>), and the &#x201c;transmissibility of muscle mass to be greater than 90%.&#x201d; (<xref ref-type="bibr" rid="B119">Viecelli and Ewald, 2022</xref>) According to several authors, &#x201c;more than 200 performance enhancing polymorphisms exist.&#x201d; (<xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>) Thus, empirical evidence (e.g., high heritability estimates) supports the role of genetics within athletic performance.</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Theme: growing research field</title>
<p>Several reviewers described exercise genetics/genomics as a &#x201c;growing research field&#x201d; which therefore has been clustered into Strengths. (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>. For example, <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya (2015)</xref> reported: &#x201c;By the end of 2014, the total number of DNA polymorphisms related to exercise genetics was 120. Most of these polymorphisms (70%) were discovered in the last 5 years (2010&#x2013;2014), indicating a growing interest in the field of sports genomics.&#x201d; (<xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>)</p>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Theme: consortia/consensus statements/guidelines</title>
<p>&#x201c;Consortia, consensus statements and guidelines&#x201d; were identified by the present sSWOT as Strengths. Several narratives mentioned the establishment of &#x201c;international, large-scale, and well-funded&#x201d; consortia (e.g., <ext-link ext-link-type="uri" xlink:href="http://www.athlomeconsortium.org/">www.athlomeconsortium.org</ext-link>). (<xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>) According to these findings, the &#x201c;interdisciplinary consortia&#x201d; but also the &#x201c;consensus statements&#x201d; and &#x201c;guidelines&#x201d; for conducting good exercise genetic/genomic research may contribute to an increased research quality providing sufficient scientific evidence. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>)</p>
</sec>
<sec id="s3-2-5">
<title>3.2.5 Theme: acceptance/accessibility of genetic performance testing</title>
<p>&#x201c;Acceptance and accessibility of genetic performance testing&#x201d; was additionally classified as Strengths. The thematic analysis identified one report emphasizing &#x201c;athletes are generally open for genetic performance testing&#x201d; (<xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>) and, in addition, genetic testing was described as &#x201c;non-invasive and quick method for performance testing&#x201d; which may contribute to generally accepting genetic testing within a sporting context. (<xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>)</p>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Cluster: weaknesses</title>
<sec id="s3-3-1">
<title>3.3.1 Theme: quality of studies</title>
<p>Most Weaknesses identified by the thematic analysis were related to methodological shortcomings resulting from &#x201c;low quality studies.&#x201d; (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Numerous scholars have contended that the present body of knowledge in the field of sport genetics/genomics is primarily rooted in investigations of candidate genes (i.e., research designed to test a priori hypotheses using case-control designs), which typically involve limited sample sizes and, as a result, frequently exhibit insufficient statistical power. (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) Some authors acknowledged that candidate gene studies produced &#x201c;inconclusive results&#x201d; or &#x201c;false positives&#x201d; (<xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>). Furthermore, Kim et al. (2020) (<xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>) highlighted that &#x201c;only a handful of genome-wide association studies&#x201d; have been performed in a exercise science context, and according to Griswold et al., (2021) (<xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>) &#x201c;even the largest genome-wide association study to date in elite endurance athletes (a total of 1,520 athletes and 2,760 controls) was not able to identify any significantly associated genetic markers&#x201d;. Other reviewers argued that &#x201c;inconsistent study protocols&#x201d;, (<xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>), poor &#x201c;definitions and measurements of phenotypes&#x201d;, (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>), and poor &#x201c;classifications of sport disciplines and performance level&#x201d; (<xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>) would increase the &#x201c;(phenotypic) heterogeneity.&#x201d; (<xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Finally, some authors mentioned that the employment of inappropriate (sedentary) control groups, (<xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>), the lack of blinding, (<xref ref-type="bibr" rid="B40">Gibson, 2016</xref>), not accounting for multiple testing, (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>), as well as a low genotyping quality and errors (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>) may contribute to a &#x201c;low internal validity&#x201d; of exercise genetic/genomic studies.</p>
</sec>
<sec id="s3-3-2">
<title>3.3.2 Themes: complexity of exercise-related traits, generalizability</title>
<p>Many reviewers described the &#x201c;complexity of exercise-related traits&#x201d;, which was identified as a Weakness in the present overview. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Multifaceted characteristics, such as exercise-related traits, are considered polygenic in nature, meaning that they are influenced by numerous variants, gene-gene and gene-environment interactions, epigenetic modifications, and other factors. The individual impact of each variant is typically minor. A consensus among several authors is that current research on exercise genetics/genomics has primarily concentrated on exploring common genetic variants, while paying less attention to rare genetic variants. (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>) For example, Bouchard et al., (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>), among others, stated that &#x201c;rare variants are most likely the high-impact variants&#x201d; but challenging to uncover. In addition, other types of genomic variation, such as structural variations (e.g., copy number variations, insertions and deletions) and non-coding RNA (e.g., micro-RNA) also contribute to exercise-related traits but &#x201c;would not be captured by current genotyping methods&#x201d;. (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>) The &#x201c;generalizability&#x201d; of exercise genetic/genomic study results has also been identified as Weakness by the thematic analysis. (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>) Several reviewers mentioned a low generalizability due to &#x201c;sex imbalances&#x201d;, (<xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>), or &#x201c;lack of population stratification.&#x201d; (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>)</p>
</sec>
<sec id="s3-3-3">
<title>3.3.3 Themes: costs, genotype scores, reporting bias</title>
<p>The sSWOT analysis additionally identified a Weakness related to the significant &#x201c;costs&#x201d; of genetic research on one hand, and the inadequate funding available on the other hand. (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>) Another Weakness was linked to &#x201c;genotype scores&#x201d;. (<xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) According to some reviewers, genotype scores in an exercise science context have &#x201c;zero predictive capability&#x201d;, &#x201c;limited real world sensitivity and specificity, (<xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>), and &#x201c;lack appropriate weighing factors&#x201d;. (<xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) The content analysis additionally revealed &#x201c;reporting bias&#x201d; as a Weakness. (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>) For example, Rankinen et al. (2019) stated: &#x201c;very few negative studies reach publication.&#x201d; (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>)</p>
</sec>
<sec id="s3-3-4">
<title>3.3.4 Themes: invasive methods, research progress, causality</title>
<p>The thematic analysis identified three more Weaknesses related to &#x201c;invasive methods&#x201d;, (<xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>), &#x201c;research progress&#x201d;, (<xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>), and &#x201c;causality&#x201d;. (<xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>) Some authors highlighted that more &#x201c;invasive methods&#x201d; (e.g., biopsies) may be necessary to entangle the complexity of exercise genetics/genomics. (<xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>) Further, based on the report of <xref ref-type="bibr" rid="B122">Wang et al. (2013)</xref> there has been &#x201c;limited research progress&#x201d; and output of the consortia and multi-center studies. (<xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>) Finally, <xref ref-type="bibr" rid="B70">Mattson et al. (2016)</xref> stated: &#x201c;It is important to emphasize that genetic association, regardless of how robust, does not infer causality.&#x201d; (<xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>)</p>
</sec>
</sec>
<sec id="s3-4">
<title>3.4 Cluster: opportunities</title>
<sec id="s3-4-1">
<title>3.4.1 Theme: precision exercise/gene profiling</title>
<p>The present sSWOT identified &#x201c;precision exercise&#x201d; approaches based on &#x201c;genetic profiling&#x201d; as an Opportunity as highlighted by many reviewers. (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Wang and Ashokan, 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>). According to these authors, exercise genetics/genomics has the potential to &#x201c;optimize and maximize physical performance&#x201d; (<xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>) by implementing precision exercise methods. Several reviewers suggested, &#x201c;once genetic associations have been identified in a robust and valid manner&#x201d;, (<xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>), improved genotype scores may be developed by integrating (among others) &#x201c;data science&#x201d;, &#x201c;algorithms&#x201d;, or &#x201c;machine learning&#x201d;. (<xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>) By using &#x201c;genetic profiling&#x201d;, coaches and athletes might be able &#x201c;to match individuals to the type of training to which they are most suited, and from which they will elicit the greatest adaptations&#x201d;, according to Pickering and others (2019). (<xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>). Some reviewers also mentioned a possible impact on &#x201c;injury risks&#x201d;, (<xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>), &#x201c;recovery periods&#x201d;, (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>), and &#x201c;talent identification&#x201d; (<xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>) as a field of application.</p>
</sec>
<sec id="s3-4-2">
<title>3.4.2 Theme: omics/technology</title>
<p>&#x201c;Omics and technology&#x201d; were identified as Opportunities in the current overview. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Many reviewers agreed that by integrating &#x201c;multi-omics&#x201d; research approaches (e.g., epigenomics, transcriptomics, proteomics, metabolomics, etc.) more complex molecular pathways could be analyzed, which may allow to &#x201c;explore a more comprehensive picture of athletic performance and its exercise-related traits&#x201d;. (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) In addition, others&#x2019; argued that &#x201c;whole genome/exome sequencing&#x201d; and &#x201c;RNA expression profiling&#x201d; next to other cutting-edge technologies would provide promising approaches in future to explore rare variants, copy number variation, and other structural variants. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) For example, according to Griswold et al. (2021) both advances in technologies together with multi-omics approaches will be necessary to &#x201c;truly have a holistic view of genomics.&#x201d; (<xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>)</p>
</sec>
<sec id="s3-4-3">
<title>3.4.3 Theme: multicenter studies</title>
<p>Several narratives described &#x201c;multicenter (genome-wide association) studies&#x201d; as an Opportunity for detecting new variants by increasing the studies&#x2019; statistical power. (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) For example, the large scale and multicenter Athlome Project was launched in 2015 with the goal to &#x201c;generate an ethically sound environment, interest, and capacity needed to develop the specialist knowledge to inform personalized training and injury prevention, as well as doping detection&#x201d;. (<xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>) Wang and others (2016) stated: &#x201c;This unique collaborative initiative has the greatest chance to succeed where individual efforts have failed, to increase our understanding of the biology of exercise performance and related performance traits.&#x201d; (<xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>)</p>
</sec>
<sec id="s3-4-4">
<title>3.4.4 Themes: screening/therapy, anti-doping, commercial use</title>
