<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "journalpublishing3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en" article-type="research-article">
<?release-delay 0|0?>
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">OL</journal-id>
<journal-title-group>
<journal-title>Oncology Letters</journal-title>
</journal-title-group>
<issn pub-type="ppub">1792-1074</issn>
<issn pub-type="epub">1792-1082</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/ol.2026.15548</article-id>
<article-id pub-id-type="publisher-id">OL-31-5-15548</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Metformin enhances survival with immune checkpoint inhibitors in cancer patients: A meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Qiao</surname><given-names>Yu</given-names></name>
<xref rid="af1-ol-31-5-15548" ref-type="aff">1</xref>
<xref rid="fn1-ol-31-5-15548" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Li</surname><given-names>Huiyao</given-names></name>
<xref rid="af1-ol-31-5-15548" ref-type="aff">1</xref>
<xref rid="fn1-ol-31-5-15548" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Feng</surname><given-names>Yanping</given-names></name>
<xref rid="af1-ol-31-5-15548" ref-type="aff">1</xref>
<xref rid="fn1-ol-31-5-15548" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Liang</surname><given-names>Shuai</given-names></name>
<xref rid="af2-ol-31-5-15548" ref-type="aff">2</xref>
<xref rid="c1-ol-31-5-15548" ref-type="corresp"/></contrib>
<contrib contrib-type="author"><name><surname>Hua</surname><given-names>Dong</given-names></name>
<xref rid="af1-ol-31-5-15548" ref-type="aff">1</xref>
<xref rid="af3-ol-31-5-15548" ref-type="aff">3</xref>
<xref rid="c2-ol-31-5-15548" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-ol-31-5-15548"><label>1</label>Department of Oncology, The Affiliated Children&#x0027;s Hospital of Jiangnan University, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu 214000, P.R. China</aff>
<aff id="af2-ol-31-5-15548"><label>2</label>Department of Radiation Oncology, Weifang People&#x0027;s Hospital, Shandong Second Medical University, Weifang, Shandong 261000, P.R. China</aff>
<aff id="af3-ol-31-5-15548"><label>3</label>Department of Oncology, The Affiliated Wuxi People&#x0027;s Hospital of Nanjing Medical University, Wuxi Medical Center, Wuxi, Jiangsu 214000, P.R. China</aff>
<author-notes>
<corresp id="c1-ol-31-5-15548"><italic>Correspondence to</italic>: Dr Shuai Liang, Department of Radiation Oncology, Weifang People&#x0027;s Hospital, Shandong Second Medical University, 151 Guangwen Street, Weifang, Shandong 261000, P.R. China, E-mail: <email>liang15194379549@126.com</email></corresp>
<corresp id="c2-ol-31-5-15548">Dr Dong Hua, Department of Oncology, The Affiliated Children&#x0027;s Hospital of Jiangnan University, Wuxi School of Medicine, Jiangnan University, 299-1 Qingyang Road, Wuxi, Jiangsu 214000, P.R. China, E-mail: <email>wx14893@163.com</email></corresp>
<fn id="fn1-ol-31-5-15548"><label>&#x002A;</label><p>Contributed equally</p></fn></author-notes>
<pub-date pub-type="collection"><month>05</month><year>2026</year></pub-date>
<pub-date pub-type="epub"><day>26</day><month>03</month><year>2026</year></pub-date>
<volume>31</volume>
<issue>5</issue>
<elocation-id>193</elocation-id>
<history>
<date date-type="received"><day>15</day><month>12</month><year>2025</year></date>
<date date-type="accepted"><day>23</day><month>02</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; Qiao et al.</copyright-statement>
<copyright-year>2026</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>Metformin, a primary medication for type 2 diabetes, has garnered interest due to its possible anti-tumor properties and impacts on the tumor microenvironment. This meta-analysis evaluated the impact of combining metformin with immunotherapy on overall survival (OS) and progression-free survival (PFS) in cancer patients. Relevant studies published from January 2015 to December 2024 were searched in databases such as Embase, Web of Science, PubMed and Cochrane Library. Statistical analyses were performed using STATA 18.0 software. With a total sample size of 5,014 patients, this research included 9 papers. OS and PFS were analyzed as time-to-event outcomes, and pooled hazard ratios (HRs) with 95&#x0025; confidence intervals (CIs) were estimated. The results indicated that metformin combined with immunotherapy significantly improves OS (HR=0.78, 95&#x0025; CI: 0.62&#x2013;0.97, P=0.027) and PFS (HR=0.80, 95&#x0025; CI: 0.69&#x2013;0.93, P=0.005) in cancer patients. Subgroup analysis revealed that the Asian population benefited more (OS: HR=0.66, 95&#x0025; CI: 0.47&#x2013;0.91, P=0.012; PFS: HR=0.69, 95&#x0025; CI: 0.58&#x2013;0.82, P&#x003C;0.001), whereas the non-Asian group did not demonstrate any significant connection. The results suggest that combining metformin with immunotherapy enhances outcomes, particularly in Asian populations. However, factors such as geographic location, immunotherapy protocols and metformin dosage may influence therapeutic efficacy. Future research should explore subpopulation differences and optimize combination therapy strategies.</p>
</abstract>
<kwd-group>
<kwd>cancer</kwd>
<kwd>immunotherapy</kwd>
<kwd>metformin</kwd>
<kwd>prognosis</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<funding-group>
<award-group>
<funding-source>2024 &#x2018;Wild Goose Array Talents&#x2019; Discipline Leader Fund of Wuxi People&#x0027;s Hospital</funding-source>
<award-id>2024-YZ-XKDTR-HD-2024</award-id>
</award-group>
<award-group>
<funding-source>2025 &#x2018;Wild Goose Array Talents&#x2019; Discipline Leader Fund of Wuxi People&#x0027;s Hospital</funding-source>
<award-id>YZ-XKDTR-HD-2025</award-id>
</award-group>
<award-group>
<funding-source>2020 &#x2018;Taihu Lake Talent Program&#x2019; Leading Experts (2020&#x2013;2024)</funding-source>
<award-id>2020-THRC-LJ-HD</award-id>
</award-group>
<award-group>
<funding-source>Oncology-Wuxi Municipal Innovation Team (14th Five-Year Plan)</funding-source>
<award-id>CXTD-1</award-id>
</award-group>
<funding-statement>This work was supported by the 2024 &#x2018;Wild Goose Array Talents&#x2019; Discipline Leader Fund of Wuxi People&#x0027;s Hospital (grant no. 2024-YZ-XKDTR-HD-2024), 2025 &#x2018;Wild Goose Array Talents&#x2019; Discipline Leader Fund of Wuxi People&#x0027;s Hospital (grant no. YZ-XKDTR-HD-2025), 2020 &#x2018;Taihu Lake Talent Program&#x2019; Leading Experts (2020&#x2013;2024) (grant no. 2020-THRC-LJ-HD) and Oncology-Wuxi Municipal Innovation Team (14th Five-Year Plan) (grant no. CXTD-1).</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p>According to global cancer statistics for 2022, &#x007E;20 million new cancer cases were diagnosed worldwide, resulting in 9.7 million deaths. Projections suggest that the number of cancer cases will rise to 35 million by 2050, reflecting population growth and aging trends (<xref rid="b1-ol-31-5-15548" ref-type="bibr">1</xref>). These estimates highlight the serious threat posed by malignant tumors to global health, as well as their substantial social and economic impact. Therefore, improving cancer treatment is not only a medical priority but also a crucial public health objective. Cancer immunotherapy has emerged as a transformative approach that mobilizes the patient&#x0027;s own immune system to recognize and eliminate malignant cells (<xref rid="b2-ol-31-5-15548" ref-type="bibr">2</xref>,<xref rid="b3-ol-31-5-15548" ref-type="bibr">3</xref>). Major immunotherapeutic strategies, including immune checkpoint inhibitors (ICIs), adoptive cell transfer and cancer vaccines, have made substantial advancements in the treatment of various diseases and have provided patients with advanced cancer with the possibility of a long-term life (<xref rid="b4-ol-31-5-15548" ref-type="bibr">4</xref>,<xref rid="b5-ol-31-5-15548" ref-type="bibr">5</xref>). However, the broader application of these therapies is limited by issues such as primary or acquired resistance, limited response rates and immune-related adverse events. There is a pressing need to identify novel strategies that can enhance the efficacy and expand the applicability of cancer immunotherapy (<xref rid="b6-ol-31-5-15548" ref-type="bibr">6</xref>,<xref rid="b7-ol-31-5-15548" ref-type="bibr">7</xref>).</p>
<p>Metformin, a first-line biguanide agent for type 2 diabetes mellitus, is widely recognized for its favorable safety and tolerability profile. It improves glycemic control through multiple mechanisms: Reducing intestinal glucose absorption, decreasing hepatic glucose output (gluconeogenesis) and enhancing insulin sensitivity in peripheral tissues (<xref rid="b8-ol-31-5-15548" ref-type="bibr">8</xref>&#x2013;<xref rid="b10-ol-31-5-15548" ref-type="bibr">10</xref>). Beyond its glucoregulatory actions, metformin has garnered significant interest in oncology over the past decade. A growing body of preclinical evidence suggests that metformin may possess direct and indirect antitumor properties and could potentially augment the efficacy of cancer immunotherapy (<xref rid="b11-ol-31-5-15548" ref-type="bibr">11</xref>&#x2013;<xref rid="b14-ol-31-5-15548" ref-type="bibr">14</xref>). It may exert an anti-tumor effect via activating the adenosine monophosphate-activated protein kinase (AMPK)/mammalian target of rapamycin (mTOR) pathway (<xref rid="b12-ol-31-5-15548" ref-type="bibr">12</xref>), decreasing programmed death ligand 1 (PD-L1) expression (<xref rid="b15-ol-31-5-15548" ref-type="bibr">15</xref>), suppressing mitochondrial complex I activity (<xref rid="b16-ol-31-5-15548" ref-type="bibr">16</xref>) and modulating the tumor microenvironment (TME) (<xref rid="b17-ol-31-5-15548" ref-type="bibr">17</xref>,<xref rid="b18-ol-31-5-15548" ref-type="bibr">18</xref>). Numerous clinical studies have shown its association with a lower risk and better prognosis for cancer patients (<xref rid="b19-ol-31-5-15548" ref-type="bibr">19</xref>&#x2013;<xref rid="b21-ol-31-5-15548" ref-type="bibr">21</xref>). It has also been shown to work in concert with immunotherapy (<xref rid="b22-ol-31-5-15548" ref-type="bibr">22</xref>,<xref rid="b23-ol-31-5-15548" ref-type="bibr">23</xref>), establishing a theoretical basis for the concurrent use of metformin and immunotherapy (<xref rid="b24-ol-31-5-15548" ref-type="bibr">24</xref>&#x2013;<xref rid="b26-ol-31-5-15548" ref-type="bibr">26</xref>).</p>
<p>Despite these promising preclinical and pharmacological insights, the clinical efficacy of combining metformin with immunotherapy remains controversial (<xref rid="b27-ol-31-5-15548" ref-type="bibr">27</xref>,<xref rid="b28-ol-31-5-15548" ref-type="bibr">28</xref>). Therefore, a meta-analysis was performed in the present study to synthesize the available evidence regarding the association between metformin use and survival outcomes in cancer patients receiving ICIs, with the aim of clarifying its potential role as an adjunctive therapy in immunotherapy.</p>
</sec>
<sec sec-type="materials|methods">
<title>Materials and methods</title>
<sec>
<title/>
<sec>
<title>Search strategy and study selection</title>
<p>This meta-analysis was conducted in accordance with the PRISMA guidelines (<xref rid="b29-ol-31-5-15548" ref-type="bibr">29</xref>). A systematic literature search was performed using four electronic databases: PubMed (<uri xlink:href="https://pubmed.ncbi.nlm.nih.gov/">https://pubmed.ncbi.nlm.nih.gov/</uri>), Embase (<uri xlink:href="https://www.embase.com/">https://www.embase.com/</uri>), the Cochrane Library (<uri xlink:href="https://www.cochranelibrary.com/">https://www.cochranelibrary.com/</uri>) and Web of Science (<uri xlink:href="https://www.webofscience.com/">https://www.webofscience.com/</uri>), covering publications from January 2015 to December 2024. The search strategy utilized a combination of medical subject headings and free-text terms. Key words included &#x2018;metformin&#x2019;, &#x2018;metoguanide&#x2019;, &#x2018;glucophage&#x2019;, &#x2018;metformin hydrochloride&#x2019;, &#x2018;immunotherapy&#x2019;, &#x2018;immune checkpoint inhibitor&#x2019;, &#x2018;tumor&#x2019;, &#x2018;cancer&#x2019; and other associated terms.</p>
