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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1633913</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2025.1633913</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of different exercise interventions on bone mineral density in elderly postmenopausal women: a network meta-analysis</article-title>
<alt-title alt-title-type="left-running-head">Ma et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2025.1633913">10.3389/fphys.2025.1633913</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Mingyu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3077167/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Su</surname>
<given-names>Wentao</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3077123/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Dansong</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3213945/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>School of Physical Education, Hubei University of Technology</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1677687/overview">Jose A. Parraca</ext-link>, Universidade de &#xc9;vora, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1476567/overview">Alessandra Amato</ext-link>, University of Catania, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2995001/overview">Tomohiro Mitoma</ext-link>, Okayama University, Japan</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wentao Su, <email>31409080@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1633913</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ma, Su and Liu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ma, Su and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Various exercise interventions have been widely applied to enhance site-specific bone mineral density in menopausal females. This network meta-analysis aims to assess and compare the impact of these interventions on improving BMD in this demographic.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic search of PubMed, EMBASE, Cochrane Library, and Web of Science was made up to 4 December 2024 to detect randomized controlled trials (RCTs) comparing continuous endurance training whole-body vibration resistance training multicomponent training mind-body training intermittent training and combined training against control interventions. Primary outcomes included lumbar spine bone mineral density and femoral neck bone mineral density while secondary outcomes covered whole body bone mineral density and total hip bone mineral density A Bayesian random-effects NMA was performed.</p>
</sec>
<sec>
<title>Results</title>
<p>Fifty-five RCTs involving 3,453 participants were included. Compared with the control group, MCT demonstrated greater efficacy in improving FNBMD (mean difference [MD] 0.02; 95% credible interval [CrI] [0.01, 0.04]). Based on the surface under the cumulative ranking (SUCRA), MBT ranked highest for LSBMD (75.9%), CT for WBBMD (77.6%), and MBT for THBMD (60.7%), suggesting potential benefits of these interventions.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This study suggests that MBT, MCT, and CT may contribute to improving BMD in elderly postmenopausal women. However, further rigorously designed RCTs are warranted to validate these findings.</p>
</sec>
<sec>
<title>Systematic Review Registration</title>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/PROSPERO/">https://www.crd.york.ac.uk/PROSPERO/</ext-link>, identifier CRD42025636067.</p>
</sec>
</abstract>
<kwd-group>
<kwd>mind-body training</kwd>
<kwd>multicomponent training</kwd>
<kwd>combined training</kwd>
<kwd>postmenopausal</kwd>
<kwd>bone mineral density</kwd>
<kwd>network meta-analysis</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Exercise Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Background</title>