<p>Other themes identified by the thematic analysis and highlighted by various reviewers were linked to genetic &#x201c;screening, prevention, and therapy&#x201d;&#x2014;which may contribute to the &#x201c;health of athletes&#x201d;. (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B87">Pickering and Kiely, 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>) For example, according to the &#x201c;Sport and Exercise Genomics&#x201d; consensus statement from 2020, (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>), genetic testing &#x201c;may have a potential role in cardiac screening&#x201d;. Gene editing may also offer therapeutic opportunities, for instance gene editing may help to heal ligament and tendon injuries. (<xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Additionally, <xref ref-type="bibr" rid="B63">Lippi et al. (2010)</xref> stated: &#x201c;genetic testing might be helpful in the anti-doping context&#x201d;, which was also raised by Varillas-Delgado and others (2022). (<xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>). Finally, according to <xref ref-type="bibr" rid="B110">Tanisawa et al. (2020)</xref> exercise genetics/genomics has the potential for &#x201c;commercial use&#x201d;, which was also an identified Opportunity by the current sSWOT. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>)</p>
</sec>
</sec>
<sec id="s3-5">
<title>3.5 Cluster: threats</title>
<sec id="s3-5-1">
<title>3.5.1 Theme: ethics of genetics testing</title>
<p>One Threat identified by the thematic analysis was related to &#x201c;ethical concerns&#x201d; of genetic testing as raised by many reviewers. (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Gray and Semsarian, 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) For instance, athletes must give informed consent when participating in genetic testing, which may already be problematic in adults&#x2014;but is even more challenging in youth. (<xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) According to the consensus statement concerning genetic testing from 2015, (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>), athletes must have received &#x201c;sufficient relevant information to understand the risks, benefits, limitations, and implications of the genetic test&#x201d;. In addition, several authors raised concerns about &#x201c;autonomy&#x201d;, (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>), &#x201c;privacy&#x201d;, (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>), &#x201c;reidentification&#x201d;, (<xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>), &#x201c;confidentiality&#x201d;, (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>), &#x201c;social stigma&#x201d; and &#x201c;discrimination&#x201d; (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>)&#x2014;issues associated with genetic testing of athletes. (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Further, &#x201c;sample and data storage&#x201d;, (<xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>), &#x201c;data sharing&#x201d;, and &#x201c;third-party access&#x201d; (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>) have been highlighted by the reviewers. Also, the chance of incidental findings of mutations causing genetic disorders may have &#x201c;severe psychological consequences such as depression or suicide&#x201d; and consequences for &#x201c;marriage, employment, life insurance, or reproductive choices&#x201d;. (<xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>) Another ethical issue associated with genetic testing of athletes identified by the thematic analysis was &#x201c;family relatedness&#x201d; since the test results &#x201c;may have direct health implications for other family members.&#x201d; (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>)</p>
</sec>
<sec id="s3-5-2">
<title>3.5.2 Theme: direct-to-consumer genetic testing companies</title>
<p>&#x201c;Direct-to-consumer genetic testing companies&#x201d; were identified by the thematic analysis and clustered as Threats. Several reviews mentioned that companies e-commerce directly to consumers sport-related genetic tests (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) although the AIS-Athlome consortium-FIMS joint statement from 2017 specified that &#x201c;there is no current clinical application for genetic testing in the area of exercise prescription and injury prevention&#x201d;. (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) Often, commercial pressure would result in the &#x201c;premature exploitation of data that have limited or no scientific bases given no or limited replication and validation&#x201d;. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Other companies would not &#x201c;be disclosing what variants are being tested&#x201d; (<xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>) and may use &#x201c;misleading marketing claims&#x201d;. (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) Some authors argued that athletes and coaches might not be able to &#x201c;understand the limitations and implications of genetic test results&#x201d;. (<xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>) Further, most of the companies &#x201c;would not provide genetic counselling&#x201d;, a central criticism mentioned by several reviewers with respect to direct-to-consumer genetic testing. (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B44">Gray and Semsarian, 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Finally, the &#x201c;lack of universally accepted guidelines and legislation for direct-to-consumer genetic testing companies&#x201d; has been highlighted by one reviewer. (<xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>)</p>
</sec>
<sec id="s3-5-3">
<title>3.5.3 Theme: gene doping</title>
<p>The last theme identified by the thematic analysis and highlighted by several reviewers was linked to &#x201c;gene doping/editing&#x201d;. (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Gene doping/editing involves manipulating genetic material and regulating gene expression (e.g., increasing or decreasing the production of certain enzymes or proteins) to enhance athletic performance. (<xref ref-type="bibr" rid="B24">Cantelmo et al., 2020</xref>) One author stressed the possible side effects of gene editing. (<xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Furthermore, the AIS-Athlome consortium-FIMS joint statement (2017) stated: &#x201c;There is no role for gene-editing for the purposes of performance enhancement and all genetic manipulations are banned under the World Anti-Doping Agency&#x201d;. (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) According to Varillas Delgado et al. (2022) it is &#x201c;unclear if there will ever be capacity to detect any type of gene modification by traditional laboratory techniques&#x201d;. (<xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) In addition, &#x201c;DNA testing and gene editing with embryos&#x201d; was outlined as potential Threat. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) &#x201c;Designing athletes with extraordinary athletic performance by using gene-editing technique would be a real threat in terms of keeping sport fair, clean and protecting athlete health&#x201d; according to the sport and exercise genomics consensus update 2019. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>)</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<sec id="s4-1">
<title>4.1 Summary of evidence</title>
<p>Many reviews (n &#x3d; 25/45) of the present sSWOT described the potential of exercise genetics/genomics to contribute to precision exercise (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Wang and Ashokan, 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) but at the current state mainly aims to protect the health of athletes. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) Other applications (e.g., genotype scores, talent identification) are yet considered premature. (<xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Advances in technology together with large-scale multicenter studies, as well as the integration of multi-omics offer promising possibilities to uncover the complexity of exercise-related traits in the near future. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B85">P&#xe9;russe et al., 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B128">Wolfarth et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Genetic profiling then may have the potential to optimize training and recovery strategies. (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) The attainment of elite athlete status comprises a multifaceted interplay of intricate internal and external factors, such as adherence to a rigorous training process, optimal recovery protocols, optimized nutrition plans, etc. In light of this complexity, it appears highly improbable that genetic testing could ever serve as a viable means of accurately identifying prospective elite athletes. (<xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) At present, the general consensus among sport and exercise genetics researchers is that genetic tests have no role to play in talent identification. (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>)</p>
<p>The present sSWOT analysis also revealed several limitations related to exercise genetics/genomics, that were most frequently associated with methodological shortcomings especially linked to low quality studies. (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) These shortcomings can be overcome, at least partially, by using for instance consistent research protocols, (<xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>), appropriate study designs, (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Ahmetov and Fedotovskaya, 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B78">Moran and Pitsiladis, 2017</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>), and correct statistics. (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>) The difficulty of recruiting a large sample of (homogenous) elite athletes, however, will remain a challenge. Moreover, the relative high costs of funding, (<xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B49">Hagberg et al., 2011</xref>; <xref ref-type="bibr" rid="B99">Roth et al., 2012</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>), the presence of reporting bias, (<xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Eynon et al., 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B40">Gibson, 2016</xref>), and a rather limited research output of large-scale consortia were highlighted by some reviews. (<xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B129">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>) In addition, (direct-to-consumer) genetic testing within the field of sport introduced many ethical questions and must be addressed to protect the privacy and health of athletes. (<xref ref-type="bibr" rid="B71">McNamee et al., 2009</xref>; <xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Gray and Semsarian, 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>) Ultimately, the scourge of gene doping persists as a looming Threat to maintaining the sanctity of athletic competition, owing to the fact that the World Anti-Doping Agency has yet to endorse any standardized methodology for its detection. (<xref ref-type="bibr" rid="B107">Sharp, 2008</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Lippi et al., 2010</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>)</p>
<p>The most frequent themes comprised of &#x201c;quality of studies&#x201d; (Weakness) (31/45), &#x201c;advances in technology&#x201d; (Strength) (n &#x3d; 31/45), &#x201c;complexity of exercise-related traits&#x201d; (Weakness) (n &#x3d; 28/45), &#x201c;empirical evidence&#x201d; (Strength) (n &#x3d; 25/45) as well as &#x201c;precision exercise&#x201d; (Opportunity) (n &#x3d; 25/45) and &#x201c;omics&#x201d; (Opportunity) (n &#x3d; 25/45). In contrast scarce themes included: &#x201c;acceptance and accessibility&#x201d; (Strengths) (n &#x3d; 2/45), &#x201c;research progress&#x201d; (Weakness) (n &#x3d; 2/45), &#x201c;anti-doping detection&#x201d; (Opportunity) (n &#x3d; 2/45), &#x201c;commercial use&#x201d; (Opportunity) (n &#x3d; 1/45), and &#x201c;causality&#x201d; (Weakness) (n &#x3d; 1/45). Notably, the works of four publications have elucidated the sex-specific implications of exercise genetics, which we consider to be a significant yet inadequately represented subject matter within the present body of literature. (<xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>)</p>