<p>The literature search and screening process employed a dual-independent reviewer approach to minimize selection bias. Any disagreements between the two reviewers (YQ and HL) at either stage were first addressed through discussion to reach a consensus. For persistent disagreements, a third reviewer (YF) was consulted to arbitrate and make the final decision.</p>
</sec>
<sec>
<title>Inclusion and exclusion criteria</title>
<p>The eligibility of studies was determined based on the pre-specified Population, Intervention, Comparator, Outcomes, Study design framework (<xref rid="b30-ol-31-5-15548" ref-type="bibr">30</xref>). Studies were included if they met the following criteria: i) Enrolled adult patients (&#x2265;18 years) with histologically or cytologically confirmed cancer; ii) examined the impact of metformin use, in combination with immunotherapy [e.g., anti-programmed cell death 1 (PD-1)/PD-L1, anti-cytotoxic T-lymphocyte associated protein-4 agents], on survival outcomes; iii) reported at least one of the primary outcomes of interest, such as overall survival (OS) or progression-free survival (PFS), with provision of hazard ratios (HR) and corresponding 95&#x0025; confidence intervals (CI) (or sufficient data for their calculation); iv) were published in English.</p>
<p>Exclusion criteria: i) Duplicate publications; ii) systematic reviews, narrative reviews, editorials, commentaries and preclinical studies; iii) case reports or conference abstracts lacking full outcome data; iv) they lacked essential outcome data of interest even after attempting to contact the corresponding authors.</p>
</sec>
<sec>
<title>Quality evaluation</title>
<p>The methodological quality of the included observational studies was appraised using the Newcastle-Ottawa Scale (NOS) (<xref rid="b31-ol-31-5-15548" ref-type="bibr">31</xref>). The NOS tool assesses studies across three domains: i) The selection of the study groups, ii) the comparability of these groups, and iii) the ascertainment of the outcome. A star system is used for rating, with a maximum score of nine stars. Based on the total NOS score, studies were classified as high quality (7&#x2013;9 stars), moderate quality (4&#x2013;6 stars), or low quality (0&#x2013;3 stars). In line with standard methodological practice, only studies rated as moderate or high quality were included in the subsequent meta-analysis to enhance the robustness of the pooled findings.</p>
</sec>
<sec>
<title>Data extraction</title>
<p>A standardized, pre-piloted data extraction form was used to collect relevant information from the included studies. The extracted data encompassed the following domains: First author and publication year; study design; country or region where the study was conducted; patient population characteristics, including sample size and cancer type; details of the interventions (ICI regimen and metformin usage); and primary outcomes of interest, specifically OS and PFS, with a focus on obtaining HRs and their 95&#x0025; CI.</p>
</sec>
<sec>
<title>Statistical analysis</title>
<p>All statistical computations for the meta-analysis were performed using STATA software (version 18.0; StataCorp.). The pooled HR, along with its 95&#x0025; CI, served as the primary summary measure. In accordance with the Cochrane Handbook recommendations (<xref rid="b30-ol-31-5-15548" ref-type="bibr">30</xref>), which state that heterogeneity is always expected among studies from different settings and that model selection should not be based solely on statistical tests for heterogeneity, a random-effects model was applied for all meta-analyses to provide a more conservative and generalizable estimate of the overall effect. Potential publication bias was assessed both graphically using a funnel plot and statistically using Begg&#x0027;s test (<xref rid="b32-ol-31-5-15548" ref-type="bibr">32</xref>). A sensitivity analysis, performed by sequentially excluding each study and recalculating the pooled estimate, was conducted to evaluate the robustness of the findings. P&#x003C;0.05 was considered to indicate a statistically significant difference.</p>
</sec>
</sec>
</sec>
<sec sec-type="results">
<title>Results</title>
<sec>
<title/>
<sec>
<title>Basic characteristics of the included studies</title>
<p>A total of 1,599 papers were obtained for this investigation and 427 duplicate studies were removed. Based on a review of the article content, 931 studies irrelevant to the research topic and 218 studies lacking clinical cohorts were excluded. Additionally, 14 other studies were excluded, comprising 2 letters, 4 conference papers and 8 studies with missing data. In conclusion, this meta-analysis was comprised of 9 publications, all of which were written in English (<xref rid="b27-ol-31-5-15548" ref-type="bibr">27</xref>,<xref rid="b28-ol-31-5-15548" ref-type="bibr">28</xref>,<xref rid="b33-ol-31-5-15548" ref-type="bibr">33</xref>&#x2013;<xref rid="b39-ol-31-5-15548" ref-type="bibr">39</xref>). The procedure for screening the available literature is shown in <xref rid="f1-ol-31-5-15548" ref-type="fig">Fig. 1</xref>.</p>
<p>In all, there were 5,014 individuals who participated in the 9 studies, with 579 of them being metformin users. The outcome indicators of 9 articles included OS and 8 reporting on related PFS, including melanoma, lung cancer, renal cancer, lymphoma and digestive system cancer. A total of 3 articles pertained to Asian nations and there were six articles pertaining to countries that are not inside the Asian region, such as Europe or the US. A variety of immunotherapies, such as ipilimumab, nivolumab, pembrolizumab, atezolizumab, sintilimab and camrelizumab, were used in the treatment of cancer patients. The quality scores of all articles included in the study were not less than 7 (<xref rid="tI-ol-31-5-15548" ref-type="table">Table I</xref>). The primary features of the included studies are shown in <xref rid="tII-ol-31-5-15548" ref-type="table">Table II</xref>.</p>
</sec>
<sec>
<title>PFS in patients receiving metformin with immunotherapy</title>
<p>A meta-analysis of 8 studies evaluating PFS was performed to assess the impact of metformin as an adjunct to ICIs in cancer patients. The pooled results indicated that concurrent administration of metformin was associated with a statistically significant improvement in PFS (HR=0.80, 95&#x0025; CI: 0.69&#x2013;0.93, P=0.005) (<xref rid="f2-ol-31-5-15548" ref-type="fig">Fig. 2A</xref>). In a subgroup analysis stratified by geographical region, a significant PFS benefit was observed in Asian populations (HR=0.69, 95&#x0025; CI: 0.58&#x2013;0.82; P&#x003C;0.001) (<xref rid="f2-ol-31-5-15548" ref-type="fig">Fig. 2B</xref>), whereas the effect was not statistically significant in non-Asian populations (HR=0.94, 95&#x0025; CI: 0.80&#x2013;1.09; P=0.405) (<xref rid="f2-ol-31-5-15548" ref-type="fig">Fig. 2C</xref>).</p>
</sec>
<sec>
<title>OS in patients receiving metformin with immunotherapy</title>
<p>A total of 9 studies were included in the analysis for the OS endpoint. The combined analysis revealed that the addition of metformin to immunotherapy was associated with a significant improvement in OS, yielding a pooled HR of 0.78 (95&#x0025; CI: 0.62&#x2013;0.97; P=0.027) (<xref rid="f3-ol-31-5-15548" ref-type="fig">Fig. 3A</xref>). Subgroup analysis based on geographic region demonstrated a pronounced OS benefit among Asian patients (HR=0.66, 95&#x0025; CI: 0.47&#x2013;0.91; P=0.012) (<xref rid="f3-ol-31-5-15548" ref-type="fig">Fig. 3B</xref>), while no significant improvement was observed in non-Asian cohorts (HR=0.91, 95&#x0025; CI: 0.72&#x2013;1.15, P=0.437) (<xref rid="f3-ol-31-5-15548" ref-type="fig">Fig. 3C</xref>).</p>
<p>The results of this meta-analysis suggest that the concomitant use of metformin with immune checkpoint inhibitors is associated with improvements in both PFS and OS in cancer patients. However, the observed benefit exhibits regional variation, with a more pronounced effect size observed within Asian populations compared to non-Asian groups. This finding underscores the potential influence of ethnic or regional factors on treatment efficacy and highlights the need for further investigation into the underlying mechanisms driving these differences.</p>
</sec>
<sec>
<title>Assessment of publication bias and sensitivity analysis</title>
<p>Potential publication bias was evaluated using a funnel plot inspection and Begg&#x0027;s rank correlation test. The Begg&#x0027;s test result was not statistically significant (P&#x003E;0.05), and the funnel plot showed approximate symmetry. These findings suggest that publication bias is unlikely to have substantially influenced the overall results of this meta-analysis (<xref rid="f4-ol-31-5-15548" ref-type="fig">Fig. 4</xref>). A sensitivity analysis was performed to assess the robustness and stability of the pooled results. This was conducted using the leave-one-out method, which involves iteratively removing each individual study and recalculating the summary effect size for the remaining studies. The results demonstrated that no single study exerted a disproportionate influence on the overall effect estimate. This confirms that the meta-analytic findings are robust and not unduly dependent on any particular study included in the analysis (<xref rid="f5-ol-31-5-15548" ref-type="fig">Fig. 5</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion">
<title>Discussion</title>
<p>The present meta-analysis, encompassing 9 studies and 5,014 cancer patients, investigated the association between concomitant metformin use and survival outcomes in patients receiving ICIs. The pooled results demonstrate that metformin use is significantly associated with improved PFS (HR=0.80, 95&#x0025; CI: 0.69&#x2013;0.93, P=0.005) and OS (HR=0.78, 95&#x0025; CI: 0.62&#x2013;0.97; P=0.027) in this patient population. However, subgroup analyses revealed a striking geographical disparity: The survival benefit was statistically significant and pronounced in Asian populations (OS: HR=0.66, 95&#x0025; CI: 0.47&#x2013;0.91, P=0.012; PFS: HR=0.69, 95&#x0025; CI: 0.58&#x2013;0.82, P&#x003C;0.001) but was not observed in non-Asian cohorts. These findings suggest a complex interaction between metformin and immunotherapy, potentially modulated by regional factors.</p>
<p>Previous meta-analyses, including the study by Wen <italic>et al</italic> (<xref rid="b40-ol-31-5-15548" ref-type="bibr">40</xref>), evaluated metformin across various anticancer treatment modalities. In contrast, the present analysis focused specifically on ICI-based therapies, thereby offering a more immunotherapy-oriented perspective. In addition, compared with the meta-analysis conducted by Shen <italic>et al</italic> (<xref rid="b41-ol-31-5-15548" ref-type="bibr">41</xref>), which reported no significant survival benefit and suggested a potential unfavorable effect of metformin on overall survival, the present study incorporated additional clinical studies published up to 2024 and applied stricter inclusion criteria by excluding conference abstracts, letters, studies lacking complete survival data and those with lower methodological quality, which may enhance data completeness and analytical reliability. By contrast, the pooled analysis performed in the present study demonstrated a statistically significant improvement in both OS and PFS with metformin use in combination with ICIs. The present subgroup analysis further provides meta-analytic evidence suggesting a potentially greater survival benefit among Asian patients. This regional trend was not clearly delineated in prior studies and may offer new insights into population-based stratification strategies in precision immunotherapy. Furthermore, this observation raises the possibility that differences in metabolic phenotype, genetic background or treatment patterns may interact with metformin-mediated immunomodulation.</p>