<p>With the growing aging population, the bone health of postmenopausal women has become a critical public health concern, particularly among the old population (<xref ref-type="bibr" rid="B72">Tartibian et al., 2011</xref>). The drop in estrogen levels during menopause catalyzes an accelerated process of bone resorption. This process ultimately leads to a marked depletion of bone mineral density (BMD) (<xref ref-type="bibr" rid="B27">Guadalupe-Grau et al., 2009</xref>). The resultant decline in BMD amplifies the susceptibility of osteoporotic fractures and associated complications, predisposing postmenopausal women to osteoporosis (OP) (<xref ref-type="bibr" rid="B25">Fu et al., 2011</xref>; <xref ref-type="bibr" rid="B20">De Aguiar et al., 2023</xref>). Notably, OP has been reported to impair functional ability and quality of life in this demographic (<xref ref-type="bibr" rid="B43">Ma et al., 2016</xref>; <xref ref-type="bibr" rid="B7">Benzinger et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Autier et al., 2000</xref>), which is also strongly associated with elevated mortality rates, healthcare expenditures, and socioeconomic burdens on individuals, families, and society.</p>
<p>Currently, antiresorptive agents, especially bisphosphonates (BPPs), remain the mainstay pharmacological treatment for OP. However, due to their mechanism of binding to bone matrix and inhibiting bone resorption, they may also interfere with normal bone remodeling and reduce bone flexibility (<xref ref-type="bibr" rid="B39">Li et al., 2021</xref>; <xref ref-type="bibr" rid="B63">Russell et al., 2007</xref>). In contrast, exercise interventions have demonstrated promising benefits in improving BMD, preventing fractures, and mitigating OP progression in postmenopausal women, with minimal adverse effects (<xref ref-type="bibr" rid="B71">Tarantino et al., 2017</xref>; <xref ref-type="bibr" rid="B35">Kemmler et al., 2020</xref>). Accumulating evidence supports that exercise interventions, such as continuous endurance training (CET), resistance training (RT), mind-body training (MBT), whole-body vibration (WBV), combined training (CT), and multicomponent training (MCT), may effectively improve BMD in elderly postmenopausal women and further enhance their quality of life (<xref ref-type="bibr" rid="B21">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Aboarrage Junior et al., 2018</xref>; <xref ref-type="bibr" rid="B46">Marques et al., 2011a</xref>; <xref ref-type="bibr" rid="B81">Wen et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Ammann and Rizzoli, 2003</xref>; <xref ref-type="bibr" rid="B89">Zou et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hejazi et al., 2022</xref>; <xref ref-type="bibr" rid="B50">Mohammad et al., 2020</xref>). Nevertheless, sustaining sufficient intensity and duration of exercise interventions may pose challenges for this demographic, making the identification of optimal exercise intervention essential (<xref ref-type="bibr" rid="B15">Burton et al., 2017</xref>; <xref ref-type="bibr" rid="B66">Sherrington et al., 2020</xref>).</p>
<p>Existing research on exercise interventions for BMD improvement in elderly postmenopausal females has produced a mosaic of inconsistent findings. For example, a meta-analysis by Hejazi et al. after incorporating 53 randomized controlled trials (RCTs) reported that RT, CT, and MBT significantly improved femoral neck bone mineral density (FNBMD), while CET and CT were effective in enhancing lumbar spine bone mineral density (LSBMD). Conversely, Mohammad Rahimi et al. (<xref ref-type="bibr" rid="B50">Mohammad et al., 2020</xref>) observed no significant effects of CET on LSBMD or FNBMD. Notably, WBV appeared to outperform CET, RT, and CT in improving LSBMD (<xref ref-type="bibr" rid="B50">Mohammad et al., 2020</xref>). Additionally, the analysis of Zehnacker et al. on 20 RCTs (<xref ref-type="bibr" rid="B87">Zehnacker and Bemis-Dougherty, 2007</xref>) further highlighted that site-specific high-intensity weight-bearing training improved BMD in the spine and hip among menopausal females (<xref ref-type="bibr" rid="B87">Zehnacker and Bemis-Dougherty, 