<p>We also noticed a trend in time when extracting the data for the present sSWOT analysis: Reviews published around 2000 mainly described genetics, environment, and its interactions. (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B107">Sharp, 2008</xref>) We then recognized a shift from reviews reporting on candidate gene studies (2000&#x2013;2010) (<xref ref-type="bibr" rid="B18">Bray, 2000</xref>; <xref ref-type="bibr" rid="B21">Brutsaert and Parra, 2006</xref>; <xref ref-type="bibr" rid="B83">Ostrander et al., 2009</xref>; <xref ref-type="bibr" rid="B95">Rankinen et al., 2010</xref>) towards RNA expression profiling (2011) and genome-wide and whole exome association studies (2015). (<xref ref-type="bibr" rid="B15">Bouchard, 2011</xref>; <xref ref-type="bibr" rid="B16">Bouchard et al., 2011</xref>; <xref ref-type="bibr" rid="B122">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Bouchard, 2015</xref>; <xref ref-type="bibr" rid="B13">Bouchard et al., 2015</xref>; <xref ref-type="bibr" rid="B64">Loos et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Mattsson et al., 2016</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>; <xref ref-type="bibr" rid="B123">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>) Genetic performance testing and associated ethical concerns were introduced around 2009 (<xref ref-type="bibr" rid="B121">Wackerhage et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Guth and Roth, 2013</xref>; <xref ref-type="bibr" rid="B20">Breitbach et al., 2014</xref>; <xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B104">Sarzynski et al., 2016</xref>) after disseminating the first genetic profile to predict human physical performance. (<xref ref-type="bibr" rid="B127">Williams and Folland, 2008</xref>) Precision approaches, multi-omics, and gene doping were more recently reported (from 2017 onwards) as more advanced technology developed. (<xref ref-type="bibr" rid="B117">Vellers et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Landen et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Pickering et al., 2019</xref>; <xref ref-type="bibr" rid="B89">Pickering and Kiely, 2019</xref>; <xref ref-type="bibr" rid="B42">Gomes et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Naureen et al., 2020</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Griswold et al., 2021</xref>; <xref ref-type="bibr" rid="B106">Sellami et al., 2021</xref>; <xref ref-type="bibr" rid="B58">Kim et al., 2022</xref>; <xref ref-type="bibr" rid="B116">Varillas-Delgado et al., 2022</xref>)</p>
<p>This overview includes four consensus/consortia statements. (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>; <xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>; <xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) First, the &#x201c;Athlome Consortium project&#x201d; (2016) comprises 15 international research groups and aims to uncover the omics basis of elite performance, training response, and predisposition to exercise-related injuries. (<xref ref-type="bibr" rid="B90">Pitsiladis et al., 2016</xref>) Next, two consensus statements on genetic testing, one from 2015 (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>) and one from 2017 (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) concluded that &#x201c;no child or young athlete should be exposed to direct-to-consumer genetic testing to define or alter training or for talent identification aimed at selecting gifted children or adolescents&#x201d;, (<xref ref-type="bibr" rid="B125">Webborn et al., 2015</xref>), and &#x201c;there is no current clinical application for genetic testing in the area of exercise prescription and injury prevention&#x201d;. (<xref ref-type="bibr" rid="B120">Vlahovich et al., 2017</xref>) Finally, the &#x201c;FIMS 2019 consensus statement&#x201d; on sport and exercise genomics introduced rules of conduct for the ethical use of exercise genetics/genomics. (<xref ref-type="bibr" rid="B110">Tanisawa et al., 2020</xref>) In addition, in our opinion worth mentioning - although not included in the current overview - is a review of Lightfoot and others (2021) (<xref ref-type="bibr" rid="B61">Lightfoot et al., 2021</xref>) who provide recommendations regarding best-practice research standards and data analysis in the field of exercise genetics. We believe, conducting research in accordance with these recommendations can reduce some of the identified Threats and Weaknesses and allow further discoveries within exercise genetics/genomics in accordance with ethical principles.</p>
</sec>
<sec id="s4-2">
<title>4.2 Strengths and limitations</title>
<p>i) This is the first &#x201c;overview of non-systematic reviews&#x201d; related to exercise genetics/genomics including 45 reviews. By using a sSWOT approach, we used a systematic and efficient way to summarize the Strengths, Weaknesses, Opportunities, and Threats on the topic. ii) By searching two databases and reading the cross-references, we minimized the chance of missing relevant reviews. iii) Further, we employed a thematic analysis with three coding steps thereby increasing the internal validity of this overview. (<xref ref-type="bibr" rid="B17">Braun and Clarke, 2006</xref>; <xref ref-type="bibr" rid="B81">Nowell et al., 2017</xref>) iv) We strictly followed the study protocol and applied a checklist for conducting overviews of reviews. (<xref ref-type="bibr" rid="B82">Onishi and Furukawa, 2016</xref>) v) Finally, we used a systematic and transparent approach throughout the overview process in line with the European recommendations for research integrity. (<xref ref-type="bibr" rid="B35">Foundation and Academies, 2011</xref>)</p>
<p>This overview is not without limitations. i) As we included non-systematic reviews only, a quality assessment of the included reviews was not performed. Non-systematic reviews are prone to selection bias and may represent subjective opinions (e.g., positive or negative attitudes). (<xref ref-type="bibr" rid="B132">Yuan and Hunt, 2009</xref>) ii) We cannot rule out that themes have been missed in the current analysis. iii) One reviewer conducted the literature search and performed the data extraction. However, data extraction was performed twice within an 8-week wash out period thereby increasing the internal validity of the current report. iv) Finally, we excluded discipline- (e.g., endurance, strengths/power, team sports, injury, nutrition, psychological traits, etc.) and polymorphism-specific reviews. Interested readers are referred to the contemporary systematic review conducted by <xref ref-type="bibr" rid="B3">Ahmetov et al. (2022)</xref> which provides a comprehensive summary of the currently established genetic variants (n &#x3d; 220) associated with athletic performance in a general context. (<xref ref-type="bibr" rid="B3">Ahmetov et al., 2022</xref>) Readers are further referred to following discipline specific reviews: endurance athletes, (<xref ref-type="bibr" rid="B59">Konopka et al., 2022</xref>), power/strengths athletes, (<xref ref-type="bibr" rid="B66">Maciejewska-Skrendo et al., 2019</xref>), combat sports, (<xref ref-type="bibr" rid="B131">Youn et al., 2021</xref>), cardiorespiratory fitness (i.e., the largest genome-wide association study to date with a non-athletic population), (<xref ref-type="bibr" rid="B22">Bye et al., 2020</xref>), injury, (<xref ref-type="bibr" rid="B7">Appel et al., 2021</xref>; <xref ref-type="bibr" rid="B62">Lim et al., 2021</xref>), nutrition, (<xref ref-type="bibr" rid="B46">Guest et al., 2019</xref>; <xref ref-type="bibr" rid="B80">Nieman, 2021</xref>), and psychology related reviews. (<xref ref-type="bibr" rid="B108">Silva et al., 2022</xref>) We also excluded reviews related to topics such as &#x201c;doping&#x201d;, &#x201c;epigenetics&#x201d;, and &#x201c;omics&#x201d; as we were interested in SWOTs linked to exercise genetics/genomics in general and not related to specific topics. The excluded reviews likely would influence the results of the applied analysis by increasing the number of identified themes such as &#x201c;empirical evidence&#x201d;, &#x201c;omics and technology&#x201d;, or &#x201c;doping&#x201d;.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>We conducted a &#x201c;systematic SWOT analysis of non-systematic reviews&#x201d; including 45 reviews with the aim to identify the current SWOTs linked to exercise genetics/genomics. The thematic analysis identified five themes for Strengths and nine themes for Weaknesses. Six themes were linked to Opportunities, and three were clustered into Threats. Despite the complexity of exercise genetics/genomics, the present overview demonstrates that exercise genetics/genomics has future potential to assist athletes and coaches to enhance or maintain performance and health. The notion of precision exercise, whereby global large-scale consortia endeavor to establish correlations between genomics, multi-omics, and exercise-related traits, appears to hold considerable promise. This overview also highlights the need for further development in methodological and ethical guidance to minimize the identified Weaknesses and Threats. Furthermore, it seems justifiable to raise concerns regarding the relatively limited predictive capacity of genetic profiles. Nonetheless, the purpose of polygenic risk scores is not to make precise predictions about athletic performance, success, or health. Rather, genetic profiles should be utilized as an additional tool to enhance complex training methods. Noteworthy, the possession of an advantageous genotype does not guarantee the manifestation of athletic phenotypes, since a myriad of psychological, social, and environmental factors exert a substantial influence on athletic performance, and genetics only accounts for a fraction of the inter-individual variability observed. Nevertheless, the achievement of world-class levels will likely prove arduous without a favorable genetic profile.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement </title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions </title>
<p>MK and MZ contributed to conceptualization and design of the study. MK performed literature search and wrote the initial draft of the manuscript. MK screened all articles, selected included articles, and critically appraised all included articles. MK summarized data from the included articles. BS, GR, and MZ critically read and commented the manuscript, and approved the submitted version. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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 sec-type="disclaimer" id="s9">
<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>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2023.1232987/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2023.1232987/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmetov</surname>
<given-names>II</given-names>
</name>
<name>
<surname>Egorova</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Gabdrakhmanova</surname>
<given-names>L. J.</given-names>
</name>
<name>
<surname>Fedotovskaya</surname>
<given-names>O. N.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Genes and athletic performance: An update</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>41</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1159/000445240</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmetov</surname>
<given-names>II</given-names>
</name>
<name>
<surname>Fedotovskaya</surname>
<given-names>O. N.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Current progress in sports genomics</article-title>. <source>Adv. Clin. Chem.</source> <volume>70</volume>, <fpage>247</fpage>&#x2013;<lpage>314</lpage>. <pub-id pub-id-type="doi">10.1016/bs.acc.2015.03.003</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmetov</surname>
<given-names>II</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>E. C. R.</given-names>
</name>
<name>
<surname>Semenova</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Pranckevi&#x10d;ien&#x117;</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ginevi&#x10d;ien&#x117;</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Advances in sports genomics</article-title>. <source>Adv. Clin. Chem.</source> <volume>107</volume>, <fpage>215</fpage>&#x2013;<lpage>263</lpage>. <pub-id pub-id-type="doi">10.1016/bs.acc.2021.07.004</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alvarez-Romero</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Voisin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hiam</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Mapping robust genetic variants associated with exercise responses</article-title>. <source>Int. J. Sports Med.</source> <volume>42</volume> (<issue>1</issue>), <fpage>3</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1055/a-1198-5496</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Angelopoulos</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Lowndes</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Seip</surname>
<given-names>R. L.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Genetics of the adaptation to exercise</article-title>. <source>World Rev. Nutr. Diet.</source> <volume>102</volume>, <fpage>144</fpage>&#x2013;<lpage>149</lpage>. <pub-id pub-id-type="doi">10.1159/000327801</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Antrobus</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Brazier</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Stebbings</surname>
<given-names>G. K.</given-names>
</name>
<name>
<surname>Day</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Heffernan</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Kilduff</surname>
<given-names>L. P.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Genetic factors that could affect concussion risk in elite rugby</article-title>. <source>Sports (Basel)</source> <volume>9</volume> (<issue>2</issue>), <fpage>19</fpage>. <pub-id pub-id-type="doi">10.3390/sports9020019</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Appel</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zentgraf</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kr&#xfc;ger</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Alack</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Effects of genetic variation on endurance performance, muscle strength, and injury susceptibility in sports: A systematic review</article-title>. <source>Front. Physiol.</source> <volume>12</volume>, <fpage>694411</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2021.694411</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balberova</surname>