<p>The observed OS benefit aligns with the premise derived from preclinical studies that metformin can potentiate anti-tumor immunity (<xref rid="b42-ol-31-5-15548" ref-type="bibr">42</xref>&#x2013;<xref rid="b44-ol-31-5-15548" ref-type="bibr">44</xref>). Metformin can inhibit the proliferation and metabolism of tumor cells by activating the AMPK signaling pathway and inhibiting mTOR signaling (<xref rid="b45-ol-31-5-15548" ref-type="bibr">45</xref>). It can also reduce the expression of PD-L1 and block PD-1/PD-L1 signaling, thereby enhancing the anti-tumor activity of T cells (<xref rid="b46-ol-31-5-15548" ref-type="bibr">46</xref>). Metformin may also enhance immune-cell activity and regulate the TME. A theoretical foundation for its combination with immunotherapy is provided by the aforementioned findings. Turpin <italic>et al</italic> (<xref rid="b16-ol-31-5-15548" ref-type="bibr">16</xref>) published an article in 2024 examining the utilization of patient-derived explant culture (PDEC) to investigate the tumor immune microenvironment (TIME), employing this model to assess the impact of anti-tumor agents, including the combination of venetoclax and metformin, on immune-cell functionality. The study&#x0027;s findings indicated that the PDEC model demonstrated that metformin activated dendritic cells within the TIME by inhibiting mitochondrial respiratory chain complex, thereby augmenting the anti-tumor immune response of CD4&#x002B; T cells, and underscored the significance of the PDEC model in investigating the TIME and the mechanisms of drug action. Tan <italic>et al</italic> (<xref rid="b47-ol-31-5-15548" ref-type="bibr">47</xref>) assessed the anti-tumor efficacy of combining PD-1 inhibitors with mTOR inhibitors rapamycin or metformin in triple-negative breast cancer (TNBC). According to their data, metformin and rapamycin may both significantly lower PD-L1 expression and inhibit mTOR pathway activity in TNBC. The combination of PD-1 inhibitors with these agents markedly decreased tumor growth and metastasis, increased CD8&#x002B; T-cell infiltration and tumor-cell apoptosis, and amplified the anti-tumor efficacy of PD-1 inhibitors. Wabitsch <italic>et al</italic> (<xref rid="b26-ol-31-5-15548" ref-type="bibr">26</xref>) revealed that non-alcoholic steatohepatitis (NASH) reduces the efficacy of ICI therapy for liver cancer by impairing the metabolism and migration capabilities of CD8&#x002B; T cells. In NASH mice, metformin therapy may enhance CD8&#x002B; T-cell metabolic activity, regaining the effectiveness of ICI treatment. These fundamental study results provide a strong theoretical foundation for metformin&#x0027;s possible use in cancer immunotherapy. Building on this mechanistic understanding, a recent study on TNBC has demonstrated that low-dose metformin activates the AMPK-acetyl-CoA carboxylase-fatty acid &#x03B2;-oxidation signaling axis, thereby inducing Src kinase activation and enhancing anti-tumor immunity, whereas high-dose metformin suppresses this pathway and may even exert tumor-promoting effects (<xref rid="b48-ol-31-5-15548" ref-type="bibr">48</xref>). However, critical details regarding metformin dosage, treatment duration, timing of metformin initiation relative to ICI therapy (before, concurrent with or after ICI), and steady-state blood concentration in patients were unavailable in the included studies, limiting further exploration of optimal therapeutic parameters. Future prospective studies designing combination therapies should emphasize dose optimization and clearly report the timing of metformin initiation relative to ICI to maximize efficacy while minimizing toxicity.</p>
<p>Additionally, studies indicate that diabetes can alter the immune landscape within the TME of solid tumors, potentially fostering an immunosuppressive state (<xref rid="b49-ol-31-5-15548" ref-type="bibr">49</xref>). The immunomodulatory benefits of metformin, particularly its potential to enhance antitumor immunity, may be closely linked to the improvement of diabetic metabolic conditions. This interplay warrants further investigation through well-controlled animal studies employing both diabetic and non-diabetic models to dissect the specific contributions of metabolic normalization vs. direct drug effects. Beyond metabolic factors, substantial evidence suggests that heterogeneity in the TME may lead to differential efficacy. For instance, brain tumors and uveal melanomas, characterized by minimal tumor-infiltrating immune cells and a macrophage-dominated milieu, often exhibit resistance to ICIs (<xref rid="b50-ol-31-5-15548" ref-type="bibr">50</xref>&#x2013;<xref rid="b52-ol-31-5-15548" ref-type="bibr">52</xref>). In contrast, malignancies such as lung adenocarcinoma, head and neck squamous cell carcinoma and cutaneous melanoma, which typically display richer immune cell infiltration, tend to respond more favorably to immunotherapy (<xref rid="b53-ol-31-5-15548" ref-type="bibr">53</xref>&#x2013;<xref rid="b55-ol-31-5-15548" ref-type="bibr">55</xref>). Future multi-center studies with large-sample cohorts for individual cancer types are warranted to explore the impact of metformin on immunotherapy outcomes across different tumor sites.</p>
<p>The most intriguing finding of the present analysis is the significant disparity in treatment effect between Asian and non-Asian populations. The reasons for this heterogeneity are likely multifactorial and may involve differences in tumor biology, genetic predisposition, pharmacogenomics and clinical practice patterns. The lack of a statistically significant benefit in non-Asian cohorts underscores the potential influence of divergent genetic backgrounds, lifestyles or clinical management approaches. Future research should integrate multi-omics data, including genomics and metabolomics, to elucidate the underlying mechanisms, and conduct multicenter trials to validate and refine population-specific therapeutic strategies. The study by Bouchi <italic>et al</italic> (<xref rid="b56-ol-31-5-15548" ref-type="bibr">56</xref>) highlighted that the pathophysiology of diabetes, levels of obesity and insulin resistance among patients vary across Eastern and Western populations, along with disparities in pharmacological choices and treatment methodologies. Lin <italic>et al</italic> (<xref rid="b57-ol-31-5-15548" ref-type="bibr">57</xref>) utilized genome-wide association analysis, cross-ancestry meta&#x2014;analysis and Mendelian randomization analysis to explore the genetic structure of metabolites in Han Chinese and European populations and their correlation with diseases. They revealed the genetic differences in metabolites between these ethnic groups and their impact on complex diseases, underscoring the importance of ethnic diversity in genetic research. These recent advances in metabolic research also provide unique insights into the present subgroup analysis results. The metabolic genetics, pharmacological sensitivities, immunological responses and other characteristics of individuals from different locations may be very different from one another. The efficiency of immunotherapy in combination with metformin metabolic processes may be impacted by changes in dietary and lifestyle practices. Subsequent research should account for additional personalized variables and investigate its mechanism of action in more depth.</p>
<p>The present meta-analysis has several limitations. Selection bias may exist, since all of the included studies are retrospective cohort studies. The lack of individual patient data prevented more detailed analyses, such as examining the impact of gene expression or metabolic state on the outcomes. In conclusion, it may be suggested that metformin may enhance the anti-tumor efficacy of immunotherapy by collaborating with it, offering a theoretical foundation for future combination treatment strategies that emphasize immune modulation.</p>
<p>In conclusion, this meta-analysis provides evidence that metformin use is associated with enhanced survival outcomes in cancer patients treated with immune checkpoint inhibitors, with a particularly significant effect observed in Asian populations. These results underscore the potential of metformin as an inexpensive, widely available and generally well-tolerated agent to augment cancer immunotherapy. However, the geographical heterogeneity in treatment response cautions against its broad, indiscriminate use and emphasizes the necessity for predictive biomarkers. Future efforts should be directed toward prospective, randomized controlled trials specifically designed to validate the efficacy of metformin and ICI combination therapy. These trials should prioritize biomarker-driven patient selection, potentially focusing on individuals whose tumors exhibit specific metabolic vulnerabilities or who belong to ethnic subgroups most likely to benefit.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Not applicable.</p>
</ack>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>The data generated in the present study may be requested from the corresponding author.</p>
</sec>
<sec>
<title>Authors&#x0027; contributions</title>
<p>YQ, HL and YF contributed to study conceptualization, data curation, formal analysis, investigation, methodology, writing of the original draft, and review and editing of the manuscript. SL and DH were involved in study conceptualization, supervision, validation, and review and editing of the manuscript. SL and DH confirm the authenticity of all the raw data. All authors have read and approved the final version of the manuscript.</p>
</sec>
<sec>
<title>Ethics approval and consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Patient consent for publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no competing interests.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="b1-ol-31-5-15548"><label>1</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bray</surname><given-names>F</given-names></name><name><surname>Laversanne</surname><given-names>M</given-names></name><name><surname>Sung</surname><given-names>H</given-names></name><name><surname>Ferlay</surname><given-names>J</given-names></name><name><surname>Siegel</surname><given-names>RL</given-names></name><name><surname>Soerjomataram</surname><given-names>I</given-names></name><name><surname>Jemal</surname><given-names>A</given-names></name></person-group><article-title>Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries</article-title><source>CA Cancer J Clin</source><volume>74</volume><fpage>229</fpage><lpage>263</lpage><year>2024</year><pub-id pub-id-type="pmid">38572751</pub-id></element-citation></ref>
<ref id="b2-ol-31-5-15548"><label>2</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mellman</surname><given-names>I</given-names></name><name><surname>Coukos</surname><given-names>G</given-names></name><name><surname>Dranoff</surname><given-names>G</given-names></name></person-group><article-title>Cancer immunotherapy comes of age</article-title><source>Nature</source><volume>480</volume><fpage>480</fpage><lpage>489</lpage><year>2011</year><pub-id pub-id-type="doi">10.1038/nature10673</pub-id><pub-id pub-id-type="pmid">22193102</pub-id></element-citation></ref>
<ref id="b3-ol-31-5-15548"><label>3</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>DR</given-names></name><name><surname>Wu</surname><given-names>XL</given-names></name><name><surname>Sun</surname><given-names>YL</given-names></name></person-group><article-title>Therapeutic targets and biomarkers of tumor immunotherapy: Response versus non-response</article-title><source>Signal Transduct Target Ther</source><volume>7</volume><fpage>331</fpage><year>2022</year><pub-id pub-id-type="doi">10.1038/s41392-022-01136-2</pub-id><pub-id pub-id-type="pmid">36123348</pub-id></element-citation></ref>
<ref id="b4-ol-31-5-15548"><label>4</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname><given-names>L</given-names></name><name><surname>Ning</surname><given-names>Q</given-names></name><name><surname>Tang</surname><given-names>SS</given-names></name></person-group><article-title>Recent advances and next breakthrough in immunotherapy for cancer treatment</article-title><source>J Immunol Res</source><volume>2022</volume><fpage>8052212</fpage><year>2022</year><pub-id pub-id-type="pmid">35340585</pub-id></element-citation></ref>
