<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Archiving and Interchange DTD v2.3 20070202//EN" "archivearticle.dtd">
<article article-type="systematic-review" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1373458</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2024.1373458</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Repurposing effect of cardiovascular-metabolic drug to increase lifespan: a systematic review of animal studies and current clinical trial progress</article-title>
<alt-title alt-title-type="left-running-head">Barinda 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/fphar.2024.1373458">10.3389/fphar.2024.1373458</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Barinda</surname>
<given-names>Agian Jeffilano</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>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1325614/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Hardi</surname>
<given-names>Harri</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2340589/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Louisa</surname>
<given-names>Melva</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/963163/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Khatimah</surname>
<given-names>Nurul Gusti</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2664012/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Marliau</surname>
<given-names>Rheza Meida</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Felix</surname>
<given-names>Immanuel</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fadhillah</surname>
<given-names>Muhamad Rizqy</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jamal</surname>
<given-names>Arief Kurniawan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Pharmacology and Therapeutics</institution>, <institution>Faculty of Medicine</institution>, <institution>Universitas Indonesia</institution>, <addr-line>Jakarta</addr-line>, <country>Indonesia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Metabolic, Cardiovascular, and Aging Cluster</institution>, <institution>Indonesia Medical Education and Research Institute (IMERI)</institution>, <institution>Faculty of Medicine</institution>, <institution>Universitas Indonesia</institution>, <addr-line>Jakarta</addr-line>, <country>Indonesia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Master Program in Biomedical Sciences</institution>, <institution>Faculty of Medicine</institution>, <institution>Universitas Indonesia</institution>, <addr-line>Jakarta</addr-line>, <country>Indonesia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Division of Endocrinology, Metabolism, and Diabetes</institution>, <institution>Department of Internal Medicine</institution>, <institution>Dr. Cipto Mangunkusumo National General Hospital</institution>, <institution>Faculty of Medicine Universitas Indonesia</institution>, <addr-line>Jakarta</addr-line>, <country>Indonesia</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/149947/overview">Magdalena Jasinska-Stroschein</ext-link>, Medical University of Lodz, &#x0141;&#x00F3;d&#x017A;, Poland</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/2021710/overview">Irene Alfaras Cardenal</ext-link>, University of Pittsburgh, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1727752/overview">Ameya S. Kulkarni</ext-link>, AbbVie, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Agian Jeffilano Barinda, <email>agian.jeffilano@ui.ac.id</email>; Harri Hardi, <email>harrihardi1995@gmail.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1373458</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Barinda, Hardi, Louisa, Khatimah, Marliau, Felix, Fadhillah and Jamal.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Barinda, Hardi, Louisa, Khatimah, Marliau, Felix, Fadhillah and Jamal</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>With the increase in life expectancy, aging has emerged as a significant health concern. Due to its various mechanisms of action, cardiometabolic drugs are often repurposed for other indications, including aging. This systematic review analyzed and highlighted the repositioning potential of cardiometabolic drugs to increase lifespan as an aging parameter in animal studies and supplemented by information from current clinical trial registries. Systematic searching in animal studies was performed based on PICO: &#x201c;animal,&#x201d; &#x201c;cardiometabolic drug,&#x201d; and &#x201c;lifespan.&#x201d; All clinical trial registries were also searched from the WHO International Clinical Trial Registry Platform (ICTRP). Analysis of 49 animal trials and 10 clinical trial registries show that various cardiovascular and metabolic drugs have the potential to target lifespan. Metformin, acarbose, and aspirin are the three most studied drugs in animal trials. Aspirin and acarbose are the promising ones, whereas metformin exhibits various results. In clinical trial registries, metformin, omega-3 fatty acid, acarbose, and atorvastatin are currently cardiometabolic drugs that are repurposed to target aging. Published clinical trial results show great potential for omega-3 and metformin in healthspan.</p>
<p>
<bold>Systematic Review Registration:</bold> <ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=457358">crd.york.ac.uk/prospero/display_record.php?RecordID&#x3d;457358</ext-link>, identifier: CRD42023457358.</p>
</abstract>
<kwd-group>
<kwd>aging</kwd>
<kwd>drug repositioning</kwd>
<kwd>cardiovascular</kwd>
<kwd>metabolic</kwd>
<kwd>lifespan</kwd>
<kwd>animal model</kwd>
<kwd>clinical trial</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Experimental Pharmacology and Drug Discovery</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Aging is a complex and inexorable process that correlates with a decrease in capability status and physiological functions thus eventually leading to the amelioration of healthspan and shortening of lifespan. Growing evidence showed that aging was found to be an irreversible risk factor for multiple comorbid, including diabetes (<xref ref-type="bibr" rid="B23">Chentli et al., 2015</xref>), cardiovascular disease (<xref ref-type="bibr" rid="B78">North and Sinclair, 2012</xref>; <xref ref-type="bibr" rid="B88">Rodgers et al., 2019</xref>), neurodegenerative disease (<xref ref-type="bibr" rid="B115">Xia et al., 2018</xref>), and cancer (<xref ref-type="bibr" rid="B13">Berben et al., 2021</xref>). Global Burden of Disease Study revealed that the mortality rates were higher in older adult populations since various degenerative diseases have been detected in these populations (<xref ref-type="bibr" rid="B89">Roth et al., 2018</xref>).</p>
<p>The recent innovation of medical science has greatly empowered our understanding of the molecular mechanisms of aging and developed new potential approaches for deferring the aging process (<xref ref-type="bibr" rid="B17">Campisi et al., 2019</xref>). Numerous aging interventions, including gerotherapeutics were shown to increase lifespan and prevent the occurrence of chronic disorders linked to aging (<xref ref-type="bibr" rid="B86">Partridge et al., 2020</xref>).</p>
<p>Cardiovascular and metabolic drugs are frequently repurposed due to their diverse molecular mechanism in many diseases (<xref ref-type="bibr" rid="B49">Ishida et al., 2016</xref>; <xref ref-type="bibr" rid="B91">Schubert et al., 2020</xref>). With various molecular mechanisms found in the aging process, cardiometabolic drugs possess the potential to delay aging. For instance, aspirin and statin are potentially beneficial for cancer (<xref ref-type="bibr" rid="B120">Zaleska et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Ahmadi et al., 2020</xref>; <xref ref-type="bibr" rid="B112">Wang et al., 2021</xref>), or the pleiotropic effect of metformin in cancer, cardiovascular disease, and dementia in diabetic patients (<xref ref-type="bibr" rid="B12">Barzilai et al., 2016</xref>). Of note, aspirin and metformin could extend the lifespan of rodents (<xref ref-type="bibr" rid="B104">Strong et al., 2008</xref>; <xref ref-type="bibr" rid="B72">Martin-Montalvo et al., 2013</xref>). However, other reviews usually focus on <italic>in vitro</italic> scoring, 3D protein structures, orthology relationship, and drug binding, all of which require additional validation through <italic>in vivo</italic> study and clinical trial (<xref ref-type="bibr" rid="B122">Ziehm et al., 2017</xref>; <xref ref-type="bibr" rid="B33">D&#xf6;nerta&#x15f; et al., 2018</xref>). Therefore, our systematic review primarily focused on animal studies, with additional consideration given to clinical trials and their protocols.</p>
<p>Dramatic growth in the variety of longevity medicines that are being identified from animal studies is not always successfully translated to clinical applications (<xref ref-type="bibr" rid="B31">de Magalh&#xe3;es, 2021</xref>). Aspirin treatment failed to prevent mortality and morbidity in healthy older adult people and potentially increased the hemorrhagic risk in those people (<xref ref-type="bibr" rid="B74">McNeil et al., 2018b</xref>; <xref ref-type="bibr" rid="B73">2018a</xref>). In parallel, metformin could not prolong the lifespan in <italic>drosophila</italic> and rather increased the mortality in female mice (<xref ref-type="bibr" rid="B92">Slack et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Anisimov et al., 2015</xref>). Moreover, the clinical trials of metformin, such as MILES (Metformin In Longevity Study), showed the enhancement of longevity-related gene expressions, but the valid molecular mechanisms by which metformin facilitates this activity remain unknown (<xref ref-type="bibr" rid="B77">Mohammed et al., 2021</xref>).</p>
<p>This systematic review will summarize and analyze the evidence of cardiovascular and metabolic drugs from pre-clinical animal studies and recent clinical trials and highlight the rationale for the use of the repurposing potential of cardiometabolic drugs to increase lifespan in animal studies.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<p>This systematic review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines (<xref ref-type="bibr" rid="B82">Page et al., 2021</xref>). The study protocol can be observed on The International Prospective Register of Systematic Reviews (PROSPERO) database: <ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=457358">https://www.crd.york.ac.uk/prospero/display_record.php?RecordID&#x3d;457358</ext-link>. This systematic review of animal studies aims to determine the effect size and mechanism underlying lifespan increase. Following this, a search was conducted on the ICTRP (International Clinical Trial Registry Platform) clinical trial registry using the identified cardiometabolic drug from the animal studies.</p>
<sec id="s2-1">
<title>2.1 Study eligibility criteria</title>
<p>We selected all interventional animal studies that met specific inclusion and exclusion criteria for our study using the PICO framework. The P stands for &#x201c;animal,&#x201d; I for &#x201c;cardiometabolic drugs,&#x201d; C for &#x201c;no cardiometabolic drug,&#x201d; and O for &#x201c;lifespan.&#x201d; Any animal model (natural or gene-modified animal to induce aging) is included in the Population. To replicate the natural aging process in humans, we exclude any intervention or induction that induces any disease apart from aging throughout the animal&#x2019;s lifetime. Yeast lifespan studies were also excluded because they are not a proper model for human aging studies (<xref ref-type="bibr" rid="B119">Zadrag et al., 2008</xref>).</p>
<p>As for intervention, we include all healthy animals who are given any routine cardiometabolic drug as part of the intervention at any time of their life until the animal is dead. Cardiometabolic drugs that are not currently approved by the FDA (Food and Drug Administration) or stated in the AHA (American Heart Association) and ADA (American Diabetes Association) cardiometabolic drug list are excluded (<xref ref-type="bibr" rid="B4">AHA, 2020</xref>; <xref ref-type="bibr" rid="B5">2023</xref>; <xref ref-type="bibr" rid="B2">ADA, 2023</xref>). Any intervention during animal life that can cause a difference in their lifespan, such as an unnatural diet, is also excluded. We also exclude the comparator other than placebo because it will be a source of bias. Treatment other than intervention should be the same.</p>
<p>The primary outcome of this study is median or mean lifespan. In the absence of median or mean lifespan information, we would still consider including an article on cardiometabolic drugs if it included a Kaplan-Meier curve. The secondary outcome in this systematic review is healthspan, which consists of cardiometabolic, neurodegenerative, musculoskeletal, and neoplasm outcomes. Any other outcome that will impact animal health is also included. We also include any laboratory parameters that relate to lifespan and healthspan.</p>
</sec>
<sec id="s2-2">
<title>2.2 Search strategy</title>
<p>We conducted animal systematic literature search based on PICO &#x201c;animal&#x201d;, &#x201c;cardiometabolic drugs&#x201d;, and &#x201c;lifespan&#x201d;. Each cardiometabolic drug was searched individually based on the AHA and ADA cardiometabolic drug lists (<xref ref-type="bibr" rid="B4">AHA, 2020</xref>; <xref ref-type="bibr" rid="B5">2023</xref>; <xref ref-type="bibr" rid="B2">ADA, 2023</xref>). Our complete search strategies from four databases (Pubmed, Embase, Web of Science, and Scopus) are detailed in <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>. We considered all animal studies regardless of language and year of publication.</p>
<p>Clinical trial registries in lifespan and healthspan were also searched in ICTRP (International Clinical Trials Registry Platform). We considered conducting a search at ICTRP for all cardiometabolic drugs found in animal trials. Our search strategies consist of &#x201c;cardiometabolic drug name&#x201d; and &#x201c;aging&#x201d;. Completed clinical trial registries are manually searched for the full text. All clinical trial results will be described as a narrative review.</p>
</sec>
<sec id="s2-3">
<title>2.3 Study selection</title>
<p>Based on our search, all found studies are collected and managed in Mendeley Desktop version 1.19.8 (Glyph &#x26; Cog LLC, 2020). The software will automatically delete any duplicates. Furthermore, we manually identified and excluded other duplicates that cannot be detected by the software. Two independent authors (HH and AJB) screened all non-duplicate titles and abstracts according to inclusion and exclusion criteria; further discrepancies were discussed with a third author (ML). We recorded all reasons for excluded records as outlined in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>PRISMA flow chart search strategy.</p>
</caption>
<graphic xlink:href="fphar-15-1373458-g001.tif"/>
</fig>
<p>We obtained all full text of included studies based on title and abstract screening by searching or buying the full text. Unobtainable full text was requested from the corresponding author. We excluded the unobtainable full text if the corresponding author did not respond. All full text eligibility was evaluated by two independent authors (HH and AJB) in accordance with inclusion and exclusion criteria; any discrepancies were resolved through consultation with a third author (ML).</p>
</sec>
<sec id="s2-4">
<title>2.4 Data extraction and management</title>
<p>All included animal study data were obtained based on PICO:<list list-type="simple">
<list-item>
<p>&#x2022; Method: study design, year of study, number of study locations</p>
</list-item>
<list-item>
<p>&#x2022; Animal model: species, gender, species strain/gene-modification, total animal used</p>
</list-item>
<list-item>
<p>&#x2022; Intervention: drug name, dose, age at treatment initiation, comparator (placebo)</p>
</list-item>
<list-item>
<p>&#x2022; Outcome: primary and secondary outcome</p>
</list-item>
<list-item>
<p>&#x2022; Notes: funding and conflict of interest of the study</p>
</list-item>
</list>
</p>
<p>Two authors (HH and AJB) individually extracted the data and other potential data related to the results. We resolved the disagreement by consensus with the third author (ML). The results of this consensus were input to a word processor, and another author (NGK) double-checked all data input. If any changes were made, the other first three authors were asked about the appropriateness.</p>
</sec>
<sec id="s2-5">
<title>2.5 Risk of bias assessment</title>
<p>We used SYRCLE&#x2019;s risk of bias tool for animal studies to assess the risk of bias in this study (<xref ref-type="bibr" rid="B46">Hooijmans et al., 2014</xref>). This tool consists of six domains (selection, performance, detection, attrition, reporting, and other bias) and ten questions based on animal intervention study potential of bias. We also used RoB 2 tool for assessing the risk of bias in published clinical trial registry studies (<xref ref-type="bibr" rid="B102">Sterne et al., 2019</xref>). Three independent authors (HH, AJB, and NGK) individually searched and discussed all potential biases of all included studies.</p>
</sec>
<sec id="s2-6">
<title>2.6 Measures of treatment effect</title>
<p>This systematic review of treatment effect is based on its primary outcome, lifespan. Lifespan in animal studies is commonly stated as the increase in percentage compared to control. We do not intend to proceed with a meta-analysis of this systematic review due to the numerous heterogeneities present in the study, including different cardiometabolic drugs, drug dosages, and animal models. As a result, meta-analysis is deemed unsuitable for the present study design.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<p>A comprehensive search across four databases yielded a total of 675 studies. Search results for each cardiometabolic drug can be seen in <xref ref-type="sec" rid="s11">Supplementary Table S2</xref>. We identified 49 studies after applying the inclusion and exclusion criteria outlined in the methods section. The complete PRISMA flowchart for this study is illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>. All included animal trials were evaluated based on PICO.</p>
<p>Sequence generation, allocation concealment, random housing, blinding, and random outcome assessment were all found to have a significant risk of bias. Although random housing is impractical for smaller animals, concealment and blinding are critical for animal research. Nevertheless, the potential for bias in these studies could be mitigated because lifespan is an objective parameter. Additional operator-dependent healthspan parameters, such as muscle size, may lead to bias in the absence of adequate blinding and concealment. The comprehensive RoB assessment of each study is detailed in <xref ref-type="sec" rid="s11">Supplementary Table S3</xref>. The summary of RoB result is illustrated in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Percentage of bias risk across all domains from 49 identified studies.</p>
</caption>
<graphic xlink:href="fphar-15-1373458-g002.tif"/>
</fig>
<p>A diverse range of animals, including rats, mice, common fruit flies, roundworms, and silkworms, were utilized in these studies. Drug exposure starts at various stages of life in animals. Prolonged drug exposure yields more favorable results regarding extending lifespan (<xref ref-type="bibr" rid="B35">Espada et al., 2020</xref>; <xref ref-type="bibr" rid="B105">Strong et al., 2022</xref>).</p>
<p>Diverse drug concentrations also exhibit distinct impacts on the extension of lifespan. Research on captopril and metformin has demonstrated that while an appropriate dose of cardiometabolic drugs appears to extend lifespan, higher doses can shorten it (<xref ref-type="bibr" rid="B72">Martin-Montalvo et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Anisimov et al., 2015</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Egan et al., 2023</xref>). Our full list of extraction data can be seen in <xref ref-type="sec" rid="s11">Supplementary Table S4</xref>. We summarized the data in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of animal trials finding.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Drug(s)</th>