<given-names>O. V.</given-names>
</name>
<name>
<surname>Bykov</surname>
<given-names>E. V.</given-names>
</name>
<name>
<surname>Medvedev</surname>
<given-names>G. V.</given-names>
</name>
<name>
<surname>Zhogina</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Petrov</surname>
<given-names>K. V.</given-names>
</name>
<name>
<surname>Petrova</surname>
<given-names>M. M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Candidate genes of regulation of skeletal muscle energy metabolism in athletes</article-title>. <source>Genes</source> <volume>12</volume> (<issue>11</issue>), <fpage>1682</fpage>. <pub-id pub-id-type="doi">10.3390/genes12111682</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baltazar-Martins</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Guti&#xe9;rrez-Hell&#xed;n</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Aguilar-Navarro</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ruiz-Moreno</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Moreno-P&#xe9;rez</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>L&#xf3;pez-Samanes</surname>
<given-names>&#xc1;.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Effect of ACTN3 genotype on sports performance, exercise-induced muscle damage, and injury epidemiology</article-title>. <source>Sports (Basel).</source> <volume>8</volume> (<issue>7</issue>), <fpage>99</fpage>. <pub-id pub-id-type="doi">10.3390/sports8070099</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barreto</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Grecco</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Merola</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Reis</surname>
<given-names>C. E. G.</given-names>
</name>
<name>
<surname>Gualano</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Saunders</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Novel insights on caffeine supplementation, CYP1A2 genotype, physiological responses and exercise performance</article-title>. <source>Eur. J. Appl. Physiol.</source> <volume>121</volume> (<issue>3</issue>), <fpage>749</fpage>&#x2013;<lpage>769</lpage>. <pub-id pub-id-type="doi">10.1007/s00421-020-04571-7</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bassini</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cameron</surname>
<given-names>L. C.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Sportomics: Building a new concept in metabolic studies and exercise science</article-title>. <source>Biochem. Biophys. Res. Commun.</source> <volume>445</volume> (<issue>4</issue>), <fpage>708</fpage>&#x2013;<lpage>716</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbrc.2013.12.137</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Baumeister</surname>
<given-names>R. F.</given-names>
</name>
</person-group> (<year>2013</year>). &#x201c;<article-title>Writing a literature review</article-title>,&#x201d; in <source>The portable mentor: Expert guide to a successful career in psychology</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Prinstein</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<publisher-name>Springer</publisher-name>), <fpage>119</fpage>&#x2013;<lpage>132</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Antunes-Correa</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Ashley</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Franklin</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hwang</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Mattsson</surname>
<given-names>C. M.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Personalized preventive medicine: Genetics and the response to regular exercise in preventive interventions</article-title>. <source>Prog. Cardiovasc Dis.</source> <volume>57</volume> (<issue>4</issue>), <fpage>337</fpage>&#x2013;<lpage>346</lpage>. <pub-id pub-id-type="doi">10.1016/j.pcad.2014.08.005</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Exercise genomics-a paradigm shift is needed: A commentary</article-title>. <source>Br. J. Sports Med.</source> <volume>49</volume> (<issue>23</issue>), <fpage>1492</fpage>&#x2013;<lpage>1496</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2015-095294</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Overcoming barriers to progress in exercise genomics</article-title>. <source>Exerc Sport Sci. Rev.</source> <volume>39</volume> (<issue>4</issue>), <fpage>212</fpage>&#x2013;<lpage>217</lpage>. <pub-id pub-id-type="doi">10.1097/JES.0b013e31822643f6</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Timmons</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Genomics and genetics in the biology of adaptation to exercise</article-title>. <source>Compr. Physiol.</source> <volume>1</volume> (<issue>3</issue>), <fpage>1603</fpage>&#x2013;<lpage>1648</lpage>. <pub-id pub-id-type="doi">10.1002/cphy.c100059</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Braun</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Clarke</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Using thematic analysis in psychology</article-title>. <source>Qual Res Psychol</source> <volume>3</volume> (<issue>2</issue>), <fpage>77</fpage>&#x2013;<lpage>101</lpage>. <pub-id pub-id-type="doi">10.1191/1478088706qp063oa</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bray</surname>
<given-names>M. S.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Genomics, genes, and environmental interaction: The role of exercise</article-title>. <source>Jl Appl. Physiol.</source> <volume>88</volume> (<issue>2</issue>), <fpage>788</fpage>&#x2013;<lpage>792</lpage>. <pub-id pub-id-type="doi">10.1152/jappl.2000.88.2.788</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brazier</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Antrobus</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Stebbings</surname>
<given-names>G. K.</given-names>
</name>
<name>
<surname>Day</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Heffernan</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Cross</surname>
<given-names>M. J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Tendon and ligament injuries in elite rugby: The potential genetic influence</article-title>. <source>Sports (Basel).</source> <volume>7</volume> (<issue>6</issue>), <fpage>138</fpage>. <pub-id pub-id-type="doi">10.3390/sports7060138</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Breitbach</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tug</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Simon</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Conventional and genetic talent identification in sports: Will recent developments trace talent?</article-title> <source>Sports Med.</source> <volume>44</volume> (<issue>11</issue>), <fpage>1489</fpage>&#x2013;<lpage>1503</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-014-0221-7</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brutsaert</surname>
<given-names>T. D.</given-names>
</name>
<name>
<surname>Parra</surname>
<given-names>E. J.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>What makes a champion?</article-title> <article-title>Explaining variation in human athletic performance</article-title>. <source>Respir. Physiol. Neurobiol.</source> <volume>151</volume> (<issue>2-3</issue>), <fpage>109</fpage>&#x2013;<lpage>123</lpage>. <pub-id pub-id-type="doi">10.1016/j.resp.2005.12.013</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bye</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Klevjer</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ryeng</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Silva</surname>
<given-names>G. J. J. d.</given-names>
</name>
<name>
<surname>Moreira</surname>
<given-names>J. B. N.</given-names>
</name>
<name>
<surname>Stensvold</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Identification of novel genetic variants associated with cardiorespiratory fitness</article-title>. <source>Prog. Cardiovasc Dis.</source> <volume>63</volume> (<issue>3</issue>), <fpage>341</fpage>&#x2013;<lpage>349</lpage>. <pub-id pub-id-type="doi">10.1016/j.pcad.2020.02.001</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cabrera-Serrano</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ravenscroft</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Recent advances in our understanding of genetic rhabdomyolysis</article-title>. <source>Curr. Opin. Neurol.</source> <volume>35</volume> (<issue>5</issue>), <fpage>651</fpage>&#x2013;<lpage>657</lpage>. <pub-id pub-id-type="doi">10.1097/WCO.0000000000001096</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cantelmo</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>da Silva</surname>
<given-names>A. P.</given-names>
</name>
<name>
<surname>Mendes-Junior</surname>
<given-names>C. T.</given-names>
</name>
<name>
<surname>Dorta</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Gene doping: Present and future</article-title>. <source>Eur. J. Sport Sci.</source> <volume>20</volume> (<issue>8</issue>), <fpage>1093</fpage>&#x2013;<lpage>1101</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2019.1695952</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Charmaz</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2006</year>). <source>Constructing grounded theory: A practical guide through qualitative analysis</source>. <publisher-name>Sage Publications</publisher-name>.</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Collins</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>O&#x27;&#x27;Connell</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Posthumus</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Genetics of musculoskeletal exercise-related phenotypes</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>92</fpage>&#x2013;<lpage>104</lpage>. <pub-id pub-id-type="doi">10.1159/000445242</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Corbin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Strauss</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2008</year>). <source>Basics of qualitative research. Techniques and procedures for developing grounded theory</source>. <edition>3rd ed</edition>. <publisher-name>Sage Publications</publisher-name>.</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Costello</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Kaye</surname>
<given-names>A. H.</given-names>
</name>
<name>
<surname>O&#x27;Brien</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Shultz</surname>
<given-names>S. R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Sport related concussion - potential for biomarkers to improve acute management</article-title>. <source>J. Clin. Neurosci.</source> <volume>56</volume>, <fpage>1</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.jocn.2018.07.002</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de-Madaria</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Mira</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Carrillo</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Afif</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Ang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Antelo</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>The present and future of gastroenterology and hepatology: An international SWOT analysis (the GASTROSWOT project)</article-title>. <source>Lancet Gastroenterol. Hepatol.</source> <volume>7</volume> (<issue>5</issue>), <fpage>485</fpage>&#x2013;<lpage>494</lpage>. <pub-id pub-id-type="doi">10.1016/S2468-1253(21)00442-8</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Del Coso</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hiam</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Houweling</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>P&#xe9;rez</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Luc&#xed;a</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>More than a &#x27;speed gene&#x27;: ACTN3 R577X genotype, trainability, muscle damage, and the risk for injuries</article-title>. <source>Eur. J. Appl. Physiol.</source> <volume>119</volume> (<issue>1</issue>), <fpage>49</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1007/s00421-018-4010-0</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ehlert</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Simon</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Moser</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Epigenetics in sports</article-title>. <source>Sports Med.</source> <volume>43</volume> (<issue>2</issue>), <fpage>93</fpage>&#x2013;<lpage>110</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-012-0012-y</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hanson</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Lucia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Houweling</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Garton</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>North</surname>