2007</xref>). These discrepancies may be ascribed to variations in exercise interventions, intervention durations, intensities, demographic characteristics, and study designs. Furthermore, the scarcity of high-quality trials directly comparing different exercise interventions limits definitive conclusions regarding the most efficacious intervention (<xref ref-type="bibr" rid="B29">Hejazi et al., 2022</xref>). To date, systematic reviews and meta-analyses consistently report that exercise interventions help mitigate the loss of BMD in elderly postmenopausal women. However, the relative efficacy of various exercise interventions across demographics with osteoporosis, osteopenia, or normal bone mass remains unclear.</p>
<p>Network meta-analysis (NMA) facilitates the concurrent comparison of multiple exercise interventions, even when direct head-to-head trials are unavailable. Moreover, NMA allows for the ranking of interventions by efficacy outcome, thereby offering comprehensive evidence to inform clinical decision-making. Therefore, the objective of systematic review and NMA in this study is to elucidate the impacts of diverse exercise interventions on BMD among elderly postmenopausal women by synthesizing comparative evidence either directly or indirectly. The findings will provide scientifically grounded recommendations for designing exercise strategies specifically tailored to improve BMD in this demographic.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Design and registration</title>
<p>The NMA adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Guidelines. The study protocol was prospectively registered in the International Prospective Register of Systematic Reviews (PROSPERO; Registration No. CRD42025636067).</p>
</sec>
<sec id="s2-2">
<title>2.2 Inclusion and exclusion criteria</title>
<p>The inclusion criteria were defined using the PICOS framework (Participants, Interventions, Comparators, Outcomes, Study Design) as follows: (1) Participants: Postmenopausal women aged &#x2265;60 years with non-adherence to exercise guidelines (defined as engaging in less than 120 min of weekly physical activity). (2) Interventions: At least one form of exercise intervention (regardless of form or duration), including CET, RT, CT, WBV, INT, MBT, or MCT. These exercise interventions are among the most extensively investigated modalities for improving BMD in older postmenopausal women (<xref ref-type="bibr" rid="B21">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Aboarrage Junior et al., 2018</xref>; <xref ref-type="bibr" rid="B46">Marques et al., 2011a</xref>; <xref ref-type="bibr" rid="B79">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2023</xref>; <xref ref-type="bibr" rid="B61">Riaz et al., 2024</xref>). (3) Comparator: Non-exercise control groups. (4) Outcomes: At least one of the following outcomes: Primary outcomes included LSBMD and FNBMD, while secondary outcomes covered whole body bone mineral density (WBBMD) and total hip bone mineral density (THBMD). (5) Study Design: Randomized controlled trials (RCTs) only. (6) Language: Studies published solely in English.</p>
<p>The exclusion criteria comprised: (1) Non-postmenopausal cohorts; (2) Studies with undefined intervention protocols; (3) Non-RCT designs, such as cohort studies, review articles, case reports, descriptive studies, opinion pieces, or conference abstracts; (4) Studies with incomplete, inaccurate, or irretrievable data.</p>
</sec>
<sec id="s2-3">
<title>2.3 Search strategy</title>
<p>Two investigators (M.M.Y. and L.D.S.) independently performed a comprehensive literature search in PubMed, Embase, the Cochrane Central Register of Controlled Trials (CENTRAL), and Web of Science up to 4 December 2024. No restrictions were imposed regarding publication type, date, or status. The search combined Medical Subject Headings (MeSH) and free-text keywords, covering all known variants (postmenopausal) AND (exercise OR physical activity OR continuous endurance training OR mind&#x2013;body training OR intermittent training OR resistance training OR multicomponent training OR combined training) AND (RCT). To minimize the risk of missing eligible studies, reference lists of relevant articles were also manually screened by both investigators. (The full search strategy is detailed in <xref ref-type="sec" rid="s13">Supplementary Appendix A</xref>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Study selection</title>