<th align="center">Study found</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="3" align="left">Cardiovascular drugs</td>
</tr>
<tr>
<td align="left">Acetazolamide</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx1.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B66">Leibrock et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">Aspirin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx2.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx3.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx4.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx5.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx6.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx7.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx8.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B104">Strong et al. (2008)</xref>, <xref ref-type="bibr" rid="B104">Strong et al. (2008)</xref>, <xref ref-type="bibr" rid="B10">Ayyadevara et al. (2013)</xref>, <xref ref-type="bibr" rid="B47">Huang et al. (2013)</xref>, <xref ref-type="bibr" rid="B111">Wan et al. (2013)</xref>, <xref ref-type="bibr" rid="B26">Danilov et al. (2015)</xref>, <xref ref-type="bibr" rid="B26">Danilov et al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">Candesartan</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx9.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx10.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx11.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B100">Spindler et al. (2016)</xref>, <xref ref-type="bibr" rid="B42">Harrison et al. (2021)</xref>, <xref ref-type="bibr" rid="B42">Harrison et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Captopril</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx12.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx13.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx14.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx15.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B62">Kumar et al. (2016)</xref>, <xref ref-type="bibr" rid="B105">Strong et al. (2022)</xref>, <xref ref-type="bibr" rid="B105">Strong et al. (2022)</xref>; <xref ref-type="bibr" rid="B34">Egan et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Enalapril</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx16.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B90">Santos et al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">Hydralazine</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx17.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx18.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Dehghan et al. (2017)</xref>, <xref ref-type="bibr" rid="B28">Dehghan et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Metolazone</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx19.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B50">Ito et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Metoprolol</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx20.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx21.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B101">Spindler et al. (2013)</xref>, <xref ref-type="bibr" rid="B101">Spindler et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Nevibolol</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx22.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx23.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B101">Spindler et al. (2013)</xref>, <xref ref-type="bibr" rid="B101">Spindler et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Ramipril</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx24.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B100">Spindler et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">Verapamil</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx25.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B68">Liu et al. (2020)</xref>
</td>
</tr>
<tr>
<td colspan="3" align="left">Antidiabetic drugs</td>
</tr>
<tr>
<td align="left">Acarbose</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx26.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx27.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx28.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx29.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx30.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx31.tif"/>
<break/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx32.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx33.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx34.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B41">Harrison et al. (2014)</xref>, <xref ref-type="bibr" rid="B41">Harrison et al. (2014)</xref>, <xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>; <xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>, <xref ref-type="bibr" rid="B40">Harrison et al. (2019)</xref>, <xref ref-type="bibr" rid="B40">Harrison et al. (2019)</xref>; <xref ref-type="bibr" rid="B93">Smith et al. (2019)</xref>, <xref ref-type="bibr" rid="B93">Smith et al. (2019)</xref>, <xref ref-type="bibr" rid="B11">Banse et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Canaglifozin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx35.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx36.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B75">Miller et al. (2020)</xref>, <xref ref-type="bibr" rid="B75">Miller et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Dapaglifozin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx37.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Glibenclamide</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx38.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B70">Mao et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Glimepiride</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx39.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B70">Mao et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Glipizide</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx40.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Linagliptin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx41.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B43">Hasegawa et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">Metformin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx42.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx43.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx44.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx45.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx46.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx47.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx48.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx49.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx50.tif"/>
<break/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx51.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx52.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx53.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx54.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx55.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx56.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx57.tif"/>
<break/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx58.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx59.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx59.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx60.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx61.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B80">Onken and Driscoll (2010)</xref>, <xref ref-type="bibr" rid="B94">Smith et al. (2010)</xref>, <xref ref-type="bibr" rid="B92">Slack et al. (2012)</xref>, <xref ref-type="bibr" rid="B92">Slack et al. (2012)</xref>, <xref ref-type="bibr" rid="B16">Cabreiro et al. (2013)</xref>, <xref ref-type="bibr" rid="B72">Martin-Montalvo et al. (2013)</xref>, <xref ref-type="bibr" rid="B27">De Haes et al. (2014)</xref>, <xref ref-type="bibr" rid="B8">Anisimov et al. (2015)</xref>, <xref ref-type="bibr" rid="B8">Anisimov et al. (2015)</xref>, <xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>, <xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>, <xref ref-type="bibr" rid="B22">Chen et al. (2017)</xref>, <xref ref-type="bibr" rid="B1">Abrat et al. (2018)</xref>, <xref ref-type="bibr" rid="B1">Abrat et al. (2018)</xref>; <xref ref-type="bibr" rid="B95">Song et al. (2019)</xref>, <xref ref-type="bibr" rid="B95">Song et al. (2019)</xref>, <xref ref-type="bibr" rid="B35">Espada et al. (2020)</xref>, <xref ref-type="bibr" rid="B121">Zhu et al. (2021)</xref>, <xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>, <xref ref-type="bibr" rid="B116">Xiao et al. (2022)</xref>, <xref ref-type="bibr" rid="B19">Cedillo et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Nateglinide</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx62.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Pioglitazone</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx63.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx64.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B52">Jia et al. (2022)</xref>, <xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Rosiglitazone</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx65.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B117">Xu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Sitagliptin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx66.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Onken et al. (2022)</xref>
</td>
</tr>
<tr>
<td colspan="3" align="left">Dyslipidemia drugs</td>
</tr>
<tr>
<td align="left">Clofibrate</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx66.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B15">Brandst&#xe4;dt et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Fenofibrate</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx67.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B15">Brandst&#xe4;dt et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Lovastatin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx69.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B7">Andreas et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Niacin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx70.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx71.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B87">Preuss et al. (2011)</xref>, <xref ref-type="bibr" rid="B118">Yang et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Omega-3 PUFA</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx72.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx73.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B99">Spindler et al. (2014)</xref>, <xref ref-type="bibr" rid="B20">Champigny et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Simvastatin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx74.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx75.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B98">Spindler et al. (2012)</xref>, <xref ref-type="bibr" rid="B100">Spindler et al. (2016)</xref>
</td>
</tr>
<tr>
<td colspan="3" align="left">Drugs combination</td>
</tr>
<tr>
<td align="left">Acarbose &#x2b; Rapamycin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx76.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx77.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B105">Strong et al. (2022)</xref>, <xref ref-type="bibr" rid="B105">Strong et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Metformin &#x2b; Rapamycin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx78.tif"/>
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx79.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>, <xref ref-type="bibr" rid="B103">Strong et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">Ramipril &#x2b; Simvastatin</td>
<td align="left">
<inline-graphic xlink:href="FPHAR_fphar-2024-1373458_wc_tfx80.tif"/>
</td>
<td align="left">
<xref ref-type="bibr" rid="B100">Spindler et al. (2016)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>One circle indicates one study result; a study with various doses is denoted as one circle. R: rat (<italic>Rattus norvegicus</italic>), M: mouse (<italic>Mus musculus</italic>), B: silkworm (<italic>Bombyx morii</italic>), C: roundworm (<italic>Caenorhabditis elegans</italic>, <italic>Caenorhabditis brigisae</italic>, or <italic>Caenorhabditis tropicalis</italic>), D: common fruit fly (<italic>Drosophila melanogaster</italic>). The blue border indicates male, pink indicates female, and black indicates hermaphrodite roundworm. Green fill indicates a positive effect in increasing lifespan, whereas red fill indicates no effect in increasing lifespan. References are consecutively arranged according to the circle.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3-1">
<title>3.1 The lifespan extension effect of cardiovascular drugs</title>
<p>Nine cardiovascular drugs in prolonging lifespan (acetazolamide, aspirin, captopril, enalapril, hydralazine, metolazone, metoprolol, nebivolol, and verapamil) were found to extend lifespan significantly, while the other two (candesartan and ramipril) did not show the same effect. Some drugs (hydralazine, metolazone, and verapamil) only have been tested in <italic>Caenorhabditis elegans</italic>. Therefore, further higher animal studies are needed.</p>
<p>Aspirin was successfully shown as a lifespan-extending compound in <italic>C. elegans</italic>, <italic>drosophila</italic>, and mice (Ayyadevar et al., 2013; <xref ref-type="bibr" rid="B26">Danilov et al., 2015</xref>; <xref ref-type="bibr" rid="B104">Strong et al., 2008</xref>; <xref ref-type="bibr" rid="B111">Wan et al., 2013</xref>). However, one study found that aspirin failed to extend the lifespan in <italic>C. elegans</italic> with glp-1 mutation (<xref ref-type="bibr" rid="B47">Huang et al., 2013</xref>). An additional interesting discovery pertains to the fact that certain cardiovascular drugs within the same class, ACE inhibitors (ACE-I), exhibit distinct characteristics in terms of prolonging lifespan. Ramipril lacks the ability to induce an extension in lifespan, but not in captopril and enalapril (<xref ref-type="bibr" rid="B90">Santos et al., 2009</xref>; <xref ref-type="bibr" rid="B62">Kumar et al., 2016</xref>; <xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>; <xref ref-type="bibr" rid="B34">Egan et al., 2023</xref>). Meanwhile, candesartan as Angiotensin Receptor Blocker (ARB) failed to extend the lifespan in mice (<xref ref-type="bibr" rid="B42">Harrison et al., 2021</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 The lifespan extension effect of dyslipidemia drugs</title>
<p>Many drugs that aim to increase lifespan and are linked to dyslipidemia have been tested on different organisms. Niacin (nicotinic acid) was discovered to increase the lifespan of <italic>C. elegans</italic> at a concentration of 600&#xa0;nmol, but not at 100 and 200&#xa0;nmol (<xref ref-type="bibr" rid="B118">Yang et al., 2019</xref>). It also extended the lifespan of Zucker Fatty rats (<xref ref-type="bibr" rid="B87">Preuss et al., 2011</xref>). Simvastatin has been shown to increase lifespan in <italic>Drosophila</italic> but not in mice (<xref ref-type="bibr" rid="B98">Spindler et al., 2012</xref>; <xref ref-type="bibr" rid="B100">2016</xref>). Furthermore, the combination of simvastatin and ramipril extended the lifespan of mice (<xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>). Lovastatin also extended the lifespan of <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B7">Andreas et al., 2020</xref>). Fenofibrate increased lifespan in a dose-dependent manner, while clofibrate only extended lifespan at a concentration of 10&#xa0;&#xb5;M in <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B15">Brandst&#xe4;dt et al., 2013</xref>). An interesting study on omega-3 found that it significantly extends the lifespan of <italic>Drosophila</italic> but appears to reduce the lifespan of mice, although the result was not statistically significant (<xref ref-type="bibr" rid="B99">Spindler et al., 2014</xref>; <xref ref-type="bibr" rid="B20">Champigny et al., 2018</xref>). The results highlight that the lifespan extension effects of cardiometabolic drugs vary depending on the species.</p>
</sec>
<sec id="s3-3">
<title>3.3 The lifespan extension effect of antidiabetic drugs</title>
<p>Anti-diabetic medications were the most used drugs repurposed for aging. Three antidiabetic medications (acarbose, canagliflozin, and rosiglitazone) have been found to significantly extend lifespan, with acarbose being the most extensively researched. Positive effects are predominantly seen in male animals, whereas research has been unsuccessful to prolong lifespan in females. Additionally, metformin was found to be insignificant in rat (<xref ref-type="bibr" rid="B94">Smith et al., 2010</xref>) and beneficial in only two out of six rodent studies (<xref ref-type="bibr" rid="B16">Cabreiro et al., 2013</xref>; <xref ref-type="bibr" rid="B121">Zhu et al., 2021</xref>). Every study conducted on metformin in <italic>C. elegans</italic> is significant. It demonstrates that the effect of metformin on life expectancy varies by species. Metformin study in various <italic>Caenorhabditis</italic> species also showed that metformin&#x2019;s beneficial effects on lifespan are limited to <italic>C. elegans</italic> but not in <italic>Caenorhabditis briggsae</italic> or <italic>Caenorhabditis tropicalis</italic> (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>).</p>
</sec>
<sec id="s3-4">
<title>3.4 The lifespan extension effect of drug combination</title>
<p>Several studies employing drug combinations, including ramipril and simvastatin, acarbose and rapamycin, and metformin and rapamycin, were identified. Ramipril or simvastatin alone do not increase lifespan in mice, but the combination of these medications significantly extends lifespan Simvastatin may blunt insulin sensitivity, while both simvastatin and ramipril induce hypercholesterolemia and hypertriglyceridemia (<xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>). A significant increase in lifespan has also been observed when rapamycin is combined with metformin or acarbose. We cannot ascertain whether these interactions are additive or synergistic, but it is speculated that these anti-diabetics may prevent hyperglycemia due to rapamycin administration by enhancing insulin sensitivity (<xref ref-type="bibr" rid="B103">Strong et al., 2016</xref>; <xref ref-type="bibr" rid="B105">2022</xref>). Of note, rapamycin has been shown in a meta-analysis study of laboratory mice that may significantly increase the lifespan (<xref ref-type="bibr" rid="B107">Swindell, 2016</xref>). In summary, drug combination trials may be regarded as prospective areas of research in the field of lifespan.</p>
</sec>
<sec id="s3-5">
<title>3.5 Completed and ongoing clinical trial of cardiometabolic drug in aging</title>
<p>We identified 14 of the 44 study registries discovered in ICTRP that met our inclusion and exclusion criteria. We obtained data from these registries on 12 healthy elderly individuals and 2 patients with HIV. Search result is detailed in <xref ref-type="sec" rid="s11">Supplementary Table S5</xref>. We discovered clinical trial registries for six metformin, four omega-3 fatty acids, two acarbose, one fenofibrate, and one atorvastatin. The results of the ten registries are detailed in <xref ref-type="table" rid="T2">Table 2</xref>, of which results for four have been published. We put the other four registries in <xref ref-type="sec" rid="s11">Supplementary Table S6</xref> due to unknown, terminated, or withdrawn status. One study was terminated due to recruitment being difficult and not achieved.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Current completed and ongoing clinical trial in repurposing cardiometabolic drug for aging.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Clinical trial identifier</th>