<given-names>K. N.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Genes for elite power and sprint performance: ACTN3 leads the way</article-title>. <source>Sports Med.</source> <volume>43</volume> (<issue>9</issue>), <fpage>803</fpage>&#x2013;<lpage>817</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-013-0059-4</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ruiz</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Oliveira</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Duarte</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Birk</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Lucia</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Genes and elite athletes: A roadmap for future research</article-title>. <source>J. Physiol.</source> <volume>589</volume> (<issue>13</issue>), <fpage>3063</fpage>&#x2013;<lpage>3070</lpage>. <pub-id pub-id-type="doi">10.1113/jphysiol.2011.207035</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fischetto</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bermon</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>From gene engineering to gene modulation and manipulation: Can we prevent or detect gene doping in sports?</article-title> <source>Sports Med.</source> <volume>43</volume> (<issue>10</issue>), <fpage>965</fpage>&#x2013;<lpage>977</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-013-0075-4</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Foundation</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Academies</surname>
<given-names>A. E.</given-names>
</name>
</person-group> (<year>2011</year>). <source>The European code of conduct for research integrity</source>. <publisher-name>European Science Foundation</publisher-name>.</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Franco</surname>
<given-names>J. V. A.</given-names>
</name>
<name>
<surname>Garrote</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Vietto</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Escobar Liquitay</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Sol&#xe0;</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Search strategies (filters) to identify systematic reviews in MEDLINE and Embase</article-title>. <source>Cochrane Database Syst Rev</source> (<issue>7</issue>). <pub-id pub-id-type="doi">10.1002/14651858.mr000054</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gaffney</surname>
<given-names>G. R.</given-names>
</name>
<name>
<surname>Parisotto</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Gene doping: A review of performance-enhancing genetics</article-title>. <source>Pediatr. Clin. North Am.</source> <volume>54</volume> (<issue>4</issue>), <fpage>807</fpage>&#x2013;<lpage>822</lpage>. <pub-id pub-id-type="doi">10.1016/j.pcl.2007.04.004</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gates</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gates</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Guitard</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pollock</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hartling</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Guidance for overviews of reviews continues to accumulate, but important challenges remain: A scoping review</article-title>. <source>Syst. Rev.</source> <volume>9</volume> (<issue>1</issue>), <fpage>254</fpage>. <pub-id pub-id-type="doi">10.1186/s13643-020-01509-0</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gates</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gates</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pieper</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Fernandes</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Tricco</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Moher</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Reporting guideline for overviews of reviews of healthcare interventions: Development of the PRIOR statement</article-title>. <source>BMJ</source> <volume>378</volume>, <fpage>e070849</fpage>. <pub-id pub-id-type="doi">10.1136/bmj-2022-070849</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gibson</surname>
<given-names>W. T.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Core concepts in human genetics: Understanding the complex phenotype of sport performance and susceptibility to sport injury</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1159/000445237</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ginevi&#x10d;ien&#x117;</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Utkus</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pranckevi&#x10d;ien&#x117;</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Semenova</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>E. C. R.</given-names>
</name>
<name>
<surname>Ahmetov</surname>
<given-names>I. I.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Perspectives in sports genomics</article-title>. <source>Biomedicines</source> <volume>10</volume> (<issue>2</issue>), <fpage>298</fpage>. <pub-id pub-id-type="doi">10.3390/biomedicines10020298</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomes</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Almeida</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Franco</surname>
<given-names>O. L.</given-names>
</name>
<name>
<surname>Petriz</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Omics and the molecular exercise physiology</article-title>. <source>Adv. Clin. Chem.</source> <volume>96</volume>, <fpage>55</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1016/bs.acc.2019.11.003</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gordon</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Gordish Dressman</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Hoffman</surname>
<given-names>E. P.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The genetics of muscle atrophy and growth: The impact and implications of polymorphisms in animals and humans</article-title>. <source>Int. J. Biochem. Cell Biol.</source> <volume>37</volume> (<issue>10</issue>), <fpage>2064</fpage>&#x2013;<lpage>2074</lpage>. <pub-id pub-id-type="doi">10.1016/j.biocel.2005.05.005</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gray</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Semsarian</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Utility of genetic testing in athletes</article-title>. <source>Clin. Cardiol.</source> <volume>43</volume> (<issue>8</issue>), <fpage>915</fpage>&#x2013;<lpage>920</lpage>. <pub-id pub-id-type="doi">10.1002/clc.23289</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Griswold</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Correa</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Kaplan</surname>
<given-names>L. D.</given-names>
</name>
<name>
<surname>Best</surname>
<given-names>T. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Using genomic techniques in sports and exercise science: Current status and future opportunities</article-title>. <source>Curr. Sports Med. Rep.</source> <volume>20</volume> (<issue>11</issue>), <fpage>617</fpage>&#x2013;<lpage>623</lpage>. <pub-id pub-id-type="doi">10.1249/JSR.0000000000000908</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guest</surname>
<given-names>N. S.</given-names>
</name>
<name>
<surname>Horne</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Vanderhout</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>El-Sohemy</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Sport nutrigenomics: Personalized nutrition for athletic performance</article-title>. <source>Front. Nutr.</source> <volume>6</volume>, <fpage>8</fpage>. <pub-id pub-id-type="doi">10.3389/fnut.2019.00008</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guilherme</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lancha</surname>
<given-names>A. H.</given-names>
<suffix>Jr.</suffix>
</name>
</person-group> (<year>2020</year>). <article-title>Total genotype score and athletic status: An exploratory cross-sectional study of a Brazilian athlete cohort</article-title>. <source>Ann. Hum. Genet.</source> <volume>84</volume> (<issue>2</issue>), <fpage>141</fpage>&#x2013;<lpage>150</lpage>. <pub-id pub-id-type="doi">10.1111/ahg.12353</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guth</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Genetic influence on athletic performance</article-title>. <source>Curr. Opin. Pediatr.</source> <volume>25</volume> (<issue>6</issue>), <fpage>653</fpage>&#x2013;<lpage>658</lpage>. <pub-id pub-id-type="doi">10.1097/MOP.0b013e3283659087</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2010</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>43</volume> (<issue>5</issue>), <fpage>743</fpage>&#x2013;<lpage>752</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e3182155d21</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hall</surname>
<given-names>E. C. R.</given-names>
</name>
<name>
<surname>Murgatroyd</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Stebbings</surname>
<given-names>G. K.</given-names>
</name>
<name>
<surname>Cunniffe</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Harle</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Salter</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>The prospective study of epigenetic regulatory profiles in sport and exercise monitored through chromosome conformation signatures</article-title>. <source>Genes (Basel)</source> <volume>11</volume> (<issue>8</issue>), <fpage>905</fpage>. <pub-id pub-id-type="doi">10.3390/genes11080905</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heffernan</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Kilduff</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Day</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Pitsiladis</surname>
<given-names>Y. P.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Genomics in rugby union: A review and future prospects</article-title>. <source>Eur. J. Sport Sci.</source> <volume>15</volume> (<issue>6</issue>), <fpage>460</fpage>&#x2013;<lpage>468</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2015.1023222</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Helms</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nixon</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Exploring SWOT analysis &#x2013; where are we now?: A review of academic research from the last decade</article-title>. <source>J. Strategy Manag. - J Econ Manag Strat.</source> <volume>3</volume>, <fpage>215</fpage>&#x2013;<lpage>251</lpage>. <pub-id pub-id-type="doi">10.1108/17554251011064837</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herbert</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Hennis</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Erskine</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Sale</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Day</surname>
<given-names>S. H.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>The interactions of physical activity, exercise and genetics and their associations with bone mineral density: Implications for injury risk in elite athletes</article-title>. <source>Eur. J. Appl. Physiol.</source> <volume>119</volume> (<issue>1</issue>), <fpage>29</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1007/s00421-018-4007-8</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hill</surname>
<given-names>B. G.</given-names>
</name>
<name>
<surname>Shiva</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ballinger</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Darley-Usmar</surname>
<given-names>V. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Bioenergetics and translational metabolism: Implications for genetics, physiology and precision medicine</article-title>. <source>Biol. Chem.</source> <volume>401</volume>, <fpage>3</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1515/hsz-2019-0268</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Houweling</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Papadimitriou</surname>
<given-names>I. D.</given-names>
</name>
<name>
<surname>Seto</surname>
<given-names>J. T.</given-names>
</name>
<name>
<surname>P&#xe9;rez</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Coso</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>North</surname>
<given-names>K. N.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Is evolutionary loss our gain? The role of ACTN3 p.Arg577Ter (R577X) genotype in athletic performance, ageing, and disease</article-title>. <source>Hum. Mutat.</source> <volume>39</volume> (<issue>12</issue>), <fpage>1774</fpage>&#x2013;<lpage>1787</lpage>. <pub-id pub-id-type="doi">10.1002/humu.23663</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kelly</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Kelly</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Kelly</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Metabolomics, physical activity, exercise and health: A review of the current evidence</article-title>. <source>Biochim. Biophys. Acta Mol. Basis Dis.</source> <volume>1866</volume> (<issue>12</issue>), <fpage>165936</fpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2020.165936</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kennedy</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Wittmann</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>L. A. D.</given-names>
</name>
<name>
<surname>Toal</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Lonergan</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Metabolomics in the clinic: A review of the shared and unique features of untargeted metabolomics for clinical research and clinical testing</article-title>. <source>J. Mass Spectrom.</source> <volume>53</volume> (<issue>11</issue>), <fpage>1143</fpage>&#x2013;<lpage>1154</lpage>. <pub-id pub-id-type="doi">10.1002/jms.4292</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>D. S.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Ashley</surname>