<p>Using the predefined inclusion and exclusion criteria, two investigators (M.M.Y and L.D.S) independently screened studies. All potentially relevant records were input into EndNote X9, with duplicates removed. Title/abstract screening was made to exclude irrelevant studies, followed by full-text evaluations. Discrepancies were settled via discussion or consultation with a third investigator (S.W.T).</p>
</sec>
<sec id="s2-5">
<title>2.5 Data extraction and quality assessment</title>
<p>The information was gathered via a standardized data extraction form as follows: (1) Study characteristics, including the first author&#x2019;s name, publication year, and country; (2) Participant characteristics, including age, sample size of intervention and control groups, and demographic type (healthy vs osteoporotic); (3) Intervention details, including exercise intervention measures and duration; (4) Reported outcomes. Data were extracted by one investigator (M.M.Y) and cross-validated by another investigator (L.D.S).</p>
<p>Two investigators (M.M.Y. and L.D.S.) independently examined the potential risk of bias for every included study via the Cochrane Risk of Bias 2.0 (ROB 2.0) tool (<xref ref-type="bibr" rid="B70">Sterne et al., 2019</xref>; <xref ref-type="bibr" rid="B49">McGuinness and Higgins, 2021</xref>). Any discrepancies were settled via discussion. The tool evaluates six domains: (1) Randomization process; (2) Deviations from intended interventions; (3) Missing outcome data; (4) Measurement of the outcome; (5) Selection of the reported result; (6) Overall bias. Each domain was assigned one of three ratings: &#x201c;low risk,&#x201d; &#x201c;some concerns,&#x201d; or &#x201c;high risk.&#x201d; The overall bias classification followed a hierarchical structure: &#x201c;low risk&#x201d; (all domains rated as low), &#x201c;some concerns&#x201d; (at least one domain with some concerns but none with high risk), or &#x201c;high risk&#x201d; (at least one domain rated as high risk). Discrepancies were resolved via discussion or, if necessary, consultation with a third investigator.</p>
</sec>
<sec id="s2-6">
<title>2.6 Data synthesis and statistical analysis</title>
<p>Statistical models employing Bayesian frameworks were built via JAGS software (gemtc 0.8-2 and rjags 4&#x2013;10 packages) in R (version 4.4.3). Continuous outcomes were analyzed using mean differences (MDs) with 95% credible interval (CrI) to quantify effect sizes. Random-effects models addressed clinical heterogeneity across studies (e.g., country, exercise interventions, participant health status, intervention duration, calcium supplementation) throughout NMA. Four Markov Chain Monte Carlo (MCMC) chains were run for each outcome, with 50,000 iterations per chain, discarding the first 20,000 iterations as burn-in. Convergence was evaluated via trace plots and the Gelman&#x2013;Rubin&#x2013;Brooks diagnostic statistic (<xref ref-type="bibr" rid="B14">Brooks and Gelman, 1998</xref>). Relative intervention rankings by outcome were estimated through surface under the cumulative ranking (SUCRA) (<xref ref-type="bibr" rid="B76">Veron et al., 2016</xref>). Higher SUCRA values mean better intervention rankings. Model fit and consistency were assessed by comparing the Deviance Information Criterion (DIC). A DIC difference of less than 5 was considered indicative of good consistency, in which case the consistency model was retained (<xref ref-type="bibr" rid="B22">Dempster, 1997</xref>). Local inconsistencies in closed loops were analyzed via node-splitting. The presence of publication bias was systematically explored using adjusted funnel plots. Network plots and adjusted funnel plots were generated using Stata version 15.0.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Search results</title>