<th align="center">Year of registration</th>
<th align="center">Study name</th>
<th align="center">Drug name (dose)</th>
<th align="center">Drug administration length</th>
<th align="center">Total subject (enrollment)</th>
<th align="center">Total subject (finished)</th>
<th align="center">Participant age</th>
<th align="center">Availability of result</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NCT00996229</td>
<td align="left">2009</td>
<td align="left">Effects of Dietary Interventions on the Aging Brain</td>
<td align="left">Omega 3 (2.2<font color="#FE0191">&#xa0;</font>g/d)</td>
<td align="left">26 weeks</td>
<td align="left">Exp: 40 Con: 40</td>
<td align="left">Exp: 22 Con: 27</td>
<td align="left">50&#x2013;75</td>
<td align="left">Yes, (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>)</td>
</tr>
<tr>
<td align="left">NCT02102724</td>
<td align="left">2014</td>
<td align="left">Fish Oil for HIV-Related Inflamm-aging and Immune Senescence</td>
<td align="left">Omega 3 (1.6<font color="#FE0191">&#xa0;</font>g/d)</td>
<td align="left">12 weeks</td>
<td align="left">Exp: 18 Con: 19</td>
<td align="left">Exp: 16 Con: 18</td>
<td align="left">40&#x2013;70</td>
<td align="left">Yes, (<xref ref-type="bibr" rid="B106">Swanson et al., 2018</xref>)</td>
</tr>
<tr>
<td align="left">NCT02953093</td>
<td align="left">2016</td>
<td align="left">Study of acarbose in Longevity (SAIL)</td>
<td align="left">Acarbose (no data in dose)</td>
<td align="left">10 weeks</td>
<td align="left">Crossover trial: 10</td>
<td align="left">NA</td>
<td align="left">60&#x2013;100</td>
<td align="left">No</td>
</tr>
<tr>
<td align="left">NCT02865499</td>
<td align="left">2016</td>
<td align="left">Acarbose Anti-aging Effects in Geriatric Subjects (Substudy B &#x26; C)</td>
<td align="left">Acarbose (300<font color="#FE0191">&#xa0;</font>mg/d)</td>
<td align="left">8 weeks</td>
<td align="left">Pre and post-study: 8</td>
<td align="left">6</td>
<td align="left">70&#x2013;95</td>
<td align="left">Yes, available on <ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://clinicaltrials.gov/study/NCT02865499">https://clinicaltrials.gov/study/NCT02865499</ext-link>
</td>
</tr>
<tr>
<td align="left">NCT04386577</td>
<td align="left">2017</td>
<td align="left">Effects of Vitamin D and Omega-3 Supplementation on Telomeres in VITAL</td>
<td align="left">Omega 3 (840<font color="#FE0191">&#xa0;</font>mg/d)</td>
<td align="left">208 weeks</td>
<td align="left">Exp: 250 Con: 250</td>
<td align="left">NA</td>
<td align="left">Men &#x3e; 50 Women &#x3e;55</td>
<td align="left">No</td>
</tr>
<tr>
<td align="left">NCT03228550</td>
<td align="left">2017</td>
<td align="left">Omega-3 Fatty Acids and Exercise on Mobility and Cognition in Older Women (MOBILE)</td>
<td align="left">Omega 3 (1.16<font color="#FE0191">&#xa0;</font>g/d)</td>
<td align="left">24 weeks</td>
<td align="left">Exp: 15 Con: 15</td>
<td align="left">Exp: 12 Con: 13</td>
<td align="left">&#x3e;60</td>
<td align="left">Yes, (<xref ref-type="bibr" rid="B36">Fairbairn et al., 2020</xref>)</td>
</tr>
<tr>
<td align="left">NCT02432287</td>
<td align="left">2018</td>
<td align="left">Metformin in Longevity Study (MILES)</td>
<td align="left">Metformin (1.7<font color="#FE0191">&#xa0;</font>g/d)</td>
<td align="left">6 weeks</td>
<td align="left">Crossover trial: 16</td>
<td align="left">14</td>
<td align="left">&#x3e;60</td>
<td align="left">Yes, (<xref ref-type="bibr" rid="B60">Kulkarni et al., 2018</xref>)</td>
</tr>
<tr>
<td align="left">NCT04264897</td>
<td align="left">2020</td>
<td align="left">Antecedent Metabolic Health and Metformin Aging Study (ANTHEM)</td>
<td align="left">Metformin (1.5<font color="#FE0191">&#xa0;</font>g/d)</td>
<td align="left">12 weeks</td>
<td align="left">Exp: 74 Con: 74</td>
<td align="left">NA</td>
<td align="left">40&#x2013;75</td>
<td align="left">No, protocol published at (<xref ref-type="bibr" rid="B63">Kumari et al., 2022</xref>)</td>
</tr>
<tr>
<td align="left">NCT04536870</td>
<td align="left">2020</td>
<td align="left">Statins in Reducing Events in the Elderly (STAREE) Heart Sub-study (STAREE-HEART)</td>
<td align="left">Atorvastatin (40<font color="#FE0191">&#xa0;</font>mg/d)</td>
<td align="left">162 weeks</td>
<td align="left">Exp: 500 Con: 500</td>
<td align="left">NA</td>
<td align="left">&#x3e;70</td>
<td align="left">No, protocol published at (<xref ref-type="bibr" rid="B123">Zoungas et al., 2023</xref>)</td>
</tr>
<tr>
<td align="left">EUCTR 2021-003299-15-ES</td>
<td align="left">2021</td>
<td align="left">Metformin vs. placebo for reversal of accelerated biological aging in persons living with HIV 50 years</td>
<td align="left">Metformin (850<font color="#FE0191">&#xa0;</font>mg/d)</td>
<td align="left">96 weeks</td>
<td align="left">Exp: 60 Con: 60</td>
<td align="left">NA</td>
<td align="left">&#x3e;50</td>
<td align="left">No</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Dose of omega 3: 1,320&#xa0;mg EPA and 880&#xa0;mg DHA (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>); 800&#xa0;mg EPA, 600&#xa0;mg DHA, and 200&#xa0;mg other omega-3 fatty acids (<xref ref-type="bibr" rid="B106">Swanson et al., 2018</xref>); 465&#xa0;mg EPA and 375 DHA; dietary supplements (1,000&#xa0;mg DHA, 160&#xa0;mg EPA, 1&#xa0;mg folic acid, 124 phosphatidylserine, 240&#xa0;mg <italic>G. biloba</italic>) (<xref ref-type="bibr" rid="B36">Fairbairn et al., 2020</xref>). Doses are arranged respectively based on all omega-3 studies. Exp: experimental total subject. Con: control total subject.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We identified three published clinical trial results in omega-3 (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>; <xref ref-type="bibr" rid="B106">Swanson et al., 2018</xref>; <xref ref-type="bibr" rid="B36">Fairbairn et al., 2020</xref>) and one in metformin (<xref ref-type="bibr" rid="B60">Kulkarni et al., 2018</xref>). <xref ref-type="sec" rid="s11">Supplementary Table S7</xref> shows a summary of clinical trials study risk of bias. In one study, the proportion of smokers in the control group was significantly greater than in the experimental group (<xref ref-type="bibr" rid="B106">Swanson et al., 2018</xref>). The other study has a dropout rate of over 20%, which lowers its significance result (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The breakthrough of gerotherapeutic as medication that molecularly targets the aging has become an emerging new era for overcoming shortened lifespans and preventing age-related pathologies (<xref ref-type="bibr" rid="B25">Couteur and Barzilai, 2022</xref>). Moreover, cardiovascular and metabolic pharmacology have been evaluated as candidates for gerotherapeutics in both preclinical and clinical models (<xref ref-type="bibr" rid="B114">Williams and Kim, 2003</xref>; <xref ref-type="bibr" rid="B12">Barzilai et al., 2016</xref>).</p>
<p>This systematic review has compiled the lifespan extension effect of cardiovascular and metabolic pharmacological interventions in animal models. The animal models, particularly in rodents, with human pathology phenotypes and yeast models were excluded from this study to maintain the quality of this review. The gold standard of drug identification with lifespan extension study in rodent models has been reviewed elsewhere (<xref ref-type="bibr" rid="B97">Spindler, 2012</xref>). As mentioned in this review, long-lived and healthy rodents, such as F1 hybrid mice, are ideally recommended for longevity drug screening. Several drugs that successfully extended the lifespan were mostly reported in short-lived or pathological mice models such as obese or diabetic mice. The failure of reproductivity data of these lifespan extension compounds in healthy rodents is likely due to the consequence of using pathological rodent models. Therefore, we did not include those models in this systematic review. We also excluded the lifespan studies that used yeast (<italic>Saccharomyces cerevisiae</italic>) since this model is not an appropriate model for representing aging in humans (<xref ref-type="bibr" rid="B119">Zadrag et al., 2008</xref>).</p>
<sec id="s4-1">
<title>4.1 Cardiovascular drugs</title>
<p>The presence of chronic and low-grade inflammation phenotype is strongly associated with the process of aging. An <italic>in vivo</italic> study using a chronic inflammation mice model demonstrated accelerated aging and reduced regeneration capacity in the mice (<xref ref-type="bibr" rid="B54">Jurk et al., 2014</xref>). Moreover, anti-inflammation therapy such as Non-Steroid Anti-Inflammatory Drugs (NSAID) prevents the senescence phenotype. Additionally, Cyclooxygenase 2 (COX-2) and Prostaglandin E2 (PGE2) were identified to be involved in inflammation-mediated senescence (<xref ref-type="bibr" rid="B71">Martien et al., 2013</xref>). These data suggested the potential role of aspirin in delaying the aging process.</p>
<p>This systematic review summarized that aspirin was well conserved as a lifespan-extending compound in <italic>C. elegans</italic>, <italic>drosophila</italic>, and mice (Ayyadevar et al., 2013; <xref ref-type="bibr" rid="B26">Danilov et al., 2015</xref>; <xref ref-type="bibr" rid="B104">Strong et al., 2008</xref>; <xref ref-type="bibr" rid="B111">Wan et al., 2013</xref>). Only one study in <italic>C. elegans</italic> showed the non-beneficial effects of aspirin for extending the lifespan. The failure might probably be due to the use of glp-1 mutant <italic>C. elegans</italic> as the worm model in this study (<xref ref-type="bibr" rid="B47">Huang et al., 2013</xref>). It is thought that GLP-1, a master regulator of germline development and longevity, is essential for the effects of aspirin on metabolism and lifespan extension in <italic>C. elegans</italic>. Therefore, the disruption of GLP-1 function will highly affect the effect of aspirin (<xref ref-type="bibr" rid="B57">Kenyon, 2010</xref>). In <italic>C. elegans</italic> studies, lifespan extending effect of aspirin can be explained by the activation of ampk and DAF-16/FOXO signaling pathway and oxidant stress prevention (<xref ref-type="bibr" rid="B10">Ayyadevar et al., 2013</xref>; <xref ref-type="bibr" rid="B111">Wan et al., 2013</xref>). Moreover, aspirin could downregulate Pkh2-ypk1-lem3-tat2 pathway in <italic>drosophila</italic> and act as an anti-inflammation compound in mice (<xref ref-type="bibr" rid="B104">Strong et al., 2008</xref>; <xref ref-type="bibr" rid="B26">Danilov et al., 2015</xref>). However, in healthy older adult population, aspirin failed to minimize mortality and morbidity and might have raised the risk of bleeding in such individuals (<xref ref-type="bibr" rid="B74">McNeil et al., 2018b</xref>; <xref ref-type="bibr" rid="B73">2018a</xref>). This evidence showed the translational challenge of the use of aspirin in aging humans.</p>
<p>Studies on ACE-I have yielded conflicting results regarding its ability to extend lifespan, whereas all studies on ARB have shown no significant impact on prolonging lifespan. Candesartan failed to prolong the lifespan in UM-HET3 mice (<xref ref-type="bibr" rid="B42">Harrison et al., 2021</xref>). A study showed captopril extended lifespan in the dose at 2.5&#xa0;mM (preferable dose) and 3.2&#xa0;mM in <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B62">Kumar et al., 2016</xref>). Another study demonstrated that captopril has a lifespan-extending effect at doses of 1.6, 2.5 (preferred dose), and 3.8&#xa0;mM. However, this study revealed the toxicity of captopril in a dose of 7.6&#xa0;mM. It might be because the drug dose in <italic>C. elegans</italic> should be lower than 3.8&#xa0;mM (<xref ref-type="bibr" rid="B34">Egan et al., 2023</xref>). In the rodent models, captopril extended lifespan in female UM-HET3 mice (<xref ref-type="bibr" rid="B105">Strong et al., 2022</xref>). However, ramipril failed to extend the lifespan but was able to extend the lifespan when combined with simvastatin in C3B6F1 mice (<xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>). A detailed explanation will be given in the next section. Meanwhile, enalapril increased lifespan in Wistar rats by reducing leptin levels and ACE activity and enhancing the genes that involved lipid storage and antioxidant properties (<xref ref-type="bibr" rid="B90">Santos et al., 2009</xref>). A detailed explanation of these discrepancies in results was not shown in those studies but the different use of model organisms might explain the rationale explanation of these data.</p>
<p>The diuretic drugs, such as metolazone and acetazolamide extended the lifespan of <italic>C. elegans</italic> and Klotho hypomorphic (kl/kl) mice, respectively. Metolazone upregulates mitochondrial chaperone and activates mitochondrial unfolded protein response (UPRmt) to extend lifespan in worms, while acetazolamide inhibits osteoinductive signaling, ameliorates calcification markers, and reduces aldosterone and ADH levels in kl/kl mice (<xref ref-type="bibr" rid="B50">Ito et al., 2021</xref>; Leibrok al., 2015). Even though the lifespan was greatly increased by nearly 201% after acetazolamide treatment in kl/kl mice, the clinical translation into humans of this drug remains challenging since acetazolamide is widely applied as an eye drop for glaucoma treatment (<xref ref-type="bibr" rid="B69">Lusthaus and Goldberg, 2019</xref>). Hydralazine extended the lifespan in <italic>C. elegans</italic> in the optimal dose of 100&#xa0;&#xb5;M by activating SIRT1/SIR-2.1 and NRF2/SKN-1 signaling pathway, thus maintaining the mitochondrial function (<xref ref-type="bibr" rid="B29">Dehghan et al., 2017</xref>; <xref ref-type="bibr" rid="B28">2019</xref>).</p>
<p>Anti-hypertensive medicines, such as beta-blockers (metoprolol and nebivolol) and verapamil were analyzed in this study. Sympathetic overdrive and overactivity in beta adrenergic receptors were found in aging organisms and led to age-associated cardiac failure (<xref ref-type="bibr" rid="B65">Lakatta, 1993</xref>; <xref ref-type="bibr" rid="B108">Swynghedauw et al., 1995</xref>). Metoprolol and nebivolol extended lifespan in both <italic>drosophila</italic> and mice by decreasing G proteins stimulation and reducing PKA activity in the heart after beta adrenergic receptor blockade. These drugs may also reduce tumor mass in mice (<xref ref-type="bibr" rid="B101">Spindler et al., 2013</xref>). Verapamil at the dose of 100 and 400&#xa0;&#xb5;M also increased the lifespan in <italic>C. elegans</italic> by reducing the calcineurin gene and enhancing LGG-1/LC3 expression level as the autophagy genes (<xref ref-type="bibr" rid="B68">Liu W et al., 2020</xref>).</p>
</sec>
<sec id="s4-2">
<title>4.2 Dyslipidemia drugs</title>
<p>The lifespan-extending effect has been identified in statin. Simvastatin increased the lifespan in <italic>drosophila</italic>, with the most significant impact observed at a dose of 0.24 mM, while lower or higher doses did not show the same effect (<xref ref-type="bibr" rid="B98">Spindler et al., 2012</xref>). This study found that simvastatin decreased Ras protein isoprenylation and reduced growth factor receptor signaling pathways to prolong the lifespan in <italic>drosophila</italic>. Another study also demonstrated that lovastatin extended the lifespan of <italic>C. elegans</italic> in a dose-dependent manner by preventing the accumulation of aging pigment and inhibiting the Jun N-terminal Kinase (JNK-1) pathway (<xref ref-type="bibr" rid="B7">Andreas et al., 2020</xref>). Interestingly, the beneficial effect of simvastatin alone could not be translated into mice. However, when combined with ramipril, the two drugs were able to prolong the lifespan by inhibiting AT1R signaling-mediated NAD(P)H oxidase inactivation, thus decreasing oxidative stress following ramipril administration (<xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>). Concerns were raised about hypertriglyceridemia and hyperglycemia when combining simvastatin and ramipril due to potential unexpected effects similar to those seen with a 40% calorie restriction diet and rapamycin administration (<xref ref-type="bibr" rid="B100">Spindler et al., 2016</xref>).</p>
<p>Niacin extended the lifespan in <italic>C. elegans</italic> only under high dose (<xref ref-type="bibr" rid="B118">Yang et al., 2019</xref>) and in Zucker Fatty rats (<xref ref-type="bibr" rid="B87">Preuss et al., 2011</xref>). In the worms study, it is suggested that niacin may raise intracellular nicotinamide adenine dinucleotide (NAD&#x2b;) levels and maintain sirtuin-saturating concentrations to prolong lifespan (<xref ref-type="bibr" rid="B118">Yang et al., 2019</xref>). Moreover, fibrate treatment, specifically fenofibrate, extends lifespan in a dose-dependent manner by activating NHR-49 (an orthologue of Peroxisome Proliferator-Activated Receptor Alpha (PPAR-&#x3b1;) in mammals) to induce mitohormesis in <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B118">Yang et al., 2019</xref>). We identified the conflicting data of lifespan-extending effect of omega-3 in <italic>drosophila</italic> and mice. Omega-3 may increase lifespan in <italic>drosophila</italic> males by increasing antioxidant enzymes and maintaining mitochondrial metabolism (<xref ref-type="bibr" rid="B20">Champigny et al., 2018</xref>). In contrast, this compound has rather shortened the lifespan in mice. The mechanism is not fully understood but it is speculated that the anticoagulant effects of omega-3 may induce bleeding risk and omega-3 can suppress CD8<sup>&#x2b;</sup> activation, thus inducing tumor progression in mice (<xref ref-type="bibr" rid="B99">Spindler et al., 2014</xref>; <xref ref-type="bibr" rid="B20">Champigny et al., 2018</xref>).</p>
</sec>
<sec id="s4-3">
<title>4.3 Anti-diabetic drugs</title>
<p>Metformin has been extensively studied in aging, including in lifespan studies. A total 15 metformin lifespan studies have been summarized in this review, including eight worm studies, two <italic>drosophila</italic> studies, four mice studies, and one rat study (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). Interestingly, the lifespan-extending effect of metformin is diverse among species. In worms, the beneficial effect of metformin was found when given at 0 days at the L4 larvae stage even though the therapeutic dose varied among studies (<xref ref-type="bibr" rid="B80">Onken et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Cabreiro et al., 2013</xref>; <xref ref-type="bibr" rid="B22">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B116">Xiao et al., 2022</xref>; <xref ref-type="bibr" rid="B19">Cedillo et al., 2023</xref>). Metformin increased lifespan when administered at doses of 10, 25, and 50&#xa0;mM starting at the L4 larvae stage from day 1, and at a dose of 50&#xa0;mM from day 4. Moreover, the shortening of lifespan was detected when the metformin started at 10 days at the L4 larvae stage. This is probably due to the mitochondrial dysfunction caused by metformin toxicity at this stage (<xref ref-type="bibr" rid="B35">Espada et al., 2020</xref>). Another peculiar finding investigated by <xref ref-type="bibr" rid="B27">De Haes et al., 2014</xref> that this study showed the lifespan-extending effect could happen when treating <italic>C. elegans</italic> with metformin 50&#xa0;mM at the L1 stage and the adult phase only (<xref ref-type="bibr" rid="B27">De Haes et al., 2014</xref>). On the other hand, the advantageous effects of metformin on lifespan was found limited to <italic>C. elegans</italic> but not <italic>C. briggsae</italic> or <italic>C. tropicalis</italic> suggesting that metformin works in the specific target organism (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>).</p>