<ref id="b5-ol-31-5-15548"><label>5</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kong</surname><given-names>X</given-names></name><name><surname>Zhang</surname><given-names>J</given-names></name><name><surname>Chen</surname><given-names>S</given-names></name><name><surname>Wang</surname><given-names>X</given-names></name><name><surname>Xi</surname><given-names>Q</given-names></name><name><surname>Shen</surname><given-names>H</given-names></name><name><surname>Zhang</surname><given-names>R</given-names></name></person-group><article-title>Immune checkpoint inhibitors: Breakthroughs in cancer treatment</article-title><source>Cancer Biol Med</source><volume>21</volume><fpage>451</fpage><lpage>472</lpage><year>2024</year><pub-id pub-id-type="pmid">38801082</pub-id></element-citation></ref>
<ref id="b6-ol-31-5-15548"><label>6</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Weiss</surname><given-names>SA</given-names></name><name><surname>Sznol</surname><given-names>M</given-names></name></person-group><article-title>Resistance mechanisms to checkpoint inhibitors</article-title><source>Curr Opin Immunol</source><volume>69</volume><fpage>47</fpage><lpage>55</lpage><year>2021</year><pub-id pub-id-type="doi">10.1016/j.coi.2021.02.001</pub-id><pub-id pub-id-type="pmid">33676271</pub-id></element-citation></ref>
<ref id="b7-ol-31-5-15548"><label>7</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dobosz</surname><given-names>P</given-names></name><name><surname>St&#x0119;pie&#x0144;</surname><given-names>M</given-names></name><name><surname>Golke</surname><given-names>A</given-names></name><name><surname>Dzieci&#x0105;tkowski</surname><given-names>T</given-names></name></person-group><article-title>Challenges of the immunotherapy: Perspectives and limitations of the immune checkpoint inhibitor treatment</article-title><source>Int J Mol Sci</source><volume>23</volume><fpage>2847</fpage><year>2022</year><pub-id pub-id-type="doi">10.3390/ijms23052847</pub-id><pub-id pub-id-type="pmid">35269988</pub-id></element-citation></ref>
<ref id="b8-ol-31-5-15548"><label>8</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hunter</surname><given-names>RW</given-names></name><name><surname>Hughey</surname><given-names>CC</given-names></name><name><surname>Lantier</surname><given-names>L</given-names></name><name><surname>Sundelin</surname><given-names>EI</given-names></name><name><surname>Peggie</surname><given-names>M</given-names></name><name><surname>Zeqiraj</surname><given-names>E</given-names></name><name><surname>Sicheri</surname><given-names>F</given-names></name><name><surname>Jessen</surname><given-names>N</given-names></name><name><surname>Wasserman</surname><given-names>DH</given-names></name><name><surname>Sakamoto</surname><given-names>K</given-names></name></person-group><article-title>Metformin reduces liver glucose production by inhibition of fructose-1-6-bisphosphatase</article-title><source>Nat Med</source><volume>24</volume><fpage>1395</fpage><lpage>1406</lpage><year>2018</year><pub-id pub-id-type="doi">10.1038/s41591-018-0159-7</pub-id><pub-id pub-id-type="pmid">30150719</pub-id></element-citation></ref>
<ref id="b9-ol-31-5-15548"><label>9</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Horakova</surname><given-names>O</given-names></name><name><surname>Kroupova</surname><given-names>P</given-names></name><name><surname>Bardova</surname><given-names>K</given-names></name><name><surname>Buresova</surname><given-names>J</given-names></name><name><surname>Janovska</surname><given-names>P</given-names></name><name><surname>Kopecky</surname><given-names>J</given-names></name><name><surname>Rossmeisl</surname><given-names>M</given-names></name></person-group><article-title>Metformin acutely lowers blood glucose levels by inhibition of intestinal glucose transport</article-title><source>Sci Rep</source><volume>9</volume><fpage>6156</fpage><year>2019</year><pub-id pub-id-type="doi">10.1038/s41598-019-42531-0</pub-id><pub-id pub-id-type="pmid">30992489</pub-id></element-citation></ref>
<ref id="b10-ol-31-5-15548"><label>10</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname><given-names>ZY</given-names></name><name><surname>Ren</surname><given-names>LW</given-names></name><name><surname>Zhan</surname><given-names>P</given-names></name><name><surname>Yang</surname><given-names>HY</given-names></name><name><surname>Chai</surname><given-names>DD</given-names></name><name><surname>Yu</surname><given-names>ZW</given-names></name></person-group><article-title>Metformin exerts glucose-lowering action in high-fat fed mice via attenuating endotoxemia and enhancing insulin signaling</article-title><source>Acta Pharmacol Sin</source><volume>37</volume><fpage>1063</fpage><lpage>1075</lpage><year>2016</year><pub-id pub-id-type="doi">10.1038/aps.2016.21</pub-id><pub-id pub-id-type="pmid">27180982</pub-id></element-citation></ref>
<ref id="b11-ol-31-5-15548"><label>11</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hua</surname><given-names>Y</given-names></name><name><surname>Zheng</surname><given-names>Y</given-names></name><name><surname>Yao</surname><given-names>Y</given-names></name><name><surname>Jia</surname><given-names>R</given-names></name><name><surname>Ge</surname><given-names>S</given-names></name><name><surname>Zhuang</surname><given-names>A</given-names></name></person-group><article-title>Metformin and cancer hallmarks: Shedding new lights on therapeutic repurposing</article-title><source>J Transl Med</source><volume>21</volume><fpage>403</fpage><year>2023</year><pub-id pub-id-type="doi">10.1186/s12967-023-04263-8</pub-id><pub-id pub-id-type="pmid">37344841</pub-id></element-citation></ref>
<ref id="b12-ol-31-5-15548"><label>12</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Foretz</surname><given-names>M</given-names></name><name><surname>Guigas</surname><given-names>B</given-names></name><name><surname>Viollet</surname><given-names>B</given-names></name></person-group><article-title>Metformin: Update on mechanisms of action and repurposing potential</article-title><source>Nat Rev Endocrinol</source><volume>19</volume><fpage>460</fpage><lpage>476</lpage><year>2023</year><pub-id pub-id-type="doi">10.1038/s41574-023-00833-4</pub-id><pub-id pub-id-type="pmid">37130947</pub-id></element-citation></ref>
<ref id="b13-ol-31-5-15548"><label>13</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>O&#x0027;Connor</surname><given-names>L</given-names></name><name><surname>Bailey-Whyte</surname><given-names>M</given-names></name><name><surname>Bhattacharya</surname><given-names>M</given-names></name><name><surname>Butera</surname><given-names>G</given-names></name><name><surname>Hardell</surname><given-names>KNL</given-names></name><name><surname>Seidenberg</surname><given-names>AB</given-names></name><name><surname>Castle</surname><given-names>PE</given-names></name><name><surname>Loomans-Kropp</surname><given-names>HA</given-names></name></person-group><article-title>Association of metformin use and cancer incidence: A systematic review and meta-analysis</article-title><source>J Natl Cancer Inst</source><volume>116</volume><fpage>518</fpage><lpage>529</lpage><year>2024</year><pub-id pub-id-type="doi">10.1093/jnci/djae021</pub-id><pub-id pub-id-type="pmid">38291943</pub-id></element-citation></ref>
<ref id="b14-ol-31-5-15548"><label>14</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mu</surname><given-names>W</given-names></name><name><surname>Jiang</surname><given-names>Y</given-names></name><name><surname>Liang</surname><given-names>G</given-names></name><name><surname>Feng</surname><given-names>Y</given-names></name><name><surname>Qu</surname><given-names>F</given-names></name></person-group><article-title>Metformin: A promising antidiabetic medication for cancer treatment</article-title><source>Curr Drug Targets</source><volume>24</volume><fpage>41</fpage><lpage>54</lpage><year>2023</year><pub-id pub-id-type="doi">10.2174/1389450124666221104094918</pub-id><pub-id pub-id-type="pmid">36336804</pub-id></element-citation></ref>
<ref id="b15-ol-31-5-15548"><label>15</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname><given-names>Y</given-names></name><name><surname>Xin</surname><given-names>D</given-names></name><name><surname>Guan</surname><given-names>L</given-names></name><name><surname>Xu</surname><given-names>M</given-names></name><name><surname>Yang</surname><given-names>Y</given-names></name><name><surname>Chen</surname><given-names>Y</given-names></name><name><surname>Yang</surname><given-names>Y</given-names></name><name><surname>Wang-Gillam</surname><given-names>A</given-names></name><name><surname>Wang</surname><given-names>L</given-names></name><name><surname>Zong</surname><given-names>S</given-names></name><name><surname>Wang</surname><given-names>F</given-names></name></person-group><article-title>Metformin downregulates PD-L1 expression in esophageal squamous cell catrcinoma by inhibiting IL-6 signaling pathway</article-title><source>Front Oncol</source><volume>11</volume><fpage>762523</fpage><year>2021</year><pub-id pub-id-type="doi">10.3389/fonc.2021.762523</pub-id><pub-id pub-id-type="pmid">34881181</pub-id></element-citation></ref>
<ref id="b16-ol-31-5-15548"><label>16</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Turpin</surname><given-names>R</given-names></name><name><surname>Liu</surname><given-names>R</given-names></name><name><surname>Munne</surname><given-names>PM</given-names></name><name><surname>Peura</surname><given-names>A</given-names></name><name><surname>Rannikko</surname><given-names>JH</given-names></name><name><surname>Philips</surname><given-names>G</given-names></name><name><surname>Boeckx</surname><given-names>B</given-names></name><name><surname>Salmelin</surname><given-names>N</given-names></name><name><surname>Hurskainen</surname><given-names>E</given-names></name><name><surname>Suleymanova</surname><given-names>I</given-names></name><etal/></person-group><article-title>Respiratory complex I regulates dendritic cell maturation in explant model of human tumor immune microenvironment</article-title><source>J Immunother Cancer</source><volume>12</volume><fpage>e008053</fpage><year>2024</year><pub-id pub-id-type="doi">10.1136/jitc-2023-008053</pub-id><pub-id pub-id-type="pmid">38604809</pub-id></element-citation></ref>
<ref id="b17-ol-31-5-15548"><label>17</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nishida</surname><given-names>M</given-names></name><name><surname>Yamashita</surname><given-names>N</given-names></name><name><surname>Ogawa</surname><given-names>T</given-names></name><name><surname>Koseki</surname><given-names>K</given-names></name><name><surname>Warabi</surname><given-names>E</given-names></name><name><surname>Ohue</surname><given-names>T</given-names></name><name><surname>Komatsu</surname><given-names>M</given-names></name><name><surname>Matsushita</surname><given-names>H</given-names></name><name><surname>Kakimi</surname><given-names>K</given-names></name><name><surname>Kawakami</surname><given-names>E</given-names></name><etal/></person-group><article-title>Mitochondrial reactive oxygen species trigger metformin-dependent antitumor immunity via activation of Nrf2/mTORC1/p62 axis in tumor-infiltrating CD8T lymphocytes</article-title><source>J Immunother Cancer</source><volume>9</volume><fpage>e002954</fpage><year>2021</year><pub-id pub-id-type="doi">10.1136/jitc-2021-002954</pub-id><pub-id pub-id-type="pmid">34531248</pub-id></element-citation></ref>
<ref id="b18-ol-31-5-15548"><label>18</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hanahan</surname><given-names>D</given-names></name><name><surname>Michielin</surname><given-names>O</given-names></name><name><surname>Pittet</surname><given-names>MJ</given-names></name></person-group><article-title>Convergent inducers and effectors of T cell paralysis in the tumour microenvironment</article-title><source>Nat Rev Cancer</source><volume>25</volume><fpage>41</fpage><lpage>58</lpage><year>2025</year><pub-id pub-id-type="doi">10.1038/s41568-024-00761-z</pub-id><pub-id pub-id-type="pmid">39448877</pub-id></element-citation></ref>