<given-names>E. A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The genetics of human performance</article-title>. <source>Nat. Rev. Genet.</source> <volume>23</volume> (<issue>1</issue>), <fpage>40</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1038/s41576-021-00400-5</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Konopka</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>van den Bunder</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Rietjens</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sperlich</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zeegers</surname>
<given-names>M. P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Genetics of long-distance runners and road cyclists-A systematic review with meta-analysis</article-title>. <source>Scand. J. Med. Sci. Sports</source> <volume>32</volume>, <fpage>1414</fpage>&#x2013;<lpage>1429</lpage>. <pub-id pub-id-type="doi">10.1111/sms.14212</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Landen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Voisin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Craig</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>McGee</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Lamon</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genetic and epigenetic sex-specific adaptations to endurance exercise</article-title>. <source>Epigenetics</source> <volume>14</volume> (<issue>6</issue>), <fpage>523</fpage>&#x2013;<lpage>535</lpage>. <pub-id pub-id-type="doi">10.1080/15592294.2019.1603961</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lightfoot</surname>
<given-names>J. T.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Hubal</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Systems exercise genetics research design standards</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>53</volume> (<issue>5</issue>), <fpage>883</fpage>&#x2013;<lpage>887</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0000000000002563</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Santiago</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pareja-Galeano</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Iturriaga</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sosa-Pedreschi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Fuku</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Genetic variations associated with non-contact muscle injuries in sport: A systematic review</article-title>. <source>Scand. J. Med. Sci. Sports</source> <volume>31</volume> (<issue>11</issue>), <fpage>2014</fpage>&#x2013;<lpage>2032</lpage>. <pub-id pub-id-type="doi">10.1111/sms.14020</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lippi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Longo</surname>
<given-names>U. G.</given-names>
</name>
<name>
<surname>Maffulli</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Genetics and sports</article-title>. <source>Br. Med. Bull.</source> <volume>93</volume>, <fpage>27</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1093/bmb/ldp007</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Loos</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Sarzynski</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2014</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>47</volume> (<issue>6</issue>), <fpage>1105</fpage>&#x2013;<lpage>1112</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0000000000000645</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lundby</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Montero</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Joyner</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Biology of VO(2) max: Looking under the physiology lamp</article-title>. <source>Acta Physiol. (Oxf)</source> <volume>220</volume> (<issue>2</issue>), <fpage>218</fpage>&#x2013;<lpage>228</lpage>. <pub-id pub-id-type="doi">10.1111/apha.12827</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maciejewska-Skrendo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ci&#x119;szczyk</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chycki</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sawczuk</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sm&#xf3;&#x142;ka</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genetic markers associated with power athlete status</article-title>. <source>J. Hum. Kinet.</source> <volume>68</volume>, <fpage>17</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.2478/hukin-2019-0053</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maffulli</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Margiotti</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Longo</surname>
<given-names>U. G.</given-names>
</name>
<name>
<surname>Loppini</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fazio</surname>
<given-names>V. M.</given-names>
</name>
<name>
<surname>Denaro</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>The genetics of sports injuries and athletic performance</article-title>. <source>Muscles Ligaments Tendons J.</source> <volume>3</volume> (<issue>3</issue>), <fpage>173</fpage>&#x2013;<lpage>189</lpage>. <pub-id pub-id-type="doi">10.11138/mltj/2013.3.3.179</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malsagova</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Butkova</surname>
<given-names>T. V.</given-names>
</name>
<name>
<surname>Kopylov</surname>
<given-names>A. T.</given-names>
</name>
<name>
<surname>Izotov</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Rudnev</surname>
<given-names>V. R.</given-names>
</name>
<name>
<surname>Klyuchnikov</surname>
<given-names>M. S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Molecular portrait of an athlete</article-title>. <source>Diagn. (Basel)</source> <volume>11</volume> (<issue>6</issue>), <fpage>1095</fpage>. <pub-id pub-id-type="doi">10.3390/diagnostics11061095</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mareddy</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sc</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>McDaniel</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Monfredi</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Exercise in the genetic arrhythmia syndromes - a review</article-title>. <source>Clin. Sports Med.</source> <volume>41</volume> (<issue>3</issue>), <fpage>485</fpage>&#x2013;<lpage>510</lpage>. <pub-id pub-id-type="doi">10.1016/j.csm.2022.02.008</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mattsson</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Waggott</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Caleshu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ashley</surname>
<given-names>E. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Sports genetics moving forward: Lessons learned from medical research</article-title>. <source>Physiol. Genomics</source> <volume>48</volume> (<issue>3</issue>), <fpage>175</fpage>&#x2013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.1152/physiolgenomics.00109.2015</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNamee</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>van Hilvoorde</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Holm</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Genetic testing and sports medicine ethics</article-title>. <source>Sports Med.</source> <volume>39</volume> (<issue>5</issue>), <fpage>339</fpage>&#x2013;<lpage>344</lpage>. <pub-id pub-id-type="doi">10.2165/00007256-200939050-00001</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meyler</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bottoms</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Muniz-Pumares</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Biological and methodological factors affecting VO2max response variability to endurance training and the influence of exercise intensity prescription</article-title>. <source>Exp. Physiol.</source> <volume>106</volume> (<issue>7</issue>):<fpage>1410</fpage>&#x2013;<lpage>1424</lpage>. <pub-id pub-id-type="doi">10.1113/EP089565</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Minchin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lodge</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Understanding biochemistry: Structure and function of nucleic acids</article-title>. <source>Essays Biochem.</source> <volume>63</volume> (<issue>4</issue>), <fpage>433</fpage>&#x2013;<lpage>456</lpage>. <pub-id pub-id-type="doi">10.1042/EBC20180038</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Miyamoto-Mikami</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Zempo</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Fuku</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kikuchi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Miyachi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Murakami</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Heritability estimates of endurance-related phenotypes: A systematic review and meta-analysis</article-title>. <source>Scand. J. Med. Sci. Sports</source> <volume>28</volume> (<issue>3</issue>), <fpage>834</fpage>&#x2013;<lpage>845</lpage>. <pub-id pub-id-type="doi">10.1111/sms.12958</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohan</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A mini review on sports genetics researches in India: Where we stand now</article-title>. <source>IIOAB J.</source> <volume>13</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>3</lpage>.</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Montalvo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Tse-Dinh</surname>
<given-names>Y-C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Swartzon</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hechtman</surname>
<given-names>K. S.</given-names>
</name>
<name>
<surname>Myer</surname>
<given-names>G. D.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Precision sports medicine: The future of advancing health and performance in youth and beyond</article-title>. <source>Strength Cond. J.</source> <volume>39</volume>, <fpage>48</fpage>&#x2013;<lpage>58</lpage>. <pub-id pub-id-type="doi">10.1519/ssc.0000000000000292</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Montgomery</surname>
<given-names>H. E.</given-names>
</name>
<name>
<surname>Marshall</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hemingway</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Myerson</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Clarkson</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Dollery</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>1998</year>). <article-title>Human gene for physical performance</article-title>. <source>Nature</source> <volume>393</volume> (<issue>6682</issue>), <fpage>221</fpage>&#x2013;<lpage>222</lpage>. <pub-id pub-id-type="doi">10.1038/30374</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moran</surname>
<given-names>C. N.</given-names>
</name>
<name>
<surname>Pitsiladis</surname>
<given-names>Y. P.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Tour de France champions born or made: Where do we take the genetics of performance?</article-title> <source>J. Sports Sci.</source> <volume>35</volume> (<issue>14</issue>), <fpage>1411</fpage>&#x2013;<lpage>1419</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2016.1215494</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naureen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Perrone</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Paolacci</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Maltese</surname>
<given-names>P. E.</given-names>
</name>
<name>
<surname>Dhuli</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kurti</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Genetic test for the personalization of sport training</article-title>. <source>Acta Biomed.</source> <volume>9</volume>, <fpage>e2020012</fpage>&#x2013;<lpage>e2020015</lpage>. <pub-id pub-id-type="doi">10.23750/abm.v91i13-S.10593</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nieman</surname>
<given-names>D. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Multiomics approach to precision sports nutrition: Limits, challenges, and possibilities</article-title>. <source>Front. Nutr.</source> <volume>8</volume>, <fpage>796360</fpage>. <pub-id pub-id-type="doi">10.3389/fnut.2021.796360</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nowell</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Norris</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>White</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Moules</surname>
<given-names>N. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Thematic analysis:striving to meet the trustworthiness criteria</article-title>. <source>Int. J. Qual. Methods</source> <volume>16</volume> (<issue>1</issue>), <fpage>160940691773384</fpage>. <pub-id pub-id-type="doi">10.1177/1609406917733847</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Onishi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Furukawa</surname>
<given-names>T. A.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>State-of-the-Art reporting</article-title>,&#x201d; in <source>Biondi-zoccai G. Umbrella reviews: Evidence synthesis with overviews of reviews and meta-epidemiologic studies</source> (<publisher-name>Springer International Publishing</publisher-name>), <fpage>189</fpage>&#x2013;<lpage>202</lpage>.</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ostrander</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Huson</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Ostrander</surname>