<p>In contrast with the metformin effect in worms, metformin rather reduced lifespan in <italic>drosophila</italic> (<xref ref-type="bibr" rid="B92">Slack et al., 2012</xref>; <xref ref-type="bibr" rid="B1">Abrat et al., 2018</xref>). Metformin at the dose of 100&#xa0;mM in male and more than 25&#xa0;mM in females may induce the shortening of lifespan in <italic>drosophila</italic>. These phenomena could be caused by the starvation-like phenotype and intestinal fluid imbalance due to overactivity AMPK signaling induced by metformin intoxication (<xref ref-type="bibr" rid="B92">Slack et al., 2012</xref>). Similarly, another study also found this unexpected phenotype although it speculated that the starch diet used in this study might disrupt metabolic homeostasis in <italic>drosophila</italic> (<xref ref-type="bibr" rid="B1">Abrat et al., 2018</xref>). Altogether, these data showed the unexpected effects of metformin in this organism.</p>
<p>Metformin has no beneficial effect on lifespan in F344 male rats and rather decreases the body weight of this rat (<xref ref-type="bibr" rid="B94">Smith et al., 2010</xref>). Moreover, the gender-specific lifespan effect of metformin has been observed in mouse models. Metformin extended lifespan in male 129/SV (100 mg/kgBW/day) and C57BL/6 mice (0.1% w/w). Renal toxicity occurred in C57BL/6 mice when treated with the dose at 1%w/w (<xref ref-type="bibr" rid="B72">Montalvo et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Anisimov et al., 2015</xref>). Moreover, metformin decreased lifespan at 129/SV and C57BL/6 female mice, even when administered at the similar dose in the male study (100 mg/kgBW/day) (<xref ref-type="bibr" rid="B72">Montalvo et al., 2013</xref>; <xref ref-type="bibr" rid="B121">Zhu et al., 2021</xref>). The administration of metformin in female mice may result in an elevated level of cardiac stress indices, such as Myh7/Myh6, Nppa, and Nppb, which can account this event (<xref ref-type="bibr" rid="B121">Zhu et al., 2021</xref>). Another fact revealed that a combination of metformin 1,000&#xa0;ppm and rapamycin 14&#xa0;ppm prolonged lifespan in both male and female UM-HET3 mice even though the metformin 1,000&#xa0;ppm was not sufficient to promote this phenotype. As mentioned previously, this mechanism can be interpreted by the hypothesis that metformin improves glucose homeostasis by enhancing the insulin sensitivity that is perturbated by rapamycin (<xref ref-type="bibr" rid="B103">Strong et al., 2016</xref>).</p>
<p>Among all anti-diabetic drugs, acarbose has been identified as the most consistent compound for extending lifespan in rodents, but it failed to prolong the lifespan of various types of worms (<xref ref-type="bibr" rid="B11">Banse et al., 2023</xref>). Studies showed that acarbose at a dosage of 1,000&#xa0;ppm had positive effects on C3D2F1/J or CByB6F1/J mice when treated from 8 months old, and on UM-HET3 mice when treated from 4, 8, 9 months old, respectively (<xref ref-type="bibr" rid="B41">Harrison et al., 2014</xref>; <xref ref-type="bibr" rid="B40">2019</xref>; <xref ref-type="bibr" rid="B103">Strong et al., 2016</xref>; <xref ref-type="bibr" rid="B93">Smith et al., 2019</xref>). This lifespan-extending effect might be due to the change in microbiome composition and fecal Short-Chain Fatty Acids production. The increase of FGF21 and reduction of IGF-1 plasma levels may also be involved as the molecular mechanism of lifespan-extension phenotype in acarbose (<xref ref-type="bibr" rid="B41">Harrison et al., 2014</xref>; <xref ref-type="bibr" rid="B40">2019</xref>; <xref ref-type="bibr" rid="B93">Smith et al., 2019</xref>). When started at 16 months old, acarbose at the dose of 1,000&#xa0;ppm extended its lifespan in male mice only. However, when combined with rapamycin at the dose of 14.7 ppm, acarbose was able to extend the lifespan of both genders, even when the initial treatment started at 16 months old (<xref ref-type="bibr" rid="B105">Strong et al., 2022</xref>). This synergistic effect might be explained by the insulin-sensitizing effect of acarbose could neutralize the hyperglycemia condition caused by rapamycin. These studies collectively suggest the potential role of translating acarbose for extending lifespan in aging humans.</p>
<p>Thiazolidinediones (TZD), such as pioglitazone and rosiglitazone, have been reviewed in this study. Pioglitazone extended lifespan at concentrations of 0.1 and 0.5&#xa0;mM but failed when given less than 0.1 or at 2&#xa0;mM in <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B52">Jia et al., 2022</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). This effect is due to the activation of DAF-16/FOXO and SKN-1/NRF2 Signaling Pathways while inhibiting insulin/insulin-like signaling (IIS) and reproductive signaling pathways, as well as the activation of dietary restriction-related pathway (<xref ref-type="bibr" rid="B52">Jia et al., 2022</xref>). Unfortunately, no further studies in larger organisms than worms have been identified in TZD. Similar to TZD, the lifespan study of sulphonylureas (chlorpropamide, glibenclamide, glimepiride, and glipizide) has been limited to <italic>C. elegans</italic> only (<xref ref-type="bibr" rid="B70">Mao et al., 2022</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). Our systematic review showed that all sulphonylureas, except for glipizide, increased lifespan at different doses. The increases of the mitochondrial electrical potential and SDH activity in Complex II, and mitochondrial reactive oxygen species (mtROS) play the molecular mechanism of this lifespan-extending effect (<xref ref-type="bibr" rid="B70">Mao et al., 2022</xref>). In addition, nateglinide was unlikely to shorten the lifespan in <italic>C. elegans</italic> and <italic>C. tropicalis</italic> although the mechanism remains unknown (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>).</p>
<p>Sodium-glucose transport Protein 2 (SGLT2) Inhibitors showed different results between worm and mice studies (<xref ref-type="bibr" rid="B75">Miller et al., 2020</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). When administered at a maximum dose of 100&#xa0;&#x3bc;M, dapagliflozin did not increase the lifespan of various types of worms (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). However, when given at a dose of 180&#xa0;ppm to UM-HET3 male mice starting at 7 months old, canagliflozin extended their lifespan, but not that of the female mice. The valid mechanism has not been established yet, but it speculated that canagliflozin enhances fatty acids and ketones metabolism, suppresses the TORC1 signaling pathway, and increases AMPK activity in liver tissue (<xref ref-type="bibr" rid="B75">Miller et al., 2020</xref>). The effect of lifespan extension of Dipeptidyl Peptidase 4 (DPP 4) Inhibitors such as sitagliptin and linagliptin have been investigated in various types of worms and Klotho<sup>&#x2212;/&#x2212;</sup> mice, respectively (<xref ref-type="bibr" rid="B43">Hasegawa et al., 2017</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). The analysis of sitagliptin at a maximal dose of 100&#xa0;&#xb5;M in worms found that lifespan extension phenotype has only happened in <italic>C. elegans</italic> and <italic>C. tropicalis</italic>, but not in <italic>C. briggsae</italic> (<xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>). On the other hand, linagliptin extended lifespan in Klotho<sup>&#x2212;/&#x2212;</sup> mice model by enhancing phosphorylation activities of Akt, eNOS, and CREB in the brain. However, the treatment of linagliptin in this model induced hyperglycemia status and increased body weight (<xref ref-type="bibr" rid="B43">Hasegawa et al., 2017</xref>). Consistent with our findings, another review of the potential of gerotherapeutic drugs revealed that SGLT-2 exhibits superior efficacy in extending preclinical lifespan compared to metformin (<xref ref-type="bibr" rid="B59">Kulkarni et al., 2022</xref>).</p>
</sec>
<sec id="s4-4">
<title>4.4 Lesson from animal aging models</title>
<p>According to our findings, five distinct species were utilized in the aging drug repositioning study. Worms, flies, mice, and rats are the most frequently utilized in aging trials, respectively. These species are utilized on account of their properties in easy handling, short generation times, availability of standardized strain, and high quality in genomic and transcriptomic sequencing data (<xref ref-type="bibr" rid="B31">de Magalh&#xe3;es, 2021</xref>; <xref ref-type="bibr" rid="B45">Holtze et al., 2021</xref>).</p>
<p>Roundworms (<italic>C. elegans</italic>) are predominantly employed in aging trials because of their simple cultivation and brief life cycle and life span (two to 3&#xa0;weeks). Furthermore, 50% of <italic>C. elegans</italic> genes are present in the human genome (<xref ref-type="bibr" rid="B109">Taormina et al., 2019</xref>). <italic>D. melanogaster</italic>, a higher animal frequently used in lifespan studies, possesses four pairs of chromosomes and functional orthologues for sixty percent of the genes implicated in human diseases. This characteristic renders the fruit fly a more suitable subject for lifespan studies (<xref ref-type="bibr" rid="B109">Taormina et al., 2019</xref>). Additionally, our research uncovered one article that utilized silkworm (<italic>Bombyx mori</italic>) as an animal model (<xref ref-type="bibr" rid="B95">Song et al., 2019</xref>). An additional noteworthy characteristic of this model is its profusion of three to six larval instars, in contrast to three larval instars in <italic>D. melanogaster</italic>. This increased the plasticity of lifespan extension (<xref ref-type="bibr" rid="B96">Song et al., 2017</xref>).</p>
<p>Mice contain almost 99% human orthologue genes, making them one of the most appropriate for human models. However, their studies are more complex and challenging because they are higher animals. Additionally, higher animals possess advantageous system organs, including but not limited to the musculoskeletal apparatus, endocrine system, and immune system, which can be modified to target drugs of action selectively (<xref ref-type="bibr" rid="B109">Taormina et al., 2019</xref>). Rats, similar to mice, are a fascinating species to investigate in the context of lifespan. Rats are more prone to developing cardiovascular and renal diseases, rendering them more disease-prone in comparison to mice. However, rats have a lower cancer incidence (74%&#x2013;88% compared with 83%&#x2013;95% in mice). These characteristics indicate that rats have a narrower margin for the prevalence of cardiovascular, cancer, and renal diseases in humans (<xref ref-type="bibr" rid="B18">Carter et al., 2020</xref>). However, in metabolic-focused research, such as insulin resistance, mice are preferable to rats due to their extensive use and the well-established development of transgenic mice for insulin resistance (<xref ref-type="bibr" rid="B14">Berglund et al., 2008</xref>). Thus, research on the aging of mice and rats should be considered more representative of the human condition.</p>
<p>Interpretation bias can arise from species variation caused by specific characteristics of the species being studied, leading to inaccurate generalizations (<xref ref-type="bibr" rid="B45">Holtze et al., 2021</xref>). For instance, sirtuin extends the lifespan of yeast through Sir2-mediated mechanisms (<xref ref-type="bibr" rid="B56">Kaeberlein et al., 1999</xref>), but this effects not well replicated in higher animal models (<xref ref-type="bibr" rid="B84">Park et al., 2013</xref>). Our study further supports a distinct attribute of species by revealing that metformin can prolong the lifespan of <italic>C. elegans</italic> while diminishing it in <italic>C. tropicalis</italic> (<xref ref-type="bibr" rid="B84">Park et al., 2013</xref>). Hypothetically, this distinction occurred due to the distinction between the epithelial boundary and the <italic>Caenorhabditis cuticle</italic>, which distinguishes the ability of metformin to penetrate <italic>Caenorhabditis</italic> cells (<xref ref-type="bibr" rid="B44">Holden-Dye and Walker, 2014</xref>; <xref ref-type="bibr" rid="B81">Onken et al., 2022</xref>).</p>
<p>Utilizing exclusively normal strains of animals may occasionally give rise to an additional issue. Normal animal strains typically result in restricted genetic diversity, which may not consistently apply to clinical applications in the considerably more heterogeneous human population (<xref ref-type="bibr" rid="B30">de Magalh&#xe3;es, 2014</xref>). As an illustration, C57BL/6 mice, which have been utilized in 70% of published animal studies, exhibit a higher incidence of lymphoma and increased vulnerability to metabolic dysregulation (<xref ref-type="bibr" rid="B113">Ward, 2006</xref>; <xref ref-type="bibr" rid="B76">Mitchell et al., 2015</xref>). Information derived from a solitary inbred strain might lack generalizability to the entire species. Moreover, the genetic uniformity that ensues from the breeding of strains is not indicative of the human population (<xref ref-type="bibr" rid="B76">Mitchell et al., 2015</xref>). As a result, genetically modified animals can occasionally serve to advance our understanding of genetic diversity.</p>
<p>Our systematic review also incorporates genetically modified mice that demonstrate premature aging; however, we do not incorporate animals with disease models. Several Klotho mouse studies were included in this systematic review (<xref ref-type="bibr" rid="B66">Leibrock et al., 2016</xref>; <xref ref-type="bibr" rid="B43">Hasegawa et al., 2017</xref>). Over 2&#xa0;decades ago, Klotho was implemented as a gene modification in an aging model. The phenotype of these mice klotho modified includes frailty, vascular calcification, cardiovascular disease, and multiple organ degeneration (<xref ref-type="bibr" rid="B64">Kuro-o et al., 1997</xref>). Furthermore, recent studies have demonstrated that klotho serum levels play a role in the aging process and physical function of humans (<xref ref-type="bibr" rid="B9">Arroyo et al., 2023</xref>). It is noteworthy that human klotho serum levels exhibited a U-shaped curve. In participants with low Klotho serum, the phenotypic age acceleration decreased significantly with increasing serum Klotho, whereas it increased in participants with high Klotho serum (<xref ref-type="bibr" rid="B67">Li et al., 2023</xref>). However, the mechanism of this phenomenon is still unclear.</p>
<p>Gender differences in the lifespan-extending effect likely happened in some of the studies. Most drugs have been tested and proven effective in male mice but not in female mice. For instance, anti-diabetic drugs are more effective in male than female mice. The mechanism behind this phenomenon is not completely understood, but research suggests that certain drugs may interact with sex hormones and impact the reproductive organs of a particular gender (<xref ref-type="bibr" rid="B37">Garratt, 2020</xref>). Another concern that needs to be addressed is determining the optimal timing for administering longevity compounds to animal models. Additional research is needed to clarify the gender- and time-specific impacts of gerotherapeutics.</p>
<p>Selecting the correct therapeutic dosage is crucial to avoid a false negative outcome or unforeseen intoxication. It is advisable to utilize the dosage specified in previous literature or to modify the therapeutic dosage based on a human study. Pharmacokinetic variations among organisms should be taken into account to establish the correct dosage, especially for long-term use in lifespan studies (<xref ref-type="bibr" rid="B97">Spindler, 2012</xref>).</p>
<p>Various side effects, including severe ones, have been identified in this study, such as the bleeding risk and malignancy phenotype that can be found in omega-3 and the risk of renal failure or mitochondrial dysfunction that might occur in metformin treatment (<xref ref-type="bibr" rid="B72">Montalvo et al., 2013</xref>; <xref ref-type="bibr" rid="B99">Spindler et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Espada et al., 2020</xref>; <xref ref-type="bibr" rid="B121">Zhu et al., 2021</xref>). The interplay between drugs and lifestyle variables is complex and needs careful deliberation. Cardiometabolic and antidiabetic medications offer significant benefits in clinical settings. Their integration with exercise and dietary therapies may yield diverse results. Although statin is generally beneficial for reducing cholesterol levels and minimizing the risk of cardiovascular events, this medicine has been connected with muscle-related adverse effects, such as myalgia, which can hinder physical performance during exercise (<xref ref-type="bibr" rid="B85">Parker et al., 2013</xref>). Of note, statin might potentially diminish the beneficial impacts of exercise on muscle adaptability and mitochondrial function. While Beta-blocker provides cardiovascular protection by reducing heart rate, their effect on exercise tolerance and performance is frequently detrimental, which may discourage physical activity in patients. Metformin, an important therapy for type 2 diabetes, has undergone substantial research to explore its potential as an anti-aging medication. However, metformin may potentially impede the beneficial effect of aerobic exercise on cardiorespiratory fitness and insulin sensitivity by reducing the mitochondrial adaptations to exercise (<xref ref-type="bibr" rid="B58">Konopka et al., 2019</xref>). Additionally, diets rich in fiber may hinder the absorption of certain medicines, including statin and beta blocker, thus decreasing their effectiveness as well (<xref ref-type="bibr" rid="B51">Jenkins et al., 2000</xref>).</p>
</sec>
<sec id="s4-5">
<title>4.5 Future direction in repurposing cardiometabolic drugs for aging</title>
<p>Our systematic review of animal study results indicates that several drugs have the potential to enhance lifespan. However, as this is solely an animal study, its impact may vary in human studies. Moreover, certain animals can exhibit a better representation of human characteristics compared to other animals. Overall, rats and mice exhibit a stronger weight of evidence compared to <italic>Drosophila</italic>, whereas <italic>C. elegans</italic> demonstrates the lowest weight of evidence based on gene orthologue (<xref ref-type="bibr" rid="B45">Holtze et al., 2021</xref>). Hence, it is important to carry out human clinical trials on this subject. Further discussion will focus on the latest developments in human clinical trials for cardiometabolic drugs that are related to improving both healthspan and lifespan.</p>
<p>The anti-aging effects of metformin have been the subject of extensive animal and human testing as part of the TAME (Targeting Aging with Metformin) initiative (<xref ref-type="bibr" rid="B12">Barzilai et al., 2016</xref>). Three thousand nondiabetic adults aged 65 to 80 will participate in the TAME clinical trial, a 6-year double-blind, randomized, placebo-controlled study. Metformin slow-release 1,500&#xa0;mg will be administered (<xref ref-type="bibr" rid="B3">AFAR, 2023</xref>). IL-6, TNF&#x3b1;-receptor I or II, CRP, GDF15, insulin, IGF1, cystatin C, NT-proBNP, and hemoglobin A1c biomarkers will be utilized in this investigation, as they have been demonstrated to be the most accurate predictors of numerous biological aging processes (<xref ref-type="bibr" rid="B55">Justice et al., 2018</xref>). Hopefully, these biomarkers can also be implemented in future human aging research.</p>