<ref id="b19-ol-31-5-15548"><label>19</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yao</surname><given-names>K</given-names></name><name><surname>Zheng</surname><given-names>H</given-names></name><name><surname>Li</surname><given-names>T</given-names></name></person-group><article-title>Association between metformin use and the risk, prognosis of gynecologic cancer</article-title><source>Front Oncol</source><volume>12</volume><fpage>942380</fpage><year>2022</year><pub-id pub-id-type="doi">10.3389/fonc.2022.942380</pub-id><pub-id pub-id-type="pmid">35898873</pub-id></element-citation></ref>
<ref id="b20-ol-31-5-15548"><label>20</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Brancher</surname><given-names>S</given-names></name><name><surname>St&#x00F8;er</surname><given-names>NC</given-names></name><name><surname>Weiderpass</surname><given-names>E</given-names></name><name><surname>Damhuis</surname><given-names>RAM</given-names></name><name><surname>Johannesen</surname><given-names>TB</given-names></name><name><surname>Botteri</surname><given-names>E</given-names></name><name><surname>Strand</surname><given-names>TE</given-names></name></person-group><article-title>Metformin use and lung cancer survival: A population-based study in Norway</article-title><source>Br J Cancer</source><volume>124</volume><fpage>1018</fpage><lpage>1025</lpage><year>2021</year><pub-id pub-id-type="doi">10.1038/s41416-020-01186-9</pub-id><pub-id pub-id-type="pmid">33262518</pub-id></element-citation></ref>
<ref id="b21-ol-31-5-15548"><label>21</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Almeida-Nunes</surname><given-names>DL</given-names></name><name><surname>Silvestre</surname><given-names>R</given-names></name><name><surname>Dinis-Oliveira</surname><given-names>RJ</given-names></name><name><surname>Ricardo</surname><given-names>S</given-names></name></person-group><article-title>Enhancing immunotherapy in ovarian cancer: The emerging role of metformin and statins</article-title><source>Int J Mol Sci</source><volume>25</volume><fpage>323</fpage><year>2023</year><pub-id pub-id-type="doi">10.3390/ijms25010323</pub-id><pub-id pub-id-type="pmid">38203494</pub-id></element-citation></ref>
<ref id="b22-ol-31-5-15548"><label>22</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>L</given-names></name><name><surname>Yang</surname><given-names>K</given-names></name><name><surname>Ren</surname><given-names>Z</given-names></name><name><surname>Yin</surname><given-names>D</given-names></name><name><surname>Zhou</surname><given-names>Y</given-names></name></person-group><article-title>Metformin as anticancer agent and adjuvant in cancer combination therapy: Current progress and future prospect</article-title><source>Transl Oncol</source><volume>44</volume><fpage>101945</fpage><year>2024</year><pub-id pub-id-type="doi">10.1016/j.tranon.2024.101945</pub-id><pub-id pub-id-type="pmid">38555742</pub-id></element-citation></ref>
<ref id="b23-ol-31-5-15548"><label>23</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Munoz</surname><given-names>LE</given-names></name><name><surname>Huang</surname><given-names>L</given-names></name><name><surname>Bommireddy</surname><given-names>R</given-names></name><name><surname>Sharma</surname><given-names>R</given-names></name><name><surname>Monterroza</surname><given-names>L</given-names></name><name><surname>Guin</surname><given-names>RN</given-names></name><name><surname>Samaranayake</surname><given-names>SG</given-names></name><name><surname>Pack</surname><given-names>CD</given-names></name><name><surname>Ramachandiran</surname><given-names>S</given-names></name><name><surname>Reddy</surname><given-names>SJC</given-names></name><etal/></person-group><article-title>Metformin reduces PD-L1 on tumor cells and enhances the anti-tumor immune response generated by vaccine immunotherapy</article-title><source>J Immunother Cancer</source><volume>9</volume><fpage>e002614</fpage><year>2021</year><pub-id pub-id-type="doi">10.1136/jitc-2021-002614</pub-id><pub-id pub-id-type="pmid">34815353</pub-id></element-citation></ref>
<ref id="b24-ol-31-5-15548"><label>24</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Cha</surname><given-names>JH</given-names></name><name><surname>Yang</surname><given-names>WH</given-names></name><name><surname>Xia</surname><given-names>W</given-names></name><name><surname>Wei</surname><given-names>Y</given-names></name><name><surname>Chan</surname><given-names>LC</given-names></name><name><surname>Lim</surname><given-names>SO</given-names></name><name><surname>Li</surname><given-names>CW</given-names></name><name><surname>Kim</surname><given-names>T</given-names></name><name><surname>Chang</surname><given-names>SS</given-names></name><name><surname>Lee</surname><given-names>HH</given-names></name><etal/></person-group><article-title>Metformin promotes antitumor immunity via endoplasmic-reticulum-associated degradation of PD-L1</article-title><source>Mol Cell</source><volume>71</volume><fpage>606</fpage><lpage>620.e7</lpage><year>2018</year><pub-id pub-id-type="doi">10.1016/j.molcel.2018.07.030</pub-id><pub-id pub-id-type="pmid">30118680</pub-id></element-citation></ref>
<ref id="b25-ol-31-5-15548"><label>25</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Eikawa</surname><given-names>S</given-names></name><name><surname>Nishida</surname><given-names>M</given-names></name><name><surname>Mizukami</surname><given-names>S</given-names></name><name><surname>Yamazaki</surname><given-names>C</given-names></name><name><surname>Nakayama</surname><given-names>E</given-names></name><name><surname>Udono</surname><given-names>H</given-names></name></person-group><article-title>Immune-mediated antitumor effect by type 2 diabetes drug, metformin</article-title><source>Proc Natl Acad Sci USA</source><volume>112</volume><fpage>1809</fpage><lpage>1814</lpage><year>2015</year><pub-id pub-id-type="doi">10.1073/pnas.1417636112</pub-id><pub-id pub-id-type="pmid">25624476</pub-id></element-citation></ref>
<ref id="b26-ol-31-5-15548"><label>26</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wabitsch</surname><given-names>S</given-names></name><name><surname>McCallen</surname><given-names>JD</given-names></name><name><surname>Kamenyeva</surname><given-names>O</given-names></name><name><surname>Ruf</surname><given-names>B</given-names></name><name><surname>McVey</surname><given-names>JC</given-names></name><name><surname>Kabat</surname><given-names>J</given-names></name><name><surname>Walz</surname><given-names>JS</given-names></name><name><surname>Rotman</surname><given-names>Y</given-names></name><name><surname>Bauer</surname><given-names>KC</given-names></name><name><surname>Craig</surname><given-names>AJ</given-names></name><etal/></person-group><article-title>Metformin treatment rescues CD8&#x002B; T-cell response to immune checkpoint inhibitor therapy in mice with NAFLD</article-title><source>J Hepatol</source><volume>77</volume><fpage>748</fpage><lpage>760</lpage><year>2022</year><pub-id pub-id-type="doi">10.1016/j.jhep.2022.03.010</pub-id><pub-id pub-id-type="pmid">35378172</pub-id></element-citation></ref>
<ref id="b27-ol-31-5-15548"><label>27</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chiang</surname><given-names>CH</given-names></name><name><surname>Chen</surname><given-names>YJ</given-names></name><name><surname>Chiang</surname><given-names>CH</given-names></name><name><surname>Chen</surname><given-names>CY</given-names></name><name><surname>Chang</surname><given-names>YC</given-names></name><name><surname>Wang</surname><given-names>SS</given-names></name><name><surname>See</surname><given-names>XY</given-names></name><name><surname>Horng</surname><given-names>CS</given-names></name><name><surname>Peng</surname><given-names>CY</given-names></name><name><surname>Hsia</surname><given-names>YP</given-names></name><etal/></person-group><article-title>Effect of metformin on outcomes of patients treated with immune checkpoint inhibitors: A retrospective cohort study</article-title><source>Cancer Immunol Immunother</source><volume>72</volume><fpage>1951</fpage><lpage>1956</lpage><year>2023</year><pub-id pub-id-type="doi">10.1007/s00262-022-03363-6</pub-id><pub-id pub-id-type="pmid">36651967</pub-id></element-citation></ref>
<ref id="b28-ol-31-5-15548"><label>28</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Afzal</surname><given-names>MZ</given-names></name><name><surname>Mercado</surname><given-names>RR</given-names></name><name><surname>Shirai</surname><given-names>K</given-names></name></person-group><article-title>Efficacy of metformin in combination with immune checkpoint inhibitors (anti-PD-1/anti-CTLA-4) in metastatic malignant melanoma</article-title><source>J Immunother Cancer</source><volume>6</volume><fpage>64</fpage><year>2018</year><pub-id pub-id-type="doi">10.1186/s40425-018-0375-1</pub-id><pub-id pub-id-type="pmid">29966520</pub-id></element-citation></ref>
<ref id="b29-ol-31-5-15548"><label>29</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Page</surname><given-names>MJ</given-names></name><name><surname>Bossuyt</surname><given-names>PM</given-names></name><name><surname>Boutron</surname><given-names>I</given-names></name><name><surname>Boutron</surname><given-names>I</given-names></name><name><surname>Hoffmann</surname><given-names>TC</given-names></name><name><surname>Mulrow</surname><given-names>CD</given-names></name><name><surname>Shamseer</surname><given-names>L</given-names></name><name><surname>Tetzlaff</surname><given-names>JM</given-names></name><name><surname>Akl</surname><given-names>EA</given-names></name><name><surname>Brennan</surname><given-names>SE</given-names></name><etal/></person-group><article-title>The PRISMA 2020 statement: An updated guideline for reporting systematic reviews</article-title><source>Int J Surg</source><volume>88</volume><fpage>105906</fpage><year>2021</year><pub-id pub-id-type="doi">10.1016/j.ijsu.2021.105906</pub-id><pub-id pub-id-type="pmid">33789826</pub-id></element-citation></ref>
<ref id="b30-ol-31-5-15548"><label>30</label><element-citation publication-type="book"><person-group person-group-type="author"><name><surname>Higgins</surname><given-names>JPT</given-names></name><name><surname>Thomas</surname><given-names>J</given-names></name><name><surname>Chandler</surname><given-names>J</given-names></name><name><surname>Cumpston</surname><given-names>M</given-names></name><name><surname>Li</surname><given-names>T</given-names></name><name><surname>Page</surname><given-names>MJ</given-names></name><name><surname>Welch</surname><given-names>VA</given-names></name></person-group><article-title>Cochrane Handbook for Systematic Reviews of Interventions</article-title><edition>2nd edition</edition><publisher-name>John Wiley &#x0026; Sons</publisher-name><publisher-loc>Chichester</publisher-loc><year>2019</year><pub-id pub-id-type="doi">10.1002/9781119536604</pub-id></element-citation></ref>
<ref id="b31-ol-31-5-15548"><label>31</label><element-citation publication-type="book"><person-group person-group-type="author"><name><surname>Wells</surname><given-names>GA</given-names></name><name><surname>Shea</surname><given-names>B</given-names></name><name><surname>O&#x0027;Connell</surname><given-names>D</given-names></name><name><surname>Peterson</surname><given-names>J</given-names></name><name><surname>Welch</surname><given-names>V</given-names></name><name><surname>Losos</surname><given-names>M</given-names></name><name><surname>Tugwell</surname><given-names>P</given-names></name></person-group><article-title>The newcastle-ottawa scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses</article-title><publisher-name>Ottawa Hospital Research Institute</publisher-name><year>2014</year></element-citation></ref>