<given-names>G. K.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Genetics of athletic performance</article-title>. <source>Annu. Rev. Genomics Hum. Genet.</source> <volume>10</volume>, <fpage>407</fpage>&#x2013;<lpage>429</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-genom-082908-150058</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Patel</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Greydanus</surname>
<given-names>D. E.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Genes and athletes</article-title>. <source>Adolesc. Med.</source> <volume>13</volume> (<issue>2</issue>). <fpage>249</fpage>&#x2013;<lpage>255</lpage>.</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R. J. F.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Sarzynski</surname>
<given-names>M. A.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2012</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>45</volume> (<issue>5</issue>), <fpage>824</fpage>&#x2013;<lpage>831</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e31828b28a3</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pickering</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kiely</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>ACTN3: More than just a gene for speed</article-title>. <source>Front. Physiol.</source> <volume>8</volume>, <fpage>1080</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2017.01080</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pickering</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kiely</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Can genetic testing predict talent? A case study of 5 elite athletes</article-title>. <source>Int. J. Sports Physiol. Perform.</source> <volume>16</volume> (<issue>3</issue>), <fpage>429</fpage>&#x2013;<lpage>434</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2019-0543</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pickering</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kiely</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Grgic</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lucia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Del Coso</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Can genetic testing identify talent for sport?</article-title> <source>Genes</source> <volume>10</volume> (<issue>12</issue>), <fpage>972</fpage>. <pub-id pub-id-type="doi">10.3390/genes10120972</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pickering</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kiely</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>The development of a personalised training framework: Implementation of emerging technologies for performance</article-title>. <source>J. Funct. Morphol. Kinesiol</source> <volume>4</volume> (<issue>2</issue>), <fpage>25</fpage>. <pub-id pub-id-type="doi">10.3390/jfmk4020025</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pitsiladis</surname>
<given-names>Y. P.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>North</surname>
<given-names>K. N.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Athlome project consortium: A concerted effort to discover genomic and other "omic" markers of athletic performance</article-title>. <source>Physiol. Genomics</source> <volume>48</volume> (<issue>3</issue>), <fpage>183</fpage>&#x2013;<lpage>190</lpage>. <pub-id pub-id-type="doi">10.1152/physiolgenomics.00105.2015</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Polli</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ickmans</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Godderis</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Nijs</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>When environment meets genetics: A clinical review of the epigenetics of pain, psychological factors, and physical activity</article-title>. <source>Arch. Phys. Med. Rehabil.</source> <volume>100</volume> (<issue>6</issue>), <fpage>1153</fpage>&#x2013;<lpage>1161</lpage>. <pub-id pub-id-type="doi">10.1016/j.apmr.2018.09.118</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pranckeviciene</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Gineviciene</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Jakaitiene</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Januska</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Utkus</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Total genotype score modelling of polygenic endurance-power profiles in Lithuanian elite athletes</article-title>. <source>Genes</source> <volume>12</volume> (<issue>7</issue>), <fpage>1067</fpage>. <pub-id pub-id-type="doi">10.3390/genes12071067</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ramaswami</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bayer</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Galea</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Precision medicine from a public health perspective</article-title>. <source>Annu. Rev. Public Health</source> <volume>39</volume>, <fpage>153</fpage>&#x2013;<lpage>168</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-publhealth-040617-014158</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Bray</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2006</year>). <article-title>The human gene map for performance and health-related fitness phenotypes: The 2005 update</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>38</volume> (<issue>11</issue>), <fpage>1863</fpage>&#x2013;<lpage>1888</lpage>. <pub-id pub-id-type="doi">10.1249/01.mss.0000233789.01164.4f</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Bray</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Advances in exercise, fitness, and performance genomics</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>42</volume> (<issue>5</issue>), <fpage>835</fpage>&#x2013;<lpage>846</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e3181d86cec</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rethlefsen</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Kirtley</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Waffenschmidt</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ayala</surname>
<given-names>A. P.</given-names>
</name>
<name>
<surname>Moher</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Page</surname>
<given-names>M. J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>PRISMA-S: An extension to the PRISMA statement for reporting literature searches in systematic reviews</article-title>. <source>Syst. Rev.</source> <volume>10</volume> (<issue>1</issue>), <fpage>39</fpage>. <pub-id pub-id-type="doi">10.1186/s13643-020-01542-z</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Robert</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Pelletier</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Exploring the impact of single-nucleotide polymorphisms on translation</article-title>. <source>Front. Genet.</source> <volume>9</volume>, <fpage>507</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2018.00507</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ross</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Goodpaster</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Koch</surname>
<given-names>L. G.</given-names>
</name>
<name>
<surname>Sarzynski</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Kohrt</surname>
<given-names>W. M.</given-names>
</name>
<name>
<surname>Johannsen</surname>
<given-names>N. M.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Precision exercise medicine: Understanding exercise response variability</article-title>. <source>Br. J. Sports Med.</source> <volume>53</volume> (<issue>18</issue>), <fpage>1141</fpage>&#x2013;<lpage>1153</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2018-100328</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R. J. F.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sarzynski</surname>
<given-names>M. A.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2011</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>44</volume> (<issue>5</issue>), <fpage>809</fpage>&#x2013;<lpage>817</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e31824f28b6</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rowe</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Tenesa</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Human complex trait genetics: Lifting the lid of the genomics toolbox - from pathways to prediction</article-title>. <source>Curr. Genomics</source> <volume>13</volume> (<issue>3</issue>), <fpage>213</fpage>&#x2013;<lpage>224</lpage>. <pub-id pub-id-type="doi">10.2174/138920212800543101</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Salda&#xf1;a</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <source>The coding manual for qualitative researchers</source>. <edition>4th ed</edition>. <publisher-name>Sage Publications</publisher-name>.</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Salvador-Oliv&#xe1;n</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Marco-Cuenca</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Arquero-Avil&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Development of an efficient search filter to retrieve systematic reviews from PubMed</article-title>. <source>J. Med. Libr. Assoc.</source> <volume>109</volume> (<issue>4</issue>), <fpage>561</fpage>&#x2013;<lpage>574</lpage>. <pub-id pub-id-type="doi">10.5195/jmla.2021.1223</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarpeshkar</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Bentley</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Adrenergic-beta(2) receptor polymorphism and athletic performance</article-title>. <source>J. Hum. Genet.</source> <volume>55</volume> (<issue>8</issue>), <fpage>479</fpage>&#x2013;<lpage>485</lpage>. <pub-id pub-id-type="doi">10.1038/jhg.2010.42</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarzynski</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Lucia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2015</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>48</volume> (<issue>10</issue>), <fpage>1906</fpage>&#x2013;<lpage>1916</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0000000000000982</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schneider</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Fedoruk</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Rupert</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Human genetic variation: New challenges and opportunities for doping control</article-title>. <source>J. Sports Sci.</source> <volume>30</volume> (<issue>11</issue>), <fpage>1117</fpage>&#x2013;<lpage>1129</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2012.692480</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sellami</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Elrayess</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Puce</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bragazzi</surname>
<given-names>N. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Molecular big data in sports sciences: State-of-Art and future prospects of OMICS-based sports sciences</article-title>. <source>Front. Mol. Biosci.</source> <volume>8</volume>, <fpage>815410</fpage>. <pub-id pub-id-type="doi">10.3389/fmolb.2021.815410</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharp</surname>
<given-names>N. C.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>The human genome and sport, including epigenetics and athleticogenomics: A brief look at a rapidly changing field</article-title>. <source>J. Sports Sci.</source> <volume>26</volume> (<issue>11</issue>), <fpage>1127</fpage>&#x2013;<lpage>1133</lpage>. <pub-id pub-id-type="doi">10.1080/02640410801912117</pub-id>
</citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Silva</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Silva</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Cerqueira</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Tavares</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Medeiros</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Genomic profile in association with sport-type, sex, ethnicity, psychological traits and sport injuries of elite athletes</article-title>. <source>J. Sports Med. Phys. Fit.</source> <volume>62</volume> (<issue>3</issue>), <fpage>418</fpage>&#x2013;<lpage>434</lpage>. <pub-id pub-id-type="doi">10.23736/S0022-4707.21.12020-1</pub-id>
</citation>
</ref>
<ref id="B109">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Southward</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Rutherfurd-Markwick</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Badenhorst</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The role of genetics in moderating the inter-individual differences in the ergogenicity of caffeine</article-title>. <source>Nutrients</source> <volume>10</volume> (<issue>10</issue>), <fpage>1352</fpage>. <pub-id pub-id-type="doi">10.3390/nu10101352</pub-id>
</citation>
</ref>
<ref id="B110">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tanisawa</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Seto</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Verdouka</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Twycross-Lewis</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Karanikolou</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Sport and exercise genomics: The FIMS 2019 consensus statement update</article-title>. <source>Br. J. Sports Med.</source> <volume>54</volume> (<issue>16</issue>), <fpage>969</fpage>&#x2013;<lpage>975</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2019-101532</pub-id>
</citation>
</ref>