<p>The Antedecendent Metabolic Health and Metformin (ANTHEM) Aging Study is an additional noteworthy clinical trial on metformin and aging. Hundreds of participants in a shorter period will be enrolled so that results can be anticipated before TAME. It will assess changes in insulin sensitivity and mitochondrial transport system by skeletal muscle biopsy (<xref ref-type="bibr" rid="B63">Kumari et al., 2022</xref>). We also noted the finished Metformin in Longevity Study (MILES), which demonstrated that after 6&#xa0;weeks of administration to older adults, metformin regulated numerous metabolic and nonmetabolic pathways in skeletal muscle and subcutaneous adipose tissue. Metformin exerted its effects not solely on metabolic genes and pathways but also on DNA repair genes in muscle and mitochondrial genes in adipose tissue (<xref ref-type="bibr" rid="B60">Kulkarni et al., 2018</xref>).</p>
<p>However, our systematic review of animal trials indicates that metformin does not consistently extend life expectancy. This is the first systematic review to examine animals without disease induction. Other meta-analyses conducted on animal trials indicate that the efficacy of metformin is limited to <italic>C. elegans</italic> when administered early in life, while its effects vary among the other model organisms (<xref ref-type="bibr" rid="B83">Parish and Swindell, 2022</xref>). This raises further inquiries, such as whether the TAME and ANTHEM study will yield favorable outcomes considering its heterogeneous impact on the other animal species.</p>
<p>We also notice an ongoing clinical trial on metformin in patients with HIV (EUCTR 2021-003299-15-ES). An individual afflicted with HIV is subjected to a multitude of stressors, including the virus, antiretroviral medications, and substances misused, all of which have the potential to trigger premature cellular senescence (<xref ref-type="bibr" rid="B24">Cohen and Torres, 2017</xref>). Therefore, HIV-positive individuals are incorporated into this clinical trial registry review as they exhibit early cellular aging. This study employs the potentially effective Epigenetic Age Acceleration (EAA) for its primary outcome, which is intended to predict lifespan (<xref ref-type="bibr" rid="B53">Joyce et al., 2021</xref>).</p>
<p>Three metformin registries appear incomplete for various reasons, including participant assignment difficulties. Additionally, we identified studies with dropout rates exceeding 20%, which diminished the conclusions&#x2019; reliability. Hopefully, future clinical trials involving older individuals will incorporate improved recruitment and retention strategies and more efficient planning and execution. One of the solutions is illustrated in the cited source (<xref ref-type="bibr" rid="B21">Chaudhari et al., 2020</xref>).</p>
<p>Besides metformin, omega-3 fatty acids have been shown to reduce telomere attrition via antioxidant effect, decreased proinflammatory markers, and direct action on telomeres based on <italic>in vitro</italic> and <italic>in vivo</italic> studies; these effects have promising implications for health and longevity (<xref ref-type="bibr" rid="B79">Og&#x142;uszka et al., 2022</xref>). In addition, levels of long-chain omega-3 fatty acids were found to be inversely associated with mortality in the Framingham Heart Study (<xref ref-type="bibr" rid="B39">Harris et al., 2018</xref>).</p>
<p>Results from three studies concerning omega-3 in healthy subjects have been published. Although omega-3 fatty acids have no discernible impact on immunosenescence pathway (<xref ref-type="bibr" rid="B106">Swanson et al., 2018</xref>), they have been found to influence cognitive function in healthy humans positively (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>; <xref ref-type="bibr" rid="B36">Fairbairn et al., 2020</xref>). While the precise mechanism by which omega-3 fatty acids influence cognitive function remains unknown, they do regulate the expression of genes encoding enzymes involved in homocysteine metabolism, amino acids that correlate to neuronal senescence (<xref ref-type="bibr" rid="B48">Huang et al., 2012</xref>; <xref ref-type="bibr" rid="B110">Tawfik et al., 2021</xref>).</p>
<p>Omega-3 dose is also a challenge in the aging trial. No fixed EPA and DHA dose combination proves to increase lifespan. A systematic review also showed that no fixed dose has been established in the cognitive area. It only shows that significantly altered neurophysiological function or brain morphology can be achieved with prolonged omega-3 administration (<xref ref-type="bibr" rid="B32">Dighriri et al., 2022</xref>). One study also uses the combination of folic acid, phosphatidylserine, and <italic>Gingko biloba</italic>, thereby augmenting the treatment effect bias (<xref ref-type="bibr" rid="B61">K&#xfc;lzow et al., 2016</xref>). In conclusion, omega-3 fatty acids may extend the cognitive healthspan of healthy individuals. However, additional research employing rigorous methodologies is required to determine whether it extends lifespan.</p>
<p>Two registries (NCT02865499 and NCT02953093) are evaluating the fecal microbiome of healthy older individuals after acarbose treatment (8 and 10 weeks). One of these registries also analyses gene expression in abdominal adipose tissue and muscle tissue. None of the results has been published yet. Animal studies indicate that acarbose is hypothesized to extend lifespan through modifications to the gut microbiome and an increase in short-chain fatty acids (SCFAs), including propionate (<xref ref-type="bibr" rid="B93">Smith et al., 2019</xref>). As a result, the gut microbiome serves as a reliable biomarker for the effect of acarbose on longevity. Nevertheless, it is desirable that future research incorporates larger sample sizes and more prolonged acarbose administration periods to interpret the effect size more accurately.</p>
<p>Statins for Extension of Disability-Free Survival and Primary Prevention of Cardiovascular Events Among Older People (STAREE) is also an intriguing study in the aging field. This investigation comprises the STAREE-HEART and STAREE-MIND substudies (<xref ref-type="bibr" rid="B38">Harding et al., 2023</xref>; <xref ref-type="bibr" rid="B123">Zoungas et al., 2023</xref>). STAREE-HEART will examine the incidence of atrial fibrillation and global longitudinal strain (GLS) in healthy older adults taking 20&#xa0;mg of atorvastatin daily over a 3-year follow-up period. Following a 4-year follow-up period, STAREE-MIND will assess brain aging parameters and investigate the correlation between changes in brain imaging and cognitive impairment. Hopefully, the findings of this research will shed light on the impact of atorvastatin on healthy subjects&#x2019; cardiovascular and neurological aging.</p>
<p>Several included articles incorporated cardiometabolic drugs that were discontinued in human application due to safety concerns (<xref ref-type="bibr" rid="B15">Brandst&#xe4;dt et al., 2013</xref>; <xref ref-type="bibr" rid="B16">Cabreiro et al., 2013</xref>; <xref ref-type="bibr" rid="B70">Mao et al., 2022</xref>; <xref ref-type="bibr" rid="B19">Cedillo et al., 2023</xref>). These are bezafibrate (hepatotoxicity), tolbutamide (cardiovascular mortality), chlorpropamide (hypoglycemia), and phenformin (lactic acidosis). Animal lifespan research aims to identify the most effective medication for extending human health and lifespan. So, we encourage further lifespan research to avoid the use of discontinued drugs, particularly when safety concerns arise.</p>
</sec>
<sec id="s4-6">
<title>4.6 Limitations</title>
<p>Our study has several limitations. First, our search was limited to drugs that extend lifespan, not healthspan. As a result, articles that do not provide follow-up of the animal until death were excluded. Second, we excluded animals with disease models, as they are inappropriate for our PICO. These two limitations may result in less comprehensive cardiometabolic drug mechanisms in aging. Third, our search criteria exclusively included drugs that have received approval from the FDA, which has been established for their efficacy and safety in treating cardiometabolic disease. Hopefully, it can also be safe as future potential human lifespan-extending drugs. Fourth, most of the medications in rodents studies were given orally. However, the majority of these studies did not explicitly mention whether the medications were administered orally or mixed with chow. Additionally, drug concentrations for <italic>C. elegans</italic> and <italic>Drosophila</italic> studies are commonly used in the millimolar (mM) range format. This approach is in agreement with the established protocols in aging research when evaluating pharmacological interventions in these model organisms. Lastly, regarding clinical trials, our search criteria in ICTRP are limited to the keyword &#x201c;aging&#x201d;. Some clinical trial registries may repurpose cardiometabolic drugs for degenerative conditions but not use aging as their keyword. It is possible that such research may not be included in this systematic review.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Metformin, omega-3 fatty acid, acarbose, and atorvastatin are currently cardiometabolic drugs repurposed to target aging in clinical trials. Our systematic review of animal trials identified several additional cardiometabolic drugs that could potentially extend life expectancy. We strongly advise other researchers to initiate clinical trials of these drugs in the context of aging, given the significant concern that this will become in the coming years. Additional animal experiments utilizing wild-strain animals to evaluate the effects of gerotherapeutics are also recommended.</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="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>AB: Conceptualization, Writing&#x2013;original draft, Writing&#x2013;review and editing, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Validation, Visualization. HH: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. ML: Methodology, Supervision, Validation, Writing&#x2013;review and editing. NK: Data curation, Investigation, Writing&#x2013;review and editing. RM: Data curation, Investigation, Writing&#x2013;review and editing. IF: Data curation, Investigation, Writing&#x2013;review and editing. MF: Data curation, Investigation, Writing&#x2013;review and editing. AJ: Data curation, Investigation, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The study received support from PUTI Q1 Research Grant 2023 provided by Universitas Indonesia with contract number: NKB-352/UN2. RST/HKP.05.00/2023.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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="s11">
<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/fphar.2024.1373458/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2024.1373458/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>Abrat</surname>
<given-names>O. B.</given-names>
</name>
<name>
<surname>Storey</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Storey</surname>
<given-names>K. B.</given-names>
</name>
<name>
<surname>Lushchak</surname>
<given-names>V. I.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>High amylose starch consumption induces obesity in <italic>Drosophila melanogaster</italic> and metformin partially prevents accumulation of storage lipids and shortens lifespan of the insects</article-title>. <source>Comp. Biochem. Physiol. A Mol. Integr. Physiol.</source> <volume>215</volume>, <fpage>55</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1016/j.cbpa.2017.10.011</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="book">
<collab>ADA</collab> (<year>2023</year>). <source>What are my options for type 2 diabetes medications?</source> <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://diabetes.org/health-wellness/medication/oral-other-injectable-diabetes-medications">https://diabetes.org/health-wellness/medication/oral-other-injectable-diabetes-medications</ext-link>.</comment>
</citation>
</ref>
<ref id="B3">
<citation citation-type="book">
<collab>AFAR</collab> (<year>2023</year>). &#x201c;<article-title>The TAME trial the TAME trial: targeting the biology of aging</article-title>,&#x201d; in <source>Ushering a new era of interventions</source>. <publisher-name>American Federation for Aging Research</publisher-name>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.afar.org/tame-trial">https://www.afar.org/tame-trial</ext-link> (Accessed November 16, 2023)</comment>.</citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<collab>AHA</collab> (<year>2020</year>). <source>Cholesterol medications</source>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.heart.org/en/health-topics/cholesterol/prevention-and-treatment-of-high-cholesterol-hyperlipidemia/cholesterol-medications">https://www.heart.org/en/health-topics/cholesterol/prevention-and-treatment-of-high-cholesterol-hyperlipidemia/cholesterol-medications</ext-link>.</comment>
</citation>
</ref>
<ref id="B5">
<citation citation-type="book">
<collab>AHA</collab> (<year>2023</year>). <source>Types of heart medications</source>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.heart.org/en/health-topics/heart-attack/treatment-of-a-heart-attack/cardiac-medications">https://www.heart.org/en/health-topics/heart-attack/treatment-of-a-heart-attack/cardiac-medications</ext-link>.</comment>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmadi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Amiri</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pecic</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Machaj</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Rosik</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>&#x141;os</surname>
<given-names>M. J.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Pleiotropic effects of statins: a focus on cancer</article-title>. <source>Biochimica Biophysica Acta (BBA) - Mol. Basis Dis.</source> <volume>1866</volume>, <fpage>165968</fpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2020.165968</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andreas</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gerhard</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Sebastian</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Statins induce a DAF-16/foxo-dependent longevity phenotype via JNK-1 through mevalonate depletion in <italic>C. elegans</italic>
</article-title>. <source>Aging Dis.</source> <volume>11</volume>, <fpage>60</fpage>&#x2013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.14336/AD.2019.0416</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Anisimov</surname>
<given-names>V. N.</given-names>
</name>
<name>
<surname>Popovich</surname>
<given-names>I. G.</given-names>
</name>
<name>
<surname>Zabezhinski</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Egormin</surname>
<given-names>P. A.</given-names>
</name>
<name>
<surname>Yurova</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Semenchenko</surname>
<given-names>A. V.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Sex differences in aging, life span and spontaneous tumorigenesis in 129/Sv mice neonatally exposed to metformin</article-title>. <source>Cell. Cycle</source> <volume>14</volume>, <fpage>46</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.4161/15384101.2014.973308</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arroyo</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Leber</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Burney</surname>
<given-names>H. N.</given-names>
</name>
<name>
<surname>Narayanan</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Moorthi</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Avin</surname>
<given-names>K. G.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Relationship between klotho and physical function in healthy aging</article-title>. <source>Sci. Rep.</source> <volume>13</volume>, <fpage>21158</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-023-47791-5</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ayyadevara</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bharill</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Dandapat</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Khaidakov</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mitra</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Aspirin inhibits oxidant stress, reduces age-associated functional declines, and extends lifespan of <italic>Caenorhabditis elegans</italic>
</article-title>. <source>Antioxid. Redox Signal</source> <volume>18</volume>, <fpage>481</fpage>&#x2013;<lpage>490</lpage>. <pub-id pub-id-type="doi">10.1089/ars.2011.4151</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Banse</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Sedore</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Coleman-Hulbert</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Onken</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Antioxidants green tea extract and nordihydroguaiaretic acid confer species and strain-specific lifespan and health effects in Caenorhabditis nematodes</article-title>. <source>Geroscience</source> <volume>46</volume>, <fpage>2239</fpage>&#x2013;<lpage>2251</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-023-00978-0</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barzilai</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Crandall</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Kritchevsky</surname>
<given-names>S. B.</given-names>
</name>
<name>
<surname>Espeland</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Metformin as a tool to target aging</article-title>. <source>Cell. Metab.</source> <volume>23</volume>, <fpage>1060</fpage>&#x2013;<lpage>1065</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2016.05.011</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berben</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Floris</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wildiers</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hatse</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Cancer and aging: two tightly interconnected biological processes</article-title>. <source>Cancers (Basel)</source> <volume>13</volume>, <fpage>1400</fpage>. <pub-id pub-id-type="doi">10.3390/cancers13061400</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berglund</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C. Y.</given-names>
</name>
<name>
<surname>Poffenberger</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Ayala</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Fueger</surname>
<given-names>P. T.</given-names>
</name>
<name>
<surname>Willis</surname>
<given-names>S. E.</given-names>
</name>
<etal/>
</person-group> (<year>2008</year>). <article-title>Glucose metabolism <italic>in vivo</italic> in four commonly used inbred mouse strains</article-title>. <source>Diabetes</source> <volume>57</volume>, <fpage>1790</fpage>&#x2013;<lpage>1799</lpage>. <pub-id pub-id-type="doi">10.2337/db07-1615</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brandst&#xe4;dt</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Schmeisser</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zarse</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ristow</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Lipid-lowering fibrates extend <italic>C. elegans</italic> lifespan in a NHR-49/PPARalpha-dependent manner</article-title>. <source>Aging</source> <volume>5</volume>, <fpage>270</fpage>&#x2013;<lpage>275</lpage>. <pub-id pub-id-type="doi">10.18632/aging.100548</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cabreiro</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Au</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Leung</surname>
<given-names>K.-Y.</given-names>
</name>
<name>