<ref id="b32-ol-31-5-15548"><label>32</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Begg</surname><given-names>CB</given-names></name><name><surname>Mazumdar</surname><given-names>M</given-names></name></person-group><article-title>Operating characteristics of a rank correlation test for publication bias</article-title><source>Biometrics</source><volume>50</volume><fpage>1088</fpage><lpage>1101</lpage><year>1994</year><pub-id pub-id-type="doi">10.2307/2533446</pub-id><pub-id pub-id-type="pmid">7786990</pub-id></element-citation></ref>
<ref id="b33-ol-31-5-15548"><label>33</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Afzal</surname><given-names>MZ</given-names></name><name><surname>Dragnev</surname><given-names>K</given-names></name><name><surname>Sarwar</surname><given-names>T</given-names></name><name><surname>Shirai</surname><given-names>K</given-names></name></person-group><article-title>Clinical outcomes in non-small-cell lung cancer patients receiving concurrent metformin and immune checkpoint inhibitors</article-title><source>Lung Cancer Manag</source><volume>8</volume><fpage>LMT11</fpage><year>2019</year><pub-id pub-id-type="doi">10.2217/lmt-2018-0016</pub-id><pub-id pub-id-type="pmid">31645894</pub-id></element-citation></ref>
<ref id="b34-ol-31-5-15548"><label>34</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>DY</given-names></name><name><surname>McQuade</surname><given-names>JL</given-names></name><name><surname>Rai</surname><given-names>RR</given-names></name><name><surname>Park</surname><given-names>JJ</given-names></name><name><surname>Zhao</surname><given-names>S</given-names></name><name><surname>Ye</surname><given-names>F</given-names></name><name><surname>Beckermann</surname><given-names>KE</given-names></name><name><surname>Rubinstein</surname><given-names>SM</given-names></name><name><surname>Johnpulle</surname><given-names>R</given-names></name><name><surname>Long</surname><given-names>GV</given-names></name><etal/></person-group><article-title>The impact of nonsteroidal anti-inflammatory drugs, beta blockers, and metformin on the efficacy of anti-PD-1 therapy in advanced melanoma</article-title><source>Oncologist</source><volume>25</volume><fpage>e602</fpage><lpage>e605</lpage><year>2020</year><pub-id pub-id-type="doi">10.1634/theoncologist.2019-0518</pub-id><pub-id pub-id-type="pmid">32162820</pub-id></element-citation></ref>
<ref id="b35-ol-31-5-15548"><label>35</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gaucher</surname><given-names>L</given-names></name><name><surname>Adda</surname><given-names>L</given-names></name><name><surname>S&#x00E9;journ&#x00E9;</surname><given-names>A</given-names></name><name><surname>Joachim</surname><given-names>C</given-names></name><name><surname>Guillaume</surname><given-names>C</given-names></name><name><surname>Poulet</surname><given-names>C</given-names></name><name><surname>Liabeuf</surname><given-names>S</given-names></name><name><surname>Gras-Champel</surname><given-names>V</given-names></name><name><surname>Masmoudi</surname><given-names>K</given-names></name><name><surname>Houessinon</surname><given-names>A</given-names></name><etal/></person-group><article-title>Associations between dysbiosis-inducing drugs, overall survival and tumor response in patients treated with immune checkpoint inhibitors</article-title><source>Ther Adv Med Oncol</source><volume>13</volume><fpage>17588359211000591</fpage><year>2021</year><pub-id pub-id-type="doi">10.1177/17588359211000591</pub-id><pub-id pub-id-type="pmid">33796151</pub-id></element-citation></ref>
<ref id="b36-ol-31-5-15548"><label>36</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Cortellini</surname><given-names>A</given-names></name><name><surname>Di Maio</surname><given-names>M</given-names></name><name><surname>Nigro</surname><given-names>O</given-names></name><name><surname>Leonetti</surname><given-names>A</given-names></name><name><surname>Cortinovis</surname><given-names>DL</given-names></name><name><surname>Aerts</surname><given-names>JG</given-names></name><name><surname>Guaitoli</surname><given-names>G</given-names></name><name><surname>Barbieri</surname><given-names>F</given-names></name><name><surname>Giusti</surname><given-names>R</given-names></name><name><surname>Ferrara</surname><given-names>MG</given-names></name><etal/></person-group><article-title>Differential influence of antibiotic therapy and other medications on oncological outcomes of patients with non-small cell lung cancer treated with first-line pembrolizumab versus cytotoxic chemotherapy</article-title><source>J Immunother Cancer</source><volume>9</volume><fpage>e002421</fpage><year>2021</year><pub-id pub-id-type="doi">10.1136/jitc-2021-002421</pub-id><pub-id pub-id-type="pmid">33827906</pub-id></element-citation></ref>
<ref id="b37-ol-31-5-15548"><label>37</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname><given-names>J</given-names></name><name><surname>Kim</surname><given-names>SH</given-names></name><name><surname>Jung</surname><given-names>EH</given-names></name><name><surname>Kim</surname><given-names>SA</given-names></name><name><surname>Suh</surname><given-names>KJ</given-names></name><name><surname>Lee</surname><given-names>JY</given-names></name><name><surname>Kim</surname><given-names>JW</given-names></name><name><surname>Kim</surname><given-names>JW</given-names></name><name><surname>Lee</surname><given-names>JO</given-names></name><name><surname>Kim</surname><given-names>YJ</given-names></name><etal/></person-group><article-title>The effect of metformin or dipeptidyl peptidase 4 inhibitors on clinical outcomes in metastatic non-small cell lung cancer treated with immune checkpoint inhibitors</article-title><source>Thorac Cancer</source><volume>14</volume><fpage>52</fpage><lpage>60</lpage><year>2023</year><pub-id pub-id-type="doi">10.1111/1759-7714.14711</pub-id><pub-id pub-id-type="pmid">36351567</pub-id></element-citation></ref>
<ref id="b38-ol-31-5-15548"><label>38</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fiala</surname><given-names>O</given-names></name><name><surname>Buti</surname><given-names>S</given-names></name><name><surname>Takeshita</surname><given-names>H</given-names></name><name><surname>Okada</surname><given-names>Y</given-names></name><name><surname>Massari</surname><given-names>F</given-names></name><name><surname>Palacios</surname><given-names>GA</given-names></name><name><surname>Dionese</surname><given-names>M</given-names></name><name><surname>Scagliarini</surname><given-names>S</given-names></name><name><surname>B&#x00FC;ttner</surname><given-names>T</given-names></name><name><surname>Fornarini</surname><given-names>G</given-names></name><etal/></person-group><article-title>Use of concomitant proton pump inhibitors, statins or metformin in patients treated with pembrolizumab for metastatic urothelial carcinoma: Data from the ARON-2 retrospective study</article-title><source>Cancer Immunol Immunother</source><volume>72</volume><fpage>3665</fpage><lpage>3682</lpage><year>2023</year><pub-id pub-id-type="doi">10.1007/s00262-023-03518-z</pub-id><pub-id pub-id-type="pmid">37676282</pub-id></element-citation></ref>
<ref id="b39-ol-31-5-15548"><label>39</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>J</given-names></name><name><surname>Lin</surname><given-names>J</given-names></name><name><surname>Guo</surname><given-names>H</given-names></name><name><surname>Wu</surname><given-names>W</given-names></name><name><surname>Yang</surname><given-names>J</given-names></name><name><surname>Mao</surname><given-names>J</given-names></name><name><surname>Fan</surname><given-names>W</given-names></name><name><surname>Qiao</surname><given-names>H</given-names></name><name><surname>Wang</surname><given-names>Y</given-names></name><name><surname>Yan</surname><given-names>X</given-names></name><name><surname>Guo</surname><given-names>H</given-names></name></person-group><article-title>Prognostic impact of metformin in solid cancer patients receiving immune checkpoint inhibitors: Novel evidences from a multicenter retrospective study</article-title><source>Front Pharmacol</source><volume>15</volume><fpage>1419498</fpage><year>2024</year><pub-id pub-id-type="doi">10.3389/fphar.2024.1419498</pub-id><pub-id pub-id-type="pmid">39135791</pub-id></element-citation></ref>
<ref id="b40-ol-31-5-15548"><label>40</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wen</surname><given-names>J</given-names></name><name><surname>Yi</surname><given-names>Z</given-names></name><name><surname>Chen</surname><given-names>Y</given-names></name><name><surname>Huang</surname><given-names>J</given-names></name><name><surname>Mao</surname><given-names>X</given-names></name><name><surname>Zhang</surname><given-names>L</given-names></name><name><surname>Zeng</surname><given-names>Y</given-names></name><name><surname>Cheng</surname><given-names>Q</given-names></name><name><surname>Ye</surname><given-names>W</given-names></name><name><surname>Liu</surname><given-names>Z</given-names></name><etal/></person-group><article-title>Efficacy of metformin therapy in patients with cancer: A meta-analysis of 22 randomised controlled trials</article-title><source>BMC Med</source><volume>20</volume><fpage>402</fpage><year>2022</year><pub-id pub-id-type="doi">10.1186/s12916-022-02599-4</pub-id><pub-id pub-id-type="pmid">36280839</pub-id></element-citation></ref>
<ref id="b41-ol-31-5-15548"><label>41</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname><given-names>J</given-names></name><name><surname>Ye</surname><given-names>X</given-names></name><name><surname>Hou</surname><given-names>H</given-names></name><name><surname>Wang</surname><given-names>Y</given-names></name></person-group><article-title>Clinical evidence for the prognostic impact of metformin in cancer patients treated with immune checkpoint inhibitors</article-title><source>Int Immunopharmacol</source><volume>134</volume><fpage>112243</fpage><year>2024</year><pub-id pub-id-type="doi">10.1016/j.intimp.2024.112243</pub-id><pub-id pub-id-type="pmid">38735258</pub-id></element-citation></ref>
<ref id="b42-ol-31-5-15548"><label>42</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Xue</surname><given-names>J</given-names></name><name><surname>Li</surname><given-names>L</given-names></name><name><surname>Li</surname><given-names>N</given-names></name><name><surname>Li</surname><given-names>F</given-names></name><name><surname>Qin</surname><given-names>X</given-names></name><name><surname>Li</surname><given-names>T</given-names></name><name><surname>Liu</surname><given-names>M</given-names></name></person-group><article-title>Metformin suppresses cancer cell growth in endometrial carcinoma by inhibiting PD-L1</article-title><source>Eur J Pharmacol</source><volume>859</volume><fpage>172541</fpage><year>2019</year><pub-id pub-id-type="doi">10.1016/j.ejphar.2019.172541</pub-id><pub-id pub-id-type="pmid">31319067</pub-id></element-citation></ref>
<ref id="b43-ol-31-5-15548"><label>43</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>Z</given-names></name><name><surname>Lu</surname><given-names>C</given-names></name><name><surname>Zhang</surname><given-names>K</given-names></name><name><surname>Lin</surname><given-names>C</given-names></name><name><surname>Wu</surname><given-names>F</given-names></name><name><surname>Tang</surname><given-names>X</given-names></name><name><surname>Wu</surname><given-names>D</given-names></name><name><surname>Dou</surname><given-names>Y</given-names></name><name><surname>Han</surname><given-names>R</given-names></name><name><surname>Wang</surname><given-names>Y</given-names></name><etal/></person-group><article-title>Metformin combining PD-1 inhibitor enhanced anti-tumor efficacy in STK11 mutant lung cancer through AXIN-1-dependent inhibition of STING ubiquitination</article-title><source>Front Mol Biosci</source><volume>9</volume><fpage>780200</fpage><year>2022</year><pub-id pub-id-type="doi">10.3389/fmolb.2022.780200</pub-id><pub-id pub-id-type="pmid">35281267</pub-id></element-citation></ref>