<p>The PRISMA flow diagram (<xref ref-type="fig" rid="F1">Figure 1</xref>) details the study selection process. The initial search identified 13,300 records from the four databases. Following the removal of 4,869 duplicates, 8,192 studies were excluded via title/abstract screening. Full-text reviews excluded 193 studies (non-RCT designs, irrelevant populations, or incomplete data) (details provided in <xref ref-type="fig" rid="F1">Figure 1</xref>). An additional 9 records were identified through reference screening, resulting in 55 eligible studies eventually incorporated into the NMA.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>PRISMA flow diagram demonstrating the study selection process for the network.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the identification of studies via databases and registers. Initially, 13,300 records were identified, reduced by removing duplicates and ineligible records. After screening 8,431 records, 239 reports were sought for retrieval. Ultimately, 55 studies were included in the review. Reasons for exclusion include being non-English, protocol registrations, and data non-compliance.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Characteristics of included studies</title>
<p>
<xref ref-type="table" rid="T1">Table 1</xref> sets out the characteristics and detailed information of the studies incorporated into the NMA. Between 1998 and 2024, fifty-five RCTs fulfilled the inclusion criteria. Geographically, seventeen studies were conducted in the Americas (<xref ref-type="bibr" rid="B21">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Aboarrage Junior et al., 2018</xref>; <xref ref-type="bibr" rid="B17">Chubak et al., 2006</xref>; <xref ref-type="bibr" rid="B51">Moreira et al., 2014</xref>; <xref ref-type="bibr" rid="B10">Bocalini et al., 2010</xref>; <xref ref-type="bibr" rid="B9">Bocalini et al., 2009</xref>; <xref ref-type="bibr" rid="B48">Martin and Notelovitz, 1993</xref>; <xref ref-type="bibr" rid="B8">Bloomfield et al., 1993</xref>; <xref ref-type="bibr" rid="B68">Smidt et al., 1992</xref>; <xref ref-type="bibr" rid="B26">Grove and Londeree, 1992</xref>; <xref ref-type="bibr" rid="B67">Slatkovska et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Jessup et al., 2003</xref>; <xref ref-type="bibr" rid="B11">Brentano et al., 2008</xref>; <xref ref-type="bibr" rid="B19">Dalsky et al., 1988</xref>; <xref ref-type="bibr" rid="B18">Chuin et al., 2009</xref>; <xref ref-type="bibr" rid="B57">Pruitt et al., 1995</xref>; <xref ref-type="bibr" rid="B60">Rhodes et al., 2000</xref>), seventeen in Asia (<xref ref-type="bibr" rid="B72">Tartibian et al., 2011</xref>; <xref ref-type="bibr" rid="B81">Wen et al., 2017</xref>; <xref ref-type="bibr" rid="B79">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2023</xref>; <xref ref-type="bibr" rid="B61">Riaz et al., 2024</xref>; <xref ref-type="bibr" rid="B1">Abdul-Al et al., 2024</xref>; <xref ref-type="bibr" rid="B12">Brooke-Wavell et al., 1997</xref>; <xref ref-type="bibr" rid="B38">Lai et al., 2013</xref>; <xref ref-type="bibr" rid="B69">Song and Yang, 2021</xref>; <xref ref-type="bibr" rid="B37">Kwon et al., 2008</xref>; <xref ref-type="bibr" rid="B31">Iwamoto et al., 2001</xref>; <xref ref-type="bibr" rid="B30">Iwamoto et al., 1998</xref>; <xref ref-type="bibr" rid="B62">Ruan et al., 2008</xref>; <xref ref-type="bibr" rid="B84">Yamazaki et al., 2004</xref>; <xref ref-type="bibr" rid="B86">Yu et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Nambi et al., 2020</xref>; <xref ref-type="bibr" rid="B56">Park et al., 2008</xref>), fifteen in Europe (<xref ref-type="bibr" rid="B46">Marques et al., 2011a</xref>; <xref ref-type="bibr" rid="B32">Jamka