<surname>Vergara-Irigaray</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Cochem&#xe9;</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Noori</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Metformin retards aging in <italic>C. elegans</italic> by altering microbial folate and methionine metabolism</article-title>. <source>Cell.</source> <volume>153</volume>, <fpage>228</fpage>&#x2013;<lpage>239</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2013.02.035</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Campisi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kapahi</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lithgow</surname>
<given-names>G. J.</given-names>
</name>
<name>
<surname>Melov</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Newman</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Verdin</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>From discoveries in ageing research to therapeutics for healthy ageing</article-title>. <source>Nature</source> <volume>571</volume>, <fpage>183</fpage>&#x2013;<lpage>192</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-019-1365-2</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carter</surname>
<given-names>C. S.</given-names>
</name>
<name>
<surname>Richardson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Huffman</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Austad</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Bring back the rat</article-title>. <source>Journals Gerontology Ser. A</source> <volume>75</volume>, <fpage>405</fpage>&#x2013;<lpage>415</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glz298</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cedillo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ahsan</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Stuhr</surname>
<given-names>N. L.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Ether lipid biosynthesis promotes lifespan extension and enables diverse pro-longevity paradigms in <italic>Caenorhabditis elegans</italic>
</article-title>. <source>Elife</source> <volume>12</volume>, <fpage>e82210</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.82210</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Champigny</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Cormier</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Simard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>St-Coeur</surname>
<given-names>P.-D.</given-names>
</name>
<name>
<surname>Fortin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pichaud</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Omega-3 monoacylglyceride effects on longevity, mitochondrial metabolism and oxidative stress: insights from <italic>Drosophila melanogaster</italic>
</article-title>. <source>Mar. Drugs</source> <volume>16</volume>, <fpage>453</fpage>. <pub-id pub-id-type="doi">10.3390/md16110453</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chaudhari</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ravi</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Gogtay</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Thatte</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Recruitment and retention of the participants in clinical trials: challenges and solutions</article-title>. <source>Perspect. Clin. Res.</source> <volume>11</volume>, <fpage>64</fpage>&#x2013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.4103/picr.PICR_206_19</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>L.-W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Metformin extends <italic>C. elegans</italic> lifespan through lysosomal pathway</article-title>. <source>Elife</source> <volume>6</volume>, <fpage>e31268</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.31268</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chentli</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Azzoug</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mahgoun</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Diabetes mellitus in elderly</article-title>. <source>Indian J. Endocrinol. Metab.</source> <volume>19</volume>, <fpage>744</fpage>&#x2013;<lpage>752</lpage>. <pub-id pub-id-type="doi">10.4103/2230-8210.167553</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cohen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Torres</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>HIV-associated cellular senescence: a contributor to accelerated aging</article-title>. <source>Ageing Res. Rev.</source> <volume>36</volume>, <fpage>117</fpage>&#x2013;<lpage>124</lpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2016.12.004</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Couteur</surname>
<given-names>D. G.Le</given-names>
</name>
<name>
<surname>Barzilai</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>New horizons in life extension, healthspan extension and exceptional longevity</article-title>. <source>Age Ageing</source> <volume>51</volume>, <fpage>afac156</fpage>. <pub-id pub-id-type="doi">10.1093/ageing/afac156</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Danilov</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Shaposhnikov</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Shevchenko</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Zemskaya</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Zhavoronkov</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Moskalev</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Influence of non-steroidal anti-inflammatory drugs on <italic>Drosophila melanogaster</italic> longevity</article-title>. <source>Oncotarget</source> <volume>6</volume>, <fpage>19428</fpage>&#x2013;<lpage>19444</lpage>. <pub-id pub-id-type="doi">10.18632/oncotarget.5118</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Haes</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Frooninckx</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Van Assche</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Smolders</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Depuydt</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Billen</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Metformin promotes lifespan through mitohormesis via the peroxiredoxin PRDX-2</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>111</volume>, <fpage>E2501</fpage>&#x2013;<lpage>E2509</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1321776111</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dehghan</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Goodarzi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Saremi</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Mirzaei</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Hydralazine targets cAMP-dependent protein kinase leading to sirtuin1/5 activation and lifespan extension in <italic>C. elegans</italic>
</article-title>. <source>Nat. Commun.</source> <volume>10</volume>, <fpage>4905</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-12425-w</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dehghan</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Saremi</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Yadavali</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hakimi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dehghani</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Hydralazine induces stress resistance and extends <italic>C. elegans</italic> lifespan by activating the NRF2/SKN-1 signalling pathway</article-title>. <source>Nat. Commun.</source> <volume>8</volume>, <fpage>2223</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-017-02394-3</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Magalh&#xe3;es</surname>
<given-names>J. P.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Why genes extending lifespan in model organisms have not been consistently associated with human longevity and what it means to translation research</article-title>. <source>Cell. Cycle</source> <volume>13</volume>, <fpage>2671</fpage>&#x2013;<lpage>2673</lpage>. <pub-id pub-id-type="doi">10.4161/15384101.2014.950151</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Magalh&#xe3;es</surname>
<given-names>J. P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Longevity pharmacology comes of age</article-title>. <source>Drug Discov. Today</source> <volume>26</volume>, <fpage>1559</fpage>&#x2013;<lpage>1562</lpage>. <pub-id pub-id-type="doi">10.1016/j.drudis.2021.02.015</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dighriri</surname>
<given-names>I. M.</given-names>
</name>
<name>
<surname>Alsubaie</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Hakami</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Hamithi</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Alshekh</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Khobrani</surname>
<given-names>F. A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Effects of omega-3 polyunsaturated fatty acids on brain functions: a systematic review</article-title>. <source>Cureus</source> <volume>14</volume>, <fpage>e30091</fpage>. <pub-id pub-id-type="doi">10.7759/cureus.30091</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>D&#xf6;nerta&#x15f;</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Fuentealba Valenzuela</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Thornton</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Gene expression&#x2010;based drug repurposing to target aging</article-title>. <source>Aging Cell.</source> <volume>17</volume>, <fpage>e12819</fpage>. <pub-id pub-id-type="doi">10.1111/acel.12819</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Egan</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Pohl</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Anderson</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Adodo</surname>
<given-names>I. G.</given-names>
</name>
<name>
<surname>Hunt</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>The ACE-inhibitor drug captopril inhibits ACN-1 to control dauer formation and aging</article-title>. <source>bioRxiv</source>, <volume>17</volume>, <fpage>549402</fpage>. <pub-id pub-id-type="doi">10.1101/2023.07.17.549402</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Espada</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dakhovnik</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chaudhari</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Martirosyan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Miek</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Poliezhaieva</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Loss of metabolic plasticity underlies metformin toxicity in aged <italic>Caenorhabditis elegans</italic>
</article-title>. <source>Nat. Metab.</source> <volume>2</volume>, <fpage>1316</fpage>&#x2013;<lpage>1331</lpage>. <pub-id pub-id-type="doi">10.1038/s42255-020-00307-1</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fairbairn</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Tsofliou</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dyall</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Effects of a high-DHA multi-nutrient supplement and exercise on mobility and cognition in older women (MOBILE): a randomised semi-blinded placebo-controlled study</article-title>. <source>Br. J. Nutr.</source> <volume>124</volume>, <fpage>146</fpage>&#x2013;<lpage>155</lpage>. <pub-id pub-id-type="doi">10.1017/S0007114520000719</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garratt</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Why do sexes differ in lifespan extension? Sex-specific pathways of aging and underlying mechanisms for dimorphic responses</article-title>. <source>Nutr. Healthy Aging</source> <volume>5</volume>, <fpage>247</fpage>&#x2013;<lpage>259</lpage>. <pub-id pub-id-type="doi">10.3233/NHA-190067</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harding</surname>
<given-names>I. H.</given-names>
</name>
<name>
<surname>Ryan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Heritier</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Spark</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Flanagan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>McIntyre</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>STAREE-Mind Imaging Study: a randomised placebo-controlled trial of atorvastatin for prevention of cerebrovascular decline and neurodegeneration in older individuals</article-title>. <source>BMJ Neurol. Open</source> <volume>5</volume>, <fpage>e000541</fpage>. <pub-id pub-id-type="doi">10.1136/bmjno-2023-000541</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harris</surname>
<given-names>W. S.</given-names>
</name>
<name>
<surname>Tintle</surname>
<given-names>N. L.</given-names>
</name>
<name>
<surname>Etherton</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Vasan</surname>
<given-names>R. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Erythrocyte long-chain omega-3 fatty acid levels are inversely associated with mortality and with incident cardiovascular disease: the Framingham Heart Study</article-title>. <source>J. Clin. Lipidol.</source> <volume>12</volume>, <fpage>718</fpage>&#x2013;<lpage>727</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacl.2018.02.010</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrison</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Alavez</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Astle</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>DiGiovanni</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Fernandez</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Acarbose improves health and lifespan in aging HET3 mice</article-title>. <source>Aging Cell.</source> <volume>18</volume>, <fpage>e12898</fpage>. <pub-id pub-id-type="doi">10.1111/acel.12898</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrison</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Allison</surname>
<given-names>D. B.</given-names>
</name>
<name>
<surname>Ames</surname>
<given-names>B. N.</given-names>
</name>
<name>
<surname>Astle</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Atamna</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Acarbose, 17&#x2010;&#x3b1;&#x2010;estradiol, and nordihydroguaiaretic acid extend mouse lifespan preferentially in males</article-title>. <source>Aging Cell.</source> <volume>13</volume>, <fpage>273</fpage>&#x2013;<lpage>282</lpage>. <pub-id pub-id-type="doi">10.1111/acel.12170</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrison</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Reifsnyder</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Fernandez</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Flurkey</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>17&#x2010;a&#x2010;estradiol late in life extends lifespan in aging UM&#x2010;HET3 male mice; nicotinamide riboside and three other drugs do not affect lifespan in either sex</article-title>. <source>Aging Cell.</source> <volume>20</volume>, <fpage>e13328</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13328</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hasegawa</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hayashi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Takemoto</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Takane</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>DPP-4 inhibition with linagliptin ameliorates the progression of premature aging in klotho&#x2212;/&#x2212; mice</article-title>. <source>Cardiovasc Diabetol.</source> <volume>16</volume>, <fpage>154</fpage>. <pub-id pub-id-type="doi">10.1186/s12933-017-0639-y</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Holden-Dye</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>R. J.</given-names>
</name>
</person-group> (<year>2014</year>). <source>Anthelmintic drugs and nematicides: studies in <italic>Caenorhabditis elegans</italic>
</source>. <publisher-name>WormBook</publisher-name>, <fpage>1</fpage>&#x2013;<lpage>29</lpage>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/books/NBK19662/">https://www.ncbi.nlm.nih.gov/books/NBK19662/</ext-link>
</comment>. <pub-id pub-id-type="doi">10.1895/wormbook.1.143.2</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holtze</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gorshkova</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Braude</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Cellerino</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dammann</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hildebrandt</surname>
<given-names>T. B.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Alternative animal models of aging research</article-title>. <source>Front. Mol. Biosci.</source> <volume>8</volume>, <fpage>660959</fpage>. <pub-id pub-id-type="doi">10.3389/fmolb.2021.660959</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hooijmans</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Rovers</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>de Vries</surname>
<given-names>R. B.</given-names>
</name>
<name>
<surname>Leenaars</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ritskes-Hoitinga</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Langendam</surname>
<given-names>M. W.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>SYRCLE&#x2019;s risk of bias tool for animal studies</article-title>. <source>BMC Med. Res. Methodol.</source> <volume>14</volume>, <fpage>43</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2288-14-43</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>DhHP-6 extends lifespan of <italic>Caenorhabditis elegans</italic> by enhancing nuclear translocation and transcriptional activity of DAF-16</article-title>. <source>Free Radic. Res.</source> <volume>47</volume>, <fpage>316</fpage>&#x2013;<lpage>324</lpage>. <pub-id pub-id-type="doi">10.3109/10715762.2013.773588</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wahlqvist</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Effect of n-3 polyunsaturated fatty acid on gene expression of the critical enzymes involved in homocysteine metabolism</article-title>. <source>Nutr. J.</source> <volume>11</volume>, <fpage>6</fpage>. <pub-id pub-id-type="doi">10.1186/1475-2891-11-6</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ishida</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Konishi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ebner</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Springer</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Repurposing of approved cardiovascular drugs</article-title>. <source>J. Transl. Med.</source> <volume>14</volume>, <fpage>269</fpage>. <pub-id pub-id-type="doi">10.1186/s12967-016-1031-5</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ito</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yasui</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Katayama</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Metolazone upregulates mitochondrial chaperones and extends lifespan in <italic>Caenorhabditis elegans</italic>
</article-title>. <source>Biogerontology</source> <volume>22</volume>, <fpage>119</fpage>&#x2013;<lpage>131</lpage>. <pub-id pub-id-type="doi">10.1007/s10522-020-09907-6</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jenkins</surname>
<given-names>D. J. A.</given-names>
</name>
<name>
<surname>Kendall</surname>
<given-names>C. W. C.</given-names>
</name>
<name>
<surname>Axelsen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Augustin</surname>
<given-names>L. S. A.</given-names>
</name>
<name>
<surname>Vuksan</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Viscous and nonviscous fibres, nonabsorbable and low glycaemic index carbohydrates, blood lipids and coronary heart disease</article-title>. <source>Curr. Opin. Lipidol.</source> <volume>11</volume>, <fpage>49</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.1097/00041433-200002000-00008</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>Q.-L.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Pioglitazone hydrochloride extends the lifespan of <italic>Caenorhabditis elegans</italic> by activating DAF-16/FOXO- and SKN-1/NRF2-Related signaling pathways</article-title>. <source>Oxid. Med. Cell. Longev.</source> <volume>2022</volume>, <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1155/2022/8496063</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Joyce</surname>