<ref id="b44-ol-31-5-15548"><label>44</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname><given-names>H</given-names></name><name><surname>Suo</surname><given-names>H</given-names></name><name><surname>Gao</surname><given-names>L</given-names></name><name><surname>Liu</surname><given-names>Y</given-names></name><name><surname>Chen</surname><given-names>B</given-names></name><name><surname>Lu</surname><given-names>S</given-names></name><name><surname>Jin</surname><given-names>F</given-names></name><name><surname>Cao</surname><given-names>Y</given-names></name></person-group><article-title>Metformin plays an antitumor role by downregulating inhibitory cells and immune checkpoint molecules while activating protective immune responses in breast cancer</article-title><source>Int Immunopharmacol</source><volume>118</volume><fpage>110038</fpage><year>2023</year><pub-id pub-id-type="doi">10.1016/j.intimp.2023.110038</pub-id><pub-id pub-id-type="pmid">36996738</pub-id></element-citation></ref>
<ref id="b45-ol-31-5-15548"><label>45</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>K</given-names></name><name><surname>Yang</surname><given-names>WH</given-names></name><name><surname>Jung</surname><given-names>YS</given-names></name><name><surname>Cha</surname><given-names>JH</given-names></name></person-group><article-title>A new aspect of an old friend: The beneficial effect of metformin on anti-tumor immunity</article-title><source>BMB Rep</source><volume>53</volume><fpage>512</fpage><lpage>520</lpage><year>2020</year><pub-id pub-id-type="doi">10.5483/BMBRep.2020.53.10.149</pub-id><pub-id pub-id-type="pmid">32731915</pub-id></element-citation></ref>
<ref id="b46-ol-31-5-15548"><label>46</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Panaampon</surname><given-names>J</given-names></name><name><surname>Zhou</surname><given-names>Y</given-names></name><name><surname>Saengboonmee</surname><given-names>C</given-names></name></person-group><article-title>Metformin as a booster of cancer immunotherapy</article-title><source>Int Immunopharmacol</source><volume>121</volume><fpage>110528</fpage><year>2023</year><pub-id pub-id-type="doi">10.1016/j.intimp.2023.110528</pub-id><pub-id pub-id-type="pmid">37364322</pub-id></element-citation></ref>
<ref id="b47-ol-31-5-15548"><label>47</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tan</surname><given-names>X</given-names></name><name><surname>Li</surname><given-names>Y</given-names></name><name><surname>Hou</surname><given-names>Z</given-names></name><name><surname>Zhang</surname><given-names>M</given-names></name><name><surname>Li</surname><given-names>L</given-names></name><name><surname>Wei</surname><given-names>J</given-names></name></person-group><article-title>Combination therapy with PD-1 inhibition plus rapamycin and metformin enhances anti-tumor efficacy in triple negative breast cancer</article-title><source>Exp Cell Res</source><volume>429</volume><fpage>113647</fpage><year>2023</year><pub-id pub-id-type="doi">10.1016/j.yexcr.2023.113647</pub-id><pub-id pub-id-type="pmid">37225011</pub-id></element-citation></ref>
<ref id="b48-ol-31-5-15548"><label>48</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Park</surname><given-names>JH</given-names></name><name><surname>Jung</surname><given-names>KH</given-names></name><name><surname>Jia</surname><given-names>D</given-names></name><name><surname>Yang</surname><given-names>S</given-names></name><name><surname>Attri</surname><given-names>KS</given-names></name><name><surname>Ahn</surname><given-names>S</given-names></name><name><surname>Murthy</surname><given-names>D</given-names></name><name><surname>Samanta</surname><given-names>T</given-names></name><name><surname>Dutta</surname><given-names>D</given-names></name><name><surname>Ghidey</surname><given-names>M</given-names></name><etal/></person-group><article-title>Biguanides antithetically regulate tumor properties by the dose-dependent mitochondrial reprogramming-driven c-Src pathway</article-title><source>Cell Rep Med</source><volume>6</volume><fpage>101941</fpage><year>2025</year><pub-id pub-id-type="doi">10.1016/j.xcrm.2025.101941</pub-id><pub-id pub-id-type="pmid">39933530</pub-id></element-citation></ref>
<ref id="b49-ol-31-5-15548"><label>49</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Garstka</surname><given-names>MA</given-names></name><name><surname>Kedzierski</surname><given-names>L</given-names></name><name><surname>Maj</surname><given-names>T</given-names></name></person-group><article-title>Diabetes can impact cellular immunity in solid tumors</article-title><source>Trends Immunol</source><volume>46</volume><fpage>295</fpage><lpage>309</lpage><year>2025</year><pub-id pub-id-type="doi">10.1016/j.it.2025.02.014</pub-id><pub-id pub-id-type="pmid">40133163</pub-id></element-citation></ref>
<ref id="b50-ol-31-5-15548"><label>50</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Salmon</surname><given-names>H</given-names></name><name><surname>Remark</surname><given-names>R</given-names></name><name><surname>Gnjatic</surname><given-names>S</given-names></name><name><surname>Merad</surname><given-names>M</given-names></name></person-group><article-title>Host tissue determinants of tumour immunity</article-title><source>Nat Rev Cancer</source><volume>19</volume><fpage>215</fpage><lpage>227</lpage><year>2019</year><pub-id pub-id-type="pmid">30867580</pub-id></element-citation></ref>
<ref id="b51-ol-31-5-15548"><label>51</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Giraldo</surname><given-names>NA</given-names></name><name><surname>Becht</surname><given-names>E</given-names></name><name><surname>Vano</surname><given-names>Y</given-names></name><name><surname>Petitprez</surname><given-names>F</given-names></name><name><surname>Lacroix</surname><given-names>L</given-names></name><name><surname>Validire</surname><given-names>P</given-names></name><name><surname>Sanchez-Salas</surname><given-names>R</given-names></name><name><surname>Ingels</surname><given-names>A</given-names></name><name><surname>Oudard</surname><given-names>S</given-names></name><name><surname>Moatti</surname><given-names>A</given-names></name><etal/></person-group><article-title>Tumor-infiltrating and peripheral blood T-cell immunophenotypes predict early relapse in localized clear cell renal cell carcinoma</article-title><source>Clin Cancer Res</source><volume>23</volume><fpage>4416</fpage><lpage>4428</lpage><year>2017</year><pub-id pub-id-type="doi">10.1158/1078-0432.CCR-16-2848</pub-id><pub-id pub-id-type="pmid">28213366</pub-id></element-citation></ref>
<ref id="b52-ol-31-5-15548"><label>52</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ganss</surname><given-names>R</given-names></name></person-group><article-title>Tumour vessel remodelling: New opportunities in cancer treatment</article-title><source>Vasc Biol</source><volume>2</volume><fpage>R35</fpage><lpage>R43</lpage><year>2020</year><pub-id pub-id-type="doi">10.1530/VB-19-0032</pub-id><pub-id pub-id-type="pmid">32923973</pub-id></element-citation></ref>
<ref id="b53-ol-31-5-15548"><label>53</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Reck</surname><given-names>M</given-names></name><name><surname>Rodr&#x00ED;guez-Abreu</surname><given-names>D</given-names></name><name><surname>Robinson</surname><given-names>AG</given-names></name><name><surname>Hui</surname><given-names>R</given-names></name><name><surname>Cs&#x0151;szi</surname><given-names>T</given-names></name><name><surname>F&#x00FC;l&#x00F6;p</surname><given-names>A</given-names></name><name><surname>Gottfried</surname><given-names>M</given-names></name><name><surname>Peled</surname><given-names>N</given-names></name><name><surname>Tafreshi</surname><given-names>A</given-names></name><name><surname>Cuffe</surname><given-names>S</given-names></name><etal/></person-group><article-title>Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer</article-title><source>N Engl J Med</source><volume>375</volume><fpage>1823</fpage><lpage>1833</lpage><year>2016</year><pub-id pub-id-type="doi">10.1056/NEJMoa1606774</pub-id><pub-id pub-id-type="pmid">27718847</pub-id></element-citation></ref>
<ref id="b54-ol-31-5-15548"><label>54</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Burtness</surname><given-names>B</given-names></name><name><surname>Harrington</surname><given-names>KJ</given-names></name><name><surname>Greil</surname><given-names>R</given-names></name><name><surname>Souli&#x00E8;res</surname><given-names>D</given-names></name><name><surname>Tahara</surname><given-names>M</given-names></name><name><surname>de Castro</surname><given-names>G</given-names><suffix>Jr</suffix></name><name><surname>Psyrri</surname><given-names>A</given-names></name><name><surname>Bast&#x00E9;</surname><given-names>N</given-names></name><name><surname>Neupane</surname><given-names>P</given-names></name><name><surname>Bratland</surname><given-names>&#x00C5;</given-names></name><etal/></person-group><article-title>Pembrolizumab alone or with chemotherapy versus cetuximab with chemotherapy for recurrent or metastatic squamous cell carcinoma of the head and neck (KEYNOTE-048): A randomised, open-label, phase 3 study</article-title><source>Lancet</source><volume>394</volume><fpage>1915</fpage><lpage>1928</lpage><year>2019</year><pub-id pub-id-type="doi">10.1016/S0140-6736(19)32591-7</pub-id><pub-id pub-id-type="pmid">31679945</pub-id></element-citation></ref>
<ref id="b55-ol-31-5-15548"><label>55</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Larkin</surname><given-names>J</given-names></name><name><surname>Chiarion-Sileni</surname><given-names>V</given-names></name><name><surname>Cowey</surname><given-names>CL</given-names></name><name><surname>Gonzalez</surname><given-names>R</given-names></name><name><surname>Grob</surname><given-names>JJ</given-names></name><name><surname>Cowey</surname><given-names>CL</given-names></name><name><surname>Lao</surname><given-names>CD</given-names></name><name><surname>Schadendorf</surname><given-names>D</given-names></name><name><surname>Dummer</surname><given-names>R</given-names></name><name><surname>Smylie</surname><given-names>M</given-names></name><etal/></person-group><article-title>Combined nivolumab and ipilimumab or monotherapy in untreated melanoma</article-title><source>N Engl J Med</source><volume>373</volume><fpage>23</fpage><lpage>34</lpage><year>2015</year><pub-id pub-id-type="doi">10.1056/NEJMoa1504030</pub-id><pub-id pub-id-type="pmid">26027431</pub-id></element-citation></ref>
<ref id="b56-ol-31-5-15548"><label>56</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bouchi</surname><given-names>R</given-names></name><name><surname>Kondo</surname><given-names>T</given-names></name><name><surname>Ohta</surname><given-names>Y</given-names></name><name><surname>Goto</surname><given-names>A</given-names></name><name><surname>Tanaka</surname><given-names>D</given-names></name><name><surname>Satoh</surname><given-names>H</given-names></name><name><surname>Yabe</surname><given-names>D</given-names></name><name><surname>Nishimura</surname><given-names>R</given-names></name><name><surname>Harada</surname><given-names>N</given-names></name><name><surname>Kamiya</surname><given-names>H</given-names></name><etal/></person-group><article-title>A consensus statement from the Japan Diabetes Society: A proposed algorithm for pharmacotherapy in people with type 2 diabetes</article-title><source>J Diabetes Investig</source><volume>14</volume><fpage>151</fpage><lpage>164</lpage><year>2023</year><pub-id pub-id-type="doi">10.1111/jdi.13960</pub-id><pub-id pub-id-type="pmid">36562245</pub-id></element-citation></ref>
<ref id="b57-ol-31-5-15548"><label>57</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname><given-names>C</given-names></name><name><surname>Xia</surname><given-names>M</given-names></name><name><surname>Dai</surname><given-names>Y</given-names></name><name><surname>Huang</surname><given-names>Q</given-names></name><name><surname>Sun</surname><given-names>Z</given-names></name><name><surname>Zhang</surname><given-names>G</given-names></name><name><surname>Luo</surname><given-names>R</given-names></name><name><surname>Peng</surname><given-names>Q</given-names></name><name><surname>Li</surname><given-names>J</given-names></name><name><surname>Wang</surname><given-names>X</given-names></name><etal/></person-group><article-title>Cross-ancestry analyses of Chinese and European populations reveal insights into the genetic architecture and disease implication of metabolites</article-title><source>Cell Genom</source><volume>5</volume><fpage>100810</fpage><year>2025</year><pub-id pub-id-type="doi">10.1016/j.xgen.2025.100810</pub-id><pub-id pub-id-type="pmid">40118068</pub-id></element-citation></ref>