et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Hartley et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Mar&#xed;n-Cascales et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Marin-Cascales et al., 2015</xref>; <xref ref-type="bibr" rid="B13">Brooke-Wavell et al., 2001</xref>; <xref ref-type="bibr" rid="B78">von Stengel et al., 2011</xref>; <xref ref-type="bibr" rid="B77">Verschueren et al., 2004</xref>; <xref ref-type="bibr" rid="B24">Englund et al., 2005</xref>; <xref ref-type="bibr" rid="B47">Marques et al., 2011b</xref>; <xref ref-type="bibr" rid="B34">Kemmler et al., 2010</xref>; <xref ref-type="bibr" rid="B36">Korpelainen et al., 2006</xref>; <xref ref-type="bibr" rid="B52">Mosti et al., 2013</xref>; <xref ref-type="bibr" rid="B73">Tolomio et al., 2010</xref>; <xref ref-type="bibr" rid="B64">Santin-Medeiros et al., 2015</xref>), five in Oceania (<xref ref-type="bibr" rid="B54">Nicholson et al., 2015</xref>; <xref ref-type="bibr" rid="B85">Young et al., 2007</xref>; <xref ref-type="bibr" rid="B80">Watson et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Beck and Norling, 2010</xref>; <xref ref-type="bibr" rid="B42">Lord et al., 1996</xref>), and one in Africa (<xref ref-type="bibr" rid="B23">ElDeeb and Abdel-Aziem, 2020</xref>). Collectively, these RCTs encompassed 3,453 menopause women aged between 54.1 and 82.3 years, with sample sizes between 14 and 227 participants. Among the participants, 2,292 were healthy, 258 were classified as overweight or obese, and 903 were diagnosed with osteoporosis or osteopenia. The interventions varied across studies: seventeen studies involved CET (<xref ref-type="bibr" rid="B2">Aboarrage Junior et al., 2018</xref>; <xref ref-type="bibr" rid="B81">Wen et al., 2017</xref>; <xref ref-type="bibr" rid="B51">Moreira et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Martin and Notelovitz, 1993</xref>; <xref ref-type="bibr" rid="B8">Bloomfield et al., 1993</xref>; <xref ref-type="bibr" rid="B26">Grove and Londeree, 1992</xref>; <xref ref-type="bibr" rid="B12">Brooke-Wavell et al., 1997</xref>; <xref ref-type="bibr" rid="B31">Iwamoto et al., 2001</xref>; <xref ref-type="bibr" rid="B30">Iwamoto et al., 1998</xref>; <xref ref-type="bibr" rid="B84">Yamazaki et al., 2004</xref>; <xref ref-type="bibr" rid="B86">Yu et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Nambi et al., 2020</xref>; <xref ref-type="bibr" rid="B32">Jamka et al., 2021</xref>; <xref ref-type="bibr" rid="B13">Brooke-Wavell et al., 2001</xref>; <xref ref-type="bibr" rid="B47">Marques et al., 2011b</xref>; <xref ref-type="bibr" rid="B34">Kemmler et al., 2010</xref>; <xref ref-type="bibr" rid="B72">Tartibian et al., 2011</xref>), fourteen studies focused on RT (<xref ref-type="bibr" rid="B17">Chubak et al., 2006</xref>; <xref ref-type="bibr" rid="B10">Bocalini et al., 2010</xref>; <xref ref-type="bibr" rid="B9">Bocalini et al., 2009</xref>; <xref ref-type="bibr" rid="B68">Smidt et al., 1992</xref>; <xref ref-type="bibr" rid="B11">Brentano et al., 2008</xref>; <xref ref-type="bibr" rid="B18">Chuin et al., 2009</xref>; <xref ref-type="bibr" rid="B57">Pruitt et al., 1995</xref>; <xref ref-type="bibr" rid="B60">Rhodes et al., 2000</xref>; <xref ref-type="bibr" rid="B1">Abdul-Al et al., 2024</xref>; <xref ref-type="bibr" rid="B77">Verschueren et al., 2004</xref>; <xref ref-type="bibr" rid="B47">Marques et al., 2011b</xref>; <xref ref-type="bibr" rid="B52">Mosti et al., 2013</xref>; <xref ref-type="bibr" rid="B54">Nicholson et al., 2015</xref>; <xref ref-type="bibr" rid="B80">Watson et al., 2018</xref>), sixteen studies implemented MCT (<xref ref-type="bibr" rid="B46">Marques et al., 2011a</xref>; <xref ref-type="bibr" rid="B17">Chubak et al., 2006</xref>; <xref ref-type="bibr" rid="B33">Jessup et al., 2003</xref>; <xref ref-type="bibr" rid="B19">Dalsky et al., 1988</xref>; <xref ref-type="bibr" rid="B38">Lai et al., 2013</xref>; <xref ref-type="bibr" rid="B37">Kwon et al., 2008</xref>; <xref ref-type="bibr" rid="B56">Park