<ref id="B111">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Tsagris</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fragkos</surname>
<given-names>K. C.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Umbrella reviews, overviews of reviews, and meta-epidemiologic studies: Similarities and differences</article-title>,&#x201d; in <source>Biondi-zoccai G. <italic>Umbrella reviews: Evidence Synthesis with Overviews of Reviews and meta-epidemiologic studies</italic>
</source> (<publisher-name>Springer International Publishing</publisher-name>), <fpage>43</fpage>&#x2013;<lpage>54</lpage>.</citation>
</ref>
<ref id="B112">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tucker</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Santos-Concejero</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Collins</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>The genetic basis for elite running performance</article-title>. <source>Br. J. Sports Med.</source> <volume>47</volume> (<issue>9</issue>), <fpage>545</fpage>&#x2013;<lpage>549</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2013-092408</pub-id>
</citation>
</ref>
<ref id="B113">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Unal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ozer Unal</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Gene doping in sports</article-title>. <source>Sports Med.</source> <volume>34</volume> (<issue>6</issue>), <fpage>357</fpage>&#x2013;<lpage>362</lpage>. <pub-id pub-id-type="doi">10.2165/00007256-200434060-00002</pub-id>
</citation>
</ref>
<ref id="B114">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van de Vegte</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Tegegne</surname>
<given-names>B. S.</given-names>
</name>
<name>
<surname>Verweij</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Snieder</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>van der Harst</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genetics and the heart rate response to exercise</article-title>. <source>Cell Mol. Life Sci.</source> <volume>76</volume>, <fpage>2391</fpage>&#x2013;<lpage>2409</lpage>. <pub-id pub-id-type="doi">10.1007/s00018-019-03079-4</pub-id>
</citation>
</ref>
<ref id="B115">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vancini</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Pesquero</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Fachina</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Andrade</surname>
<given-names>M. D. S.</given-names>
</name>
<name>
<surname>Borin</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Montagner</surname>
<given-names>P. C.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Genetic aspects of athletic performance: The african runners phenomenon</article-title>. <source>Open Access J. Sports Med.</source> <volume>5</volume>, <fpage>123</fpage>&#x2013;<lpage>127</lpage>. <pub-id pub-id-type="doi">10.2147/OAJSM.S61361</pub-id>
</citation>
</ref>
<ref id="B116">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Varillas-Delgado</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Del Coso</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gutierrez-Hellin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Aguilar-Navarro</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mu&#xf1;oz</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Maestro</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Genetics and sports performance: The present and future in the identification of talent for sports based on DNA testing</article-title>. <source>Eur. J. Appl. Physiol.</source> <volume>16</volume>, <fpage>1811</fpage>&#x2013;<lpage>1830</lpage>. <pub-id pub-id-type="doi">10.1007/s00421-022-04945-z</pub-id>
</citation>
</ref>
<ref id="B117">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vellers</surname>
<given-names>H. L.</given-names>
</name>
<name>
<surname>Kleeberger</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Lightfoot</surname>
<given-names>J. T.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Inter-individual variation in adaptations to endurance and resistance exercise training: Genetic approaches towards understanding a complex phenotype</article-title>. <source>Mamm. Genome</source> <volume>29</volume> (<issue>1-2</issue>), <fpage>48</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1007/s00335-017-9732-5</pub-id>
</citation>
</ref>
<ref id="B118">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Venezia</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Recent research in the genetics of exercise training adaptation</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>29</fpage>&#x2013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1159/000445239</pub-id>
</citation>
</ref>
<ref id="B119">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Viecelli</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ewald</surname>
<given-names>C. Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The non-modifiable factors age, gender, and genetics influence resistance exercise</article-title>. <source>Front. Aging</source> <volume>3</volume>, <fpage>1005848</fpage>. <pub-id pub-id-type="doi">10.3389/fragi.2022.1005848</pub-id>
</citation>
</ref>
<ref id="B120">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vlahovich</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hughes</surname>
<given-names>D. C.</given-names>
</name>
<name>
<surname>Griffiths</surname>
<given-names>L. R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Pitsiladis</surname>
<given-names>Y. P.</given-names>
</name>
<name>
<surname>Pigozzi</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Genetic testing for exercise prescription and injury prevention: AIS-athlome consortium-FIMS joint statement</article-title>. <source>BMC Genomics</source> <volume>18</volume> (<issue>8</issue>), <fpage>818</fpage>. <pub-id pub-id-type="doi">10.1186/s12864-017-4185-5</pub-id>
</citation>
</ref>
<ref id="B121">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wackerhage</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Miah</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Harris</surname>
<given-names>R. C.</given-names>
</name>
<name>
<surname>Montgomery</surname>
<given-names>H. E.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Genetic research and testing in sport and exercise science: A review of the issues</article-title>. <source>J. Sports Sci.</source> <volume>27</volume> (<issue>11</issue>), <fpage>1109</fpage>&#x2013;<lpage>1116</lpage>. <pub-id pub-id-type="doi">10.1080/02640410903114364</pub-id>
</citation>
</ref>
<ref id="B122">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Padmanabhan</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Fuku</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Lucia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ahmetov</surname>
<given-names>I. I.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Genomics of elite sporting performance: What little we know and necessary advances</article-title>. <source>Adv. Genet.</source> <volume>84</volume>, <fpage>123</fpage>&#x2013;<lpage>149</lpage>. <pub-id pub-id-type="doi">10.1016/B978-0-12-407703-4.00004-9</pub-id>
</citation>
</ref>
<ref id="B123">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>North</surname>
<given-names>K. N.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Collins</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>The future of genomic research in athletic performance and adaptation to training</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>55</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1159/000445241</pub-id>
</citation>
</ref>
<ref id="B124">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ashokan</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Physical exercise: An overview of benefits from psychological level to genetics and beyond</article-title>. <source>Front. Physiol.</source> <volume>12</volume>, <fpage>731858</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2021.731858</pub-id>
</citation>
</ref>
<ref id="B125">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Webborn</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>McNamee</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bouchard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pitsiladis</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ahmetov</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Direct-to-consumer genetic testing for predicting sports performance and talent identification: Consensus statement</article-title>. <source>Br. J. Sports Med.</source> <volume>49</volume> (<issue>23</issue>), <fpage>1486</fpage>&#x2013;<lpage>1491</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2015-095343</pub-id>
</citation>
</ref>
<ref id="B126">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Widmann</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nie&#xdf;</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Munz</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Physical exercise and epigenetic modifications in skeletal muscle</article-title>. <source>Sports Med.</source> <volume>49</volume> (<issue>4</issue>), <fpage>509</fpage>&#x2013;<lpage>523</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-019-01070-4</pub-id>
</citation>
</ref>
<ref id="B127">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Williams</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Folland</surname>
<given-names>J. P.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Similarity of polygenic profiles limits the potential for elite human physical performance</article-title>. <source>J. Physiol.</source> <volume>586</volume> (<issue>1</issue>), <fpage>113</fpage>&#x2013;<lpage>121</lpage>. <pub-id pub-id-type="doi">10.1113/jphysiol.2007.141887</pub-id>
</citation>
</ref>
<ref id="B128">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wolfarth</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Rankinen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Loos</surname>
<given-names>R. J. F.</given-names>
</name>
<name>
<surname>P&#xe9;russe</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>S. M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Advances in exercise, fitness, and performance genomics in 2013</article-title>. <source>Med. Sci. Sports Exerc</source> <volume>46</volume> (<issue>5</issue>), <fpage>851</fpage>&#x2013;<lpage>859</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0000000000000300</pub-id>
</citation>
</ref>
<ref id="B129">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Papadimitriou</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Lidor</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Eynon</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Nature versus nurture in determining athletic ability</article-title>. <source>Med. Sport Sci.</source> <volume>61</volume>, <fpage>15</fpage>&#x2013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1159/000445238</pub-id>
</citation>
</ref>
<ref id="B130">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Prediction and identification of power performance using polygenic models of three single-nucleotide polymorphisms in Chinese elite athletes</article-title>. <source>Front. Genet.</source> <volume>12</volume>, <fpage>726552</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2021.726552</pub-id>
</citation>
</ref>
<ref id="B131">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Youn</surname>
<given-names>B. Y.</given-names>
</name>
<name>
<surname>Ko</surname>
<given-names>S. G.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J. Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Genetic basis of elite combat sports athletes: A systematic review</article-title>. <source>Biol. Sport</source> <volume>38</volume> (<issue>4</issue>), <fpage>667</fpage>&#x2013;<lpage>675</lpage>. <pub-id pub-id-type="doi">10.5114/biolsport.2022.102864</pub-id>
</citation>
</ref>
<ref id="B132">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hunt</surname>
<given-names>R. H.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Systematic reviews: The good, the bad, and the ugly</article-title>. <source>Am. J. Gastroenterol.</source> <volume>104</volume> (<issue>5</issue>), <fpage>1086</fpage>&#x2013;<lpage>1092</lpage>. <pub-id pub-id-type="doi">10.1038/ajg.2009.118</pub-id>
</citation>
</ref>
<ref id="B133">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zempo</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Miyamoto-Mikami</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Kikuchi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Fuku</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Miyachi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Murakami</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Heritability estimates of muscle strength-related phenotypes: A systematic review and meta-analysis</article-title>. <source>Scand. J. Med. Sci. Sports</source> <volume>27</volume> (<issue>12</issue>), <fpage>1537</fpage>&#x2013;<lpage>1546</lpage>. <pub-id pub-id-type="doi">10.1111/sms.12804</pub-id>
</citation>
</ref>
<ref id="B134">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Speakman</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genetic factors associated with human physical activity: Are your genes too tight to prevent you exercising?</article-title> <source>Endocrinology</source> <volume>160</volume> (<issue>4</issue>), <fpage>840</fpage>&#x2013;<lpage>852</lpage>. <pub-id pub-id-type="doi">10.1210/en.2018-00873</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>