</ref-list>
</back>
<floats-group>
<fig id="f1-ol-31-5-15548" position="float">
<label>Figure 1.</label>
<caption><p>PRISMA flowchart for the study selection process.</p></caption>
<alt-text>PRISMA flowchart for the study...</alt-text>
<graphic xlink:href="ol-31-05-15548-g00.tif"/>
</fig>
<fig id="f2-ol-31-5-15548" position="float">
<label>Figure 2.</label>
<caption><p>Effect of metformin on progression-free survival in cancer patients receiving immune checkpoint inhibitors. (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. HR, hazard ratio. DL, DerSimonian and Laird method.</p></caption>
<alt-text>Effect of metformin on progression-free survival in cancer patients receiving immune checkpoint inhibitors. (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. HR, hazard ratio. DL...</alt-text>
<graphic xlink:href="ol-31-05-15548-g01.tif"/>
</fig>
<fig id="f3-ol-31-5-15548" position="float">
<label>Figure 3.</label>
<caption><p>Effect of metformin on overall survival in cancer patients receiving immune checkpoint inhibitors. (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. HR, hazard ratio; DL, DerSimonian and Laird method.</p></caption>
<alt-text>Effect of metformin on overall survival in cancer patients receiving immune checkpoint inhibitors. (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. HR, hazard ratio; DL, DerSimonian...</alt-text>
<graphic xlink:href="ol-31-05-15548-g02.tif"/>
</fig>
<fig id="f4-ol-31-5-15548" position="float">
<label>Figure 4.</label>
<caption><p>Funnel plots: Progression-free survival (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. Overall survival (D) Overall analysis. (E) Subgroup analysis for Asians. (F) Subgroup analysis for non-Asians. lnHR, natural logarithm of the hazard ratio; s.e., standard error.</p></caption>
<alt-text>Funnel plots: Progression-free survival (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. Overall survival (D) Overall analysis. (E) Subgroup analysis for Asians. (F) Subgroup analysis...</alt-text>
<graphic xlink:href="ol-31-05-15548-g03.tif"/>
</fig>
<fig id="f5-ol-31-5-15548" position="float">
<label>Figure 5.</label>
<caption><p>Sensitivity analysis: Progression-free survival (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. Overall survival (D) Overall analysis. (E) Subgroup analysis for Asians. (F) Subgroup analysis for non-Asians. CI, confidence interval.</p></caption>
<alt-text>Sensitivity analysis: Progression-free survival (A) Overall analysis. (B) Subgroup analysis for Asians. (C) Subgroup analysis for non-Asians. Overall survival (D) Overall analysis. (E) Subgroup analysis for Asians. (F) Subgroup...</alt-text>
<graphic xlink:href="ol-31-05-15548-g04.tif"/>
</fig>
<table-wrap id="tI-ol-31-5-15548" position="float">
<label>Table I.</label>
<caption><p>Newcastle-Ottawa scale scores for quality assessment of included studies.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="bottom" colspan="4">Selection</th>
<th align="center" valign="bottom" colspan="3">Comparability</th>
<th align="center" valign="bottom" colspan="3">Outcome</th>
<th/>
</tr>
<tr>
<th/>
<th align="center" valign="bottom" colspan="4"><hr/></th>
<th align="center" valign="bottom" colspan="3"><hr/></th>
<th align="center" valign="bottom" colspan="3"><hr/></th>
<th/>
</tr>
<tr>
<th align="left" valign="bottom">Author/s, year</th>
<th align="center" valign="bottom">Representativeness of the exposed cohort</th>
<th align="center" valign="bottom">Selection of the non-exposed cohort</th>
<th align="center" valign="bottom">Ascertainment of exposure</th>
<th align="center" valign="bottom">Outcome absent at baseline</th>
<th align="center" valign="bottom">Control for age and sex</th>
<th align="center" valign="bottom">Adjust for potential confounders</th>
<th align="center" valign="bottom">Assessment of outcome</th>
<th align="center" valign="bottom">Sufficiently long follow-up duration</th>
<th align="center" valign="bottom">Adequacy of follow-up of cohorts</th>
<th align="center" valign="bottom">Total</th>
<th align="center" valign="bottom">(Refs.)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chiang <italic>et al</italic>, 2023</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">(<xref rid="b27-ol-31-5-15548" ref-type="bibr">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Afzal <italic>et al</italic>, 2018</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b28-ol-31-5-15548" ref-type="bibr">28</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Afzal <italic>et al</italic>, 2019</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b33-ol-31-5-15548" ref-type="bibr">33</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Wang <italic>et al</italic>, 2020</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b34-ol-31-5-15548" ref-type="bibr">34</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Gaucher <italic>et al</italic>, 2021</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b35-ol-31-5-15548" ref-type="bibr">35</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Cortellini <italic>et al</italic>, 2021</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b36-ol-31-5-15548" ref-type="bibr">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Yang <italic>et al</italic>, 2023</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b37-ol-31-5-15548" ref-type="bibr">37</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Fiala <italic>et al</italic>, 2023</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">(<xref rid="b38-ol-31-5-15548" ref-type="bibr">38</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Wang <italic>et al</italic>, 2024</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">(<xref rid="b39-ol-31-5-15548" ref-type="bibr">39</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="tII-ol-31-5-15548" position="float">
<label>Table II.</label>
<caption><p>The main characteristics of studies included in this meta-analysis.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Author/s, year</th>
<th align="center" valign="bottom">Country</th>
<th align="center" valign="bottom">Cancer type</th>
<th align="center" valign="bottom">Study design</th>
<th align="center" valign="bottom">ICIs</th>
<th align="center" valign="bottom">Total sample size</th>
<th align="center" valign="bottom">Males, n (&#x0025;)</th>
<th align="center" valign="bottom">Metformin vs. no metformin</th>
<th align="center" valign="bottom">Outcome measures</th>
<th align="center" valign="bottom">(Refs.)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chiang <italic>et al</italic>, 2023</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Lung, gastrointestinal, hepatobiliary, gynecological</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">NA</td>
<td align="center" valign="top">878</td>
<td align="center" valign="top">NA</td>
<td align="center" valign="top">86/599</td>
<td align="center" valign="top">OS, PFS</td>
<td align="center" valign="top">(<xref rid="b27-ol-31-5-15548" ref-type="bibr">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Afzal <italic>et al</italic>, 2018</td>
<td align="left" valign="top">US</td>
<td align="left" valign="top">Melanoma</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Ipilimumab, Nivolumab, Pembrolizumab</td>
<td align="center" valign="top">55</td>
<td align="center" valign="top">34 (61.8)</td>
<td align="center" valign="top">33/22</td>
<td align="center" valign="top">OS, PFS, DCR</td>
<td align="center" valign="top">(<xref rid="b28-ol-31-5-15548" ref-type="bibr">28</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Afzal <italic>et al</italic>, 2019</td>
<td align="left" valign="top">US</td>
<td align="left" valign="top">NSCLC</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Nivolumab, Pembrolizumab, Atezolizumab</td>
<td align="center" valign="top">50</td>
<td align="center" valign="top">28 (56.0)</td>
<td align="center" valign="top">21/29</td>
<td align="center" valign="top">OS, PFS, ORR</td>
<td align="center" valign="top">(<xref rid="b33-ol-31-5-15548" ref-type="bibr">33</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Wang <italic>et al</italic>, 2020</td>
<td align="left" valign="top">Multiple countries</td>
<td align="left" valign="top">Melanoma</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Nivolumab, Pembrolizumab</td>
<td align="center" valign="top">330</td>
<td align="center" valign="top">209 (63.0)</td>
<td align="center" valign="top">34/296</td>
<td align="center" valign="top">OS, PFS</td>
<td align="center" valign="top">(<xref rid="b34-ol-31-5-15548" ref-type="bibr">34</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Gaucher <italic>et al</italic>, 2021</td>
<td align="left" valign="top">France</td>
<td align="left" valign="top">Lung, melanoma, renal and urothelial, head and neck, Hodgkin lymphoma</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Ipilimumab, Nivolumab, Pembrolizumab</td>
<td align="center" valign="top">372</td>
<td align="center" valign="top">244 (65.6)</td>
<td align="center" valign="top">17/355</td>
<td align="center" valign="top">OS</td>
<td align="center" valign="top">(<xref rid="b35-ol-31-5-15548" ref-type="bibr">35</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Cortellini <italic>et al</italic>, 2021</td>
<td align="left" valign="top">Multiple countries</td>
<td align="left" valign="top">NSCLC</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Pembrolizumab</td>
<td align="center" valign="top">1,545</td>
<td align="center" valign="top">1,028 (66.5)</td>
<td align="center" valign="top">125/1420</td>
<td align="center" valign="top">OS, PFS, ORR</td>
<td align="center" valign="top">(<xref rid="b36-ol-31-5-15548" ref-type="bibr">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Yang <italic>et al</italic>, 2023</td>
<td align="left" valign="top">Korea</td>
<td align="left" valign="top">NSCLC</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Pembrolizumab, Nivolumab, Atezolizumab</td>
<td align="center" valign="top">466</td>
<td align="center" valign="top">347 (74.5)</td>
<td align="center" valign="top">89/377</td>
<td align="center" valign="top">OS, PFS</td>
<td align="center" valign="top">(<xref rid="b37-ol-31-5-15548" ref-type="bibr">37</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Fiala <italic>et al</italic>, 2023</td>
<td align="left" valign="top">Multiple countries</td>
<td align="left" valign="top">Metastatic urothelial cancer</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Pembrolizumab</td>
<td align="center" valign="top">802</td>
<td align="center" valign="top">491 (61.2)</td>
<td align="center" valign="top">98/704</td>
<td align="center" valign="top">OS, PFS</td>
<td align="center" valign="top">(<xref rid="b38-ol-31-5-15548" ref-type="bibr">38</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Wang <italic>et al</italic>, 2024</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Lung, esophageal, gastroin-testinal, hepatobiliary and pancreatic</td>
<td align="left" valign="top">Cohort</td>
<td align="left" valign="top">Sintilimab, Camrelizumab, Tirelizumab, Pembrolizumab</td>
<td align="center" valign="top">516</td>
<td align="center" valign="top">393 (76.2)</td>
<td align="center" valign="top">76/440</td>
<td align="center" valign="top">OS, PFS</td>
<td align="center" valign="top">(<xref rid="b39-ol-31-5-15548" ref-type="bibr">39</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1-ol-31-5-15548"><p>Quality score: The Newcastle-Ottawa scale was used for assessment. OS, overall survival; PFS, progression-free survival; DCR, disease control rate; ORR, overall response rate; NSCLC, non-small cell lung cancer; ICI, immune checkpoint inhibitor; NA, not available.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>