<given-names>B. T.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hwang</surname>
<given-names>S.-J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Epigenetic age acceleration reflects long-term cardiovascular health</article-title>. <source>Circ. Res.</source> <volume>129</volume>, <fpage>770</fpage>&#x2013;<lpage>781</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCRESAHA.121.318965</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jurk</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wilson</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Passos</surname>
<given-names>J. F.</given-names>
</name>
<name>
<surname>Oakley</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Correia-Melo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Greaves</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Chronic inflammation induces telomere dysfunction and accelerates ageing in mice</article-title>. <source>Nat. Commun.</source> <volume>2</volume>, <fpage>4172</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms5172</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Justice</surname>
<given-names>J. N.</given-names>
</name>
<name>
<surname>Ferrucci</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Newman</surname>
<given-names>A. B.</given-names>
</name>
<name>
<surname>Aroda</surname>
<given-names>V. R.</given-names>
</name>
<name>
<surname>Bahnson</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Divers</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>A framework for selection of blood-based biomarkers for geroscience-guided clinical trials: report from the TAME Biomarkers Workgroup</article-title>. <source>Geroscience</source> <volume>40</volume>, <fpage>419</fpage>&#x2013;<lpage>436</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-018-0042-y</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaeberlein</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>McVey</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Guarente</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>The SIR2/3/4 complex and SIR2 alone promote longevity in <italic>Saccharomyces cerevisiae</italic> by two different mechanisms</article-title>. <source>Genes. Dev.</source> <volume>13</volume>, <fpage>2570</fpage>&#x2013;<lpage>2580</lpage>. <pub-id pub-id-type="doi">10.1101/gad.13.19.2570</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kenyon</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>A pathway that links reproductive status to lifespan in <italic>Caenorhabditis elegans</italic>
</article-title>. <source>Ann. N. Y. Acad. Sci.</source> <volume>1204</volume>, <fpage>156</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1111/j.1749-6632.2010.05640.x</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Konopka</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Laurin</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Schoenberg</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Reid</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Castor</surname>
<given-names>W. M.</given-names>
</name>
<name>
<surname>Wolff</surname>
<given-names>C. A.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Metformin inhibits mitochondrial adaptations to aerobic exercise training in older adults</article-title>. <source>Aging Cell.</source> <volume>18</volume>, <fpage>e12880</fpage>. <pub-id pub-id-type="doi">10.1111/acel.12880</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kulkarni</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Aleksic</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Berger</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Sierra</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Kuchel</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Barzilai</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Geroscience&#x2010;guided repurposing of FDA&#x2010;approved drugs to target aging: a proposed process and prioritization</article-title>. <source>Aging Cell.</source> <volume>21</volume>, <fpage>e13596</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13596</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kulkarni</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Brutsaert</surname>
<given-names>E. F.</given-names>
</name>
<name>
<surname>Anghel</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bloomgarden</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Pollak</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Metformin regulates metabolic and nonmetabolic pathways in skeletal muscle and subcutaneous adipose tissues of older adults</article-title>. <source>Aging Cell.</source> <volume>17</volume>, <fpage>e12723</fpage>. <pub-id pub-id-type="doi">10.1111/acel.12723</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>K&#xfc;lzow</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Witte</surname>
<given-names>A. V.</given-names>
</name>
<name>
<surname>Kerti</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Grittner</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Schuchardt</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Hahn</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Impact of omega-3 fatty acid supplementation on memory functions in healthy older adults</article-title>. <source>J. Alzheimer&#x2019;s Dis.</source> <volume>51</volume>, <fpage>713</fpage>&#x2013;<lpage>725</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-150886</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dietrich</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kornfeld</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Angiotensin converting enzyme (ACE) inhibitor extends <italic>Caenorhabditis elegans</italic> life span</article-title>. <source>PLoS Genet.</source> <volume>12</volume>, <fpage>e1005866</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1005866</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumari</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bubak</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Schoenberg</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Davidyan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Elliehausen</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Kuhn</surname>
<given-names>K. G.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Antecedent metabolic health and metformin (ANTHEM) aging study: rationale and study design for a randomized controlled trial</article-title>. <source>Journals Gerontology Ser. A</source> <volume>77</volume>, <fpage>2373</fpage>&#x2013;<lpage>2377</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glab358</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuro-o</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Matsumura</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Aizawa</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kawaguchi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Suga</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Utsugi</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>1997</year>). <article-title>Mutation of the mouse klotho gene leads to a syndrome resembling ageing</article-title>. <source>Nature</source> <volume>390</volume>, <fpage>45</fpage>&#x2013;<lpage>51</lpage>. <pub-id pub-id-type="doi">10.1038/36285</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lakatta</surname>
<given-names>E. G.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Cardiovascular regulatory mechanisms in advanced age</article-title>. <source>Physiol. Rev.</source> <volume>73</volume>, <fpage>413</fpage>&#x2013;<lpage>467</lpage>. <pub-id pub-id-type="doi">10.1152/physrev.1993.73.2.413</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leibrock</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Alesutan</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Voelkl</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Michael</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Castor</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kohlhofer</surname>
<given-names>U.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Acetazolamide sensitive tissue calcification and aging of klotho-hypomorphic mice</article-title>. <source>J. Mol. Med.</source> <volume>94</volume>, <fpage>95</fpage>&#x2013;<lpage>106</lpage>. <pub-id pub-id-type="doi">10.1007/s00109-015-1331-x</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Miao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.-B.</given-names>
</name>
<name>
<surname>Duan</surname>
<given-names>R.-S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>U-shaped association between serum Klotho and accelerated aging among the middle-aged and elderly US population: a cross-sectional study</article-title>. <source>BMC Geriatr.</source> <volume>23</volume>, <fpage>780</fpage>. <pub-id pub-id-type="doi">10.1186/s12877-023-04479-9</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Verapamil extends lifespan in <italic>Caenorhabditis elegans</italic> by inhibiting calcineurin activity and promoting autophagy</article-title>. <source>Aging</source> <volume>12</volume>, <fpage>5300</fpage>&#x2013;<lpage>5317</lpage>. <pub-id pub-id-type="doi">10.18632/aging.102951</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lusthaus</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Goldberg</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Current management of glaucoma</article-title>. <source>Med. J. Aust.</source> <volume>210</volume>, <fpage>180</fpage>&#x2013;<lpage>187</lpage>. <pub-id pub-id-type="doi">10.5694/mja2.50020</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Anti-aging effects of chlorpropamide depend on mitochondrial complex-II and the production of mitochondrial reactive oxygen species</article-title>. <source>Acta Pharm. Sin. B</source> <volume>12</volume>, <fpage>665</fpage>&#x2013;<lpage>677</lpage>. <pub-id pub-id-type="doi">10.1016/j.apsb.2021.08.007</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martien</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pluquet</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Vercamer</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Malaquin</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Martin</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Gosselin</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Cellular senescence involves an intracrine prostaglandin E2 pathway in human fibroblasts</article-title>. <source>Biochim. Biophys. Acta Mol. Cell. Biol. Lipids</source> <volume>1831</volume>, <fpage>1217</fpage>&#x2013;<lpage>1227</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbalip.2013.04.005</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martin-Montalvo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mercken</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Mitchell</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Palacios</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Mote</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Scheibye-Knudsen</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Metformin improves healthspan and lifespan in mice</article-title>. <source>Nat. Commun.</source> <volume>4</volume>, <fpage>2192</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms3192</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNeil</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Nelson</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Woods</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Lockery</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Wolfe</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Reid</surname>
<given-names>C. M.</given-names>
</name>
<etal/>
</person-group> (<year>2018a</year>). <article-title>Effect of aspirin on all-cause mortality in the healthy elderly</article-title>. <source>N. Engl. J. Med.</source> <volume>379</volume>, <fpage>1519</fpage>&#x2013;<lpage>1528</lpage>. <pub-id pub-id-type="doi">10.1056/nejmoa1803955</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNeil</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Woods</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Nelson</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Reid</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Kirpach</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wolfe</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2018b</year>). <article-title>Effect of aspirin on disability-free survival in the healthy elderly</article-title>. <source>N. Engl. J. Med.</source> <volume>379</volume>, <fpage>1499</fpage>&#x2013;<lpage>1508</lpage>. <pub-id pub-id-type="doi">10.1056/nejmoa1800722</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Miller</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Harrison</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Allison</surname>
<given-names>D. B.</given-names>
</name>
<name>
<surname>Bogue</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Debarba</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Diaz</surname>
<given-names>V.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Canagliflozin extends life span in genetically heterogeneous male but not female mice</article-title>. <source>JCI Insight</source> <volume>5</volume>, <fpage>e140019</fpage>. <pub-id pub-id-type="doi">10.1172/jci.insight.140019</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mitchell</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Scheibye-Knudsen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Longo</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>de Cabo</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Animal models of aging research: implications for human aging and age-related diseases</article-title>. <source>Annu. Rev. Anim. Biosci.</source> <volume>3</volume>, <fpage>283</fpage>&#x2013;<lpage>303</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-animal-022114-110829</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohammed</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Hollenberg</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Triggle</surname>
<given-names>C. R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A critical review of the evidence that metformin is a putative anti-aging drug that enhances healthspan and extends lifespan</article-title>. <source>Front. Endocrinol. (Lausanne)</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.3389/fendo.2021.718942</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>North</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Sinclair</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>The intersection between aging and cardiovascular disease</article-title>. <source>Circ. Res.</source> <volume>110</volume>, <fpage>1097</fpage>&#x2013;<lpage>1108</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCRESAHA.111.246876</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Og&#x142;uszka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lipi&#x144;ski</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Starzy&#x144;ski</surname>
<given-names>R. R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Effect of omega-3 fatty acids on telomeres&#x2014;are they the elixir of youth?</article-title> <source>Nutrients</source> <volume>14</volume>, <fpage>3723</fpage>. <pub-id pub-id-type="doi">10.3390/nu14183723</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Onken</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Driscoll</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Metformin induces a dietary restriction&#x2013;like state and the oxidative stress response to extend <italic>C. elegans</italic> healthspan via AMPK, LKB1, and SKN-1</article-title>. <source>PLoS One</source> <volume>5</volume>, <fpage>e8758</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0008758</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Onken</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Sedore</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Coleman&#x2010;Hulbert</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>E. G.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Metformin treatment of diverse <italic>Caenorhabditis</italic> species reveals the importance of genetic background in longevity and healthspan extension outcomes</article-title>. <source>Aging Cell.</source> <volume>21</volume>, <fpage>e13488</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13488</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Page</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>McKenzie</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Bossuyt</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Boutron</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Hoffmann</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Mulrow</surname>
<given-names>C. D.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title>. <source>BMJ</source> <volume>372</volume>, <fpage>n71</fpage>. <pub-id pub-id-type="doi">10.1136/BMJ.N71</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parish</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Swindell</surname>
<given-names>W. R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Metformin has heterogeneous effects on model organism lifespans and is beneficial when started at an early age in <italic>Caenorhabditis elegans</italic>: a systematic review and meta&#x2010;analysis</article-title>. <source>Aging Cell.</source> <volume>21</volume>, <fpage>e13733</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13733</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mori</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Shimokawa</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Do sirtuins promote mammalian longevity? a critical review on its relevance to the longevity effect induced by calorie restriction</article-title>. <source>Mol. Cells</source> <volume>35</volume>, <fpage>474</fpage>&#x2013;<lpage>480</lpage>. <pub-id pub-id-type="doi">10.1007/s10059-013-0130-x</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parker</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Capizzi</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Grimaldi</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Clarkson</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Cole</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Keadle</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Effect of statins on skeletal muscle function</article-title>. <source>Circulation</source> <volume>127</volume>, <fpage>96</fpage>&#x2013;<lpage>103</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.112.136101</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Fuentealba</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kennedy</surname>
<given-names>B. K.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The quest to slow ageing through drug discovery</article-title>. <source>Nat. Rev. Drug Discov.</source> <volume>19</volume>, <fpage>513</fpage>&#x2013;<lpage>532</lpage>. <pub-id pub-id-type="doi">10.1038/s41573-020-0067-7</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Preuss</surname>
<given-names>H. G.</given-names>
</name>
<name>
<surname>Echard</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Clouatre</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bagchi</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Perricone</surname>
<given-names>N. V.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Niacin-bound chromium increases life span in Zucker Fatty Rats</article-title>. <source>J. Inorg. Biochem.</source> <volume>105</volume>, <fpage>1344</fpage>&#x2013;<lpage>1349</lpage>. <pub-id pub-id-type="doi">10.1016/j.jinorgbio.2011.01.005</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rodgers</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bolleddu</surname>
<given-names>S. I.</given-names>
</name>
<name>
<surname>Vanthenapalli</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rodgers</surname>
<given-names>L. E.</given-names>
</name>
<name>
<surname>Shah</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Cardiovascular risks associated with gender and aging</article-title>. <source>J. Cardiovasc Dev. Dis.</source> <volume>6</volume>, <fpage>19</fpage>. <pub-id pub-id-type="doi">10.3390/jcdd6020019</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roth</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Abate</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Abate</surname>
<given-names>K. H.</given-names>
</name>
<name>
<surname>Abay</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Abbafati</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Abbasi</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Global, regional, and national age-sex-specific mortality for 282 causes of death in 195 countries and territories, 1980&#x2013;2017: a systematic analysis for the Global Burden of Disease Study 2017</article-title>. <source>Lancet</source> <volume>392</volume>, <fpage>1736</fpage>&#x2013;<lpage>1788</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(18)32203-7</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Santos</surname>
<given-names>E. L.</given-names>
</name>
<name>
<surname>de Picoli Souza</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>da Silva</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Batista</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Martins</surname>
<given-names>P. J. F.</given-names>
</name>
<name>
<surname>D&#x2019;Almeida</surname>
<given-names>V.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>Long term treatment with ACE inhibitor enalapril decreases body weight gain and increases life span in rats</article-title>. <source>Biochem. Pharmacol.</source> <volume>78</volume>, <fpage>951</fpage>&#x2013;<lpage>958</lpage>. <pub-id pub-id-type="doi">10.1016/j.bcp.2009.06.018</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schubert</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hansen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Leefmann</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Repurposing antidiabetic drugs for cardiovascular disease</article-title>. <source>Front. Physiol.</source> <volume>11</volume>, <fpage>568632</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2020.568632</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Slack</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Foley</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Activation of AMPK by the putative dietary restriction mimetic metformin is insufficient to extend lifespan in Drosophila</article-title>. <source>PLoS One</source> <volume>7</volume>, <fpage>e47699</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0047699</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smith</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Ericsson</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Harrison</surname>
<given-names>D. C.</given-names>
</name>
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Schmidt</surname>
<given-names>T. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Changes in the gut microbiome and fermentation products concurrent with enhanced longevity in acarbose-treated mice</article-title>. <source>BMC Microbiol.</source> <volume>19</volume>, <fpage>130</fpage>. <pub-id pub-id-type="doi">10.1186/s12866-019-1494-7</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smith</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>Elam</surname>
<given-names>C. F.</given-names>
</name>
<name>
<surname>Mattison</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Lane</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>G. S.</given-names>
</name>
<name>
<surname>Ingram</surname>
<given-names>D. K.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Metformin supplementation and life span in fischer-344 rats</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>65A</volume>, <fpage>468</fpage>&#x2013;<lpage>474</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glq033</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Metformin prolongs lifespan through remodeling the energy distribution strategy in silkworm, <italic>Bombyx mori</italic>
</article-title>. <source>Aging</source> <volume>11</volume>, <fpage>240</fpage>&#x2013;<lpage>248</lpage>. <pub-id pub-id-type="doi">10.18632/aging.101746</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Variation of lifespan in multiple strains, and effects of dietary restriction and <italic>BmFoxO</italic> on lifespan in silkworm, <italic>Bombyx mori</italic>
</article-title>. <source>Oncotarget</source> <volume>8</volume>, <fpage>7294</fpage>&#x2013;<lpage>7300</lpage>. <pub-id pub-id-type="doi">10.18632/oncotarget.14235</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname>
<given-names>S. R.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Review of the literature and suggestions for the design of rodent survival studies for the identification of compounds that increase health and life span</article-title>. <source>Age (Omaha)</source> <volume>34</volume>, <fpage>111</fpage>&#x2013;<lpage>120</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-011-9224-6</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Dhahbi</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Yamakawa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mote</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bodmer</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Statin treatment increases lifespan and improves cardiac health in Drosophila by decreasing specific protein prenylation</article-title>. <source>PLoS One</source> <volume>7</volume>, <fpage>e39581</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0039581</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Mote</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Flegal</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Dietary supplementation with Lovaza and krill oil shortens the life span of long-lived F1 mice</article-title>. <source>Age (Omaha)</source> <volume>36</volume>, <fpage>9659</fpage>. <pub-id pub-id-type="doi">10.1007/s11357-014-9659-7</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Mote</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Flegal</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Combined statin and angiotensin-converting enzyme (ACE) inhibitor treatment increases the lifespan of long-lived F1 male mice</article-title>. <source>Age (Omaha)</source> <volume>38</volume>, <fpage>379</fpage>&#x2013;<lpage>391</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-016-9948-4</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Mote</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Dhahbi</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Yamakawa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Flegal</surname>
<given-names>J. M.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>&#x3b2;1-Adrenergic receptor blockade extends the life span of Drosophila and long-lived mice</article-title>. <source>Age (Omaha)</source> <volume>35</volume>, <fpage>2099</fpage>&#x2013;<lpage>2109</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-012-9498-3</pub-id>
</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sterne</surname>
<given-names>J. A. C.</given-names>
</name>
<name>
<surname>Savovi&#x107;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Page</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Elbers</surname>
<given-names>R. G.</given-names>
</name>
<name>
<surname>Blencowe</surname>
<given-names>N. S.</given-names>
</name>
<name>
<surname>Boutron</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>RoB 2: a revised tool for assessing risk of bias in randomised trials</article-title>. <source>BMJ</source> <volume>l4898</volume>, <fpage>l4898</fpage>. <pub-id pub-id-type="doi">10.1136/bmj.l4898</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Antebi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Astle</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Bogue</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Denzel</surname>
<given-names>M. S.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Longer lifespan in male mice treated with a weakly estrogenic agonist, an antioxidant, an &#x3b1;&#x2010;glucosidase inhibitor or a Nrf2&#x2010;inducer</article-title>. <source>Aging Cell.</source> <volume>15</volume>, <fpage>872</fpage>&#x2013;<lpage>884</lpage>. <pub-id pub-id-type="doi">10.1111/acel.12496</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Astle</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Floyd</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Flurkey</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hensley</surname>
<given-names>K. L.</given-names>
</name>
<etal/>
</person-group> (<year>2008</year>). <article-title>Nordihydroguaiaretic acid and aspirin increase lifespan of genetically heterogeneous male mice</article-title>. <source>Aging Cell.</source> <volume>7</volume>, <fpage>641</fpage>&#x2013;<lpage>650</lpage>. <pub-id pub-id-type="doi">10.1111/j.1474-9726.2008.00414.x</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Strong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Nelson</surname>
<given-names>J. F.</given-names>
</name>
<name>
<surname>Gelfond</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Allani</surname>
<given-names>S. K.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Lifespan benefits for the combination of rapamycin plus acarbose and for captopril in genetically heterogeneous mice</article-title>. <source>Aging Cell.</source> <volume>21</volume>, <fpage>e13724</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13724</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Swanson</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Keithley</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Baum</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Leurgans</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Adeyemi</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Barnes</surname>
<given-names>L. L.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Effects of fish oil on HIV-related inflammation and markers of immunosenescence: a randomized clinical trial</article-title>. <source>J. Altern. Complementary Med.</source> <volume>24</volume>, <fpage>709</fpage>&#x2013;<lpage>716</lpage>. <pub-id pub-id-type="doi">10.1089/acm.2017.0222</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Swindell</surname>
<given-names>W. R.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Meta-analysis of 29 experiments evaluating the effects of rapamycin on life span in the laboratory mouse</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>glw153</volume>, <fpage>1024</fpage>&#x2013;<lpage>1032</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glw153</pub-id>
</citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Swynghedauw</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Besse</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Assayag</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Carr&#xe9;</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Chevalier</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Charlemagne</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>1995</year>). <article-title>Molecular and cellular biology of the senescent hypertrophied and failing heart</article-title>. <source>Am. J. Cardiol.</source> <volume>76</volume>, <fpage>2D</fpage>&#x2013;<lpage>7D</lpage>. <pub-id pub-id-type="doi">10.1016/S0002-9149(99)80484-6</pub-id>
</citation>
</ref>
<ref id="B109">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taormina</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Ferrante</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Vieni</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Grassi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Russo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mirisola</surname>
<given-names>M. G.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Longevity: lesson from model organisms</article-title>. <source>Genes. (Basel)</source> <volume>10</volume>, <fpage>518</fpage>. <pub-id pub-id-type="doi">10.3390/genes10070518</pub-id>
</citation>
</ref>
<ref id="B110">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tawfik</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Elsherbiny</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Zaidi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Rajpurohit</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Homocysteine and age-related central nervous system diseases: role of inflammation</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>, <fpage>6259</fpage>. <pub-id pub-id-type="doi">10.3390/ijms22126259</pub-id>
</citation>
</ref>
<ref id="B111">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname>
<given-names>Q.-L.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>S.-Q.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>G.-S.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>H.-R.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Aspirin extends the lifespan of <italic>Caenorhabditis elegans</italic> via AMPK and DAF-16/FOXO in dietary restriction pathway</article-title>. <source>Exp. Gerontol.</source> <volume>48</volume>, <fpage>499</fpage>&#x2013;<lpage>506</lpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2013.02.020</pub-id>
</citation>
</ref>
<ref id="B112">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Aspirin use and common cancer risk: a meta-analysis of cohort studies and randomized controlled trials</article-title>. <source>Front. Oncol.</source> <volume>11</volume>, <fpage>690219</fpage>. <pub-id pub-id-type="doi">10.3389/fonc.2021.690219</pub-id>
</citation>
</ref>
<ref id="B113">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ward</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Lymphomas and leukemias in mice</article-title>. <source>Exp. Toxicol. Pathology</source> <volume>57</volume>, <fpage>377</fpage>&#x2013;<lpage>381</lpage>. <pub-id pub-id-type="doi">10.1016/j.etp.2006.01.007</pub-id>
</citation>
</ref>
<ref id="B114">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Williams</surname>
<given-names>B. R.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Cardiovascular drug therapy in the elderly: theoretical and practical considerations</article-title>. <source>Drugs Aging</source> <volume>20</volume>, <fpage>445</fpage>&#x2013;<lpage>463</lpage>. <pub-id pub-id-type="doi">10.2165/00002512-200320060-00004</pub-id>
</citation>
</ref>
<ref id="B115">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xia</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>McDermott</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Aging and Alzheimer&#x2019;s disease: comparison and associations from molecular to system level</article-title>. <source>Aging Cell.</source> <volume>17</volume>, <fpage>e12802</fpage>. <pub-id pub-id-type="doi">10.1111/acel.12802</pub-id>
</citation>
</ref>
<ref id="B116">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Metformin induces S&#x2010;adenosylmethionine restriction to extend the <italic>Caenorhabditis elegans</italic> healthspan through H3K4me3 modifiers</article-title>. <source>Aging Cell.</source> <volume>21</volume>, <fpage>e13567</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13567</pub-id>
</citation>
</ref>
<ref id="B117">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Verma</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Perie</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pendse</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shamloo</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>PPAR&#x3b3; agonists delay age&#x2010;associated metabolic disease and extend longevity</article-title>. <source>Aging Cell.</source> <volume>19</volume>, <fpage>e13267</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13267</pub-id>
</citation>
</ref>
<ref id="B118">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>N.-C.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>Y.-H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>The lifespan extension ability of nicotinic acid depends on whether the intracellular NAD&#x2b; level is lower than the sirtuin-saturating concentrations</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume>, <fpage>142</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21010142</pub-id>
</citation>
</ref>
<ref id="B119">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zadrag</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bartosz</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bilinski</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Is the yeast a relevant model for aging of multicellular organisms? An insight from the total lifespan of <italic>Saccharomyces cerevisiae</italic>
</article-title>. <source>Curr. Aging Sci.</source> <volume>1</volume>, <fpage>159</fpage>&#x2013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.2174/1874609810801030159</pub-id>
</citation>
</ref>
<ref id="B120">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zaleska</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mozenska</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Bil</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Statins use and cancer: an update</article-title>. <source>Future Oncol.</source> <volume>14</volume>, <fpage>1497</fpage>&#x2013;<lpage>1509</lpage>. <pub-id pub-id-type="doi">10.2217/fon-2017-0543</pub-id>
</citation>
</ref>
<ref id="B121">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Sheng</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Effect of metformin on cardiac metabolism and longevity in aged female mice</article-title>. <source>Front. Cell. Dev. Biol.</source> <volume>8</volume>, <fpage>626011</fpage>. <pub-id pub-id-type="doi">10.3389/fcell.2020.626011</pub-id>
</citation>
</ref>
<ref id="B122">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ziehm</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kaur</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ivanov</surname>
<given-names>D. K.</given-names>
</name>
<name>
<surname>Ballester</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Marcus</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Drug repurposing for aging research using model organisms</article-title>. <source>Aging Cell.</source> <volume>16</volume>, <fpage>1006</fpage>&#x2013;<lpage>1015</lpage>. <pub-id pub-id-type="doi">10.1111/acel.12626</pub-id>
</citation>
</ref>
<ref id="B123">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zoungas</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Curtis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Spark</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wolfe</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>McNeil</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Beilin</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Statins for extension of disability-free survival and primary prevention of cardiovascular events among older people: protocol for a randomised controlled trial in primary care (STAREE trial)</article-title>. <source>BMJ Open</source> <volume>13</volume>, <fpage>e069915</fpage>. <pub-id pub-id-type="doi">10.1136/bmjopen-2022-069915</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>