et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Mar&#xed;n-Cascales et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Marin-Cascales et al., 2015</xref>; <xref ref-type="bibr" rid="B78">von Stengel et al., 2011</xref>; <xref ref-type="bibr" rid="B24">Englund et al., 2005</xref>; <xref ref-type="bibr" rid="B34">Kemmler et al., 2010</xref>; <xref ref-type="bibr" rid="B36">Korpelainen et al., 2006</xref>; <xref ref-type="bibr" rid="B73">Tolomio et al., 2010</xref>; <xref ref-type="bibr" rid="B54">Nicholson et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Lord et al., 1996</xref>), twelve studies utilized WBV (<xref ref-type="bibr" rid="B21">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B67">Slatkovska et al., 2011</xref>; <xref ref-type="bibr" rid="B38">Lai et al., 2013</xref>; <xref ref-type="bibr" rid="B69">Song and Yang, 2021</xref>; <xref ref-type="bibr" rid="B62">Ruan et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Mar&#xed;n-Cascales et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Marin-Cascales et al., 2015</xref>; <xref ref-type="bibr" rid="B78">von Stengel et al., 2011</xref>; <xref ref-type="bibr" rid="B77">Verschueren et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Santin-Medeiros et al., 2015</xref>; <xref ref-type="bibr" rid="B6">Beck and Norling, 2010</xref>; <xref ref-type="bibr" rid="B23">ElDeeb and Abdel-Aziem, 2020</xref>), five studies employed CT (<xref ref-type="bibr" rid="B79">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2023</xref>; <xref ref-type="bibr" rid="B26">Grove and Londeree, 1992</xref>; <xref ref-type="bibr" rid="B32">Jamka et al., 2021</xref>; <xref ref-type="bibr" rid="B85">Young et al., 2007</xref>), six studies incorporated MBT (<xref ref-type="bibr" rid="B21">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B61">Riaz et al., 2024</xref>; <xref ref-type="bibr" rid="B53">Nambi et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Korpelainen et al., 2006</xref>; <xref ref-type="bibr" rid="B85">Young et al., 2007</xref>), two studies utilized high-intensity INT (<xref ref-type="bibr" rid="B68">Smidt et al., 1992</xref>; <xref ref-type="bibr" rid="B28">Hartley et al., 2020</xref>). Intervention protocols are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Characteristics of studies included in the NMA.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">First author</th>
<th rowspan="2" align="center">Year of publication</th>
<th rowspan="2" align="center">Country</th>
<th colspan="2" align="center">Sample size</th>
<th colspan="2" align="center">Age (mean &#xb1; SD)</th>
<th colspan="2" align="center">Population</th>
<th align="left">Intervention</th>
<th rowspan="2" align="center">Outcomes</th>
</tr>
<tr>
<th align="center">Intervention group</th>
<th align="center">Control group</th>
<th align="center">Intervention group</th>
<th align="center">Control group</th>
<th align="center">Type</th>
<th align="center">Intervention group</th>
<th align="center">Control group</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Abdul</td>
<td align="right">2024</td>
<td align="left">Lebanon</td>
<td align="right">32</td>
<td align="right">17</td>
<td align="left">65.3 &#xb1; 3.42</td>
<td align="left">65.47 &#xb1; 2.52</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">A, B, C, D</td>
</tr>
<tr>
<td align="left">Bocalini</td>
<td align="right">2010</td>
<td align="left">Brazil</td>
<td align="right">13</td>
<td align="right">12</td>
<td align="left">66 &#xb1; 9</td>
<td align="left">64 &#xb1; 8</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Bocalini</td>
<td align="right">2009</td>
<td align="left">Brazil</td>
<td align="right">15</td>
<td align="right">10</td>
<td align="left">69 &#xb1; 9</td>
<td align="left">67 &#xb1; 8</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Bloomfield</td>
<td align="right">1993</td>
<td align="left">United States</td>
<td align="right">7</td>
<td align="right">7</td>
<td align="left">62.0 &#xb1; 0.8</td>
<td align="left">58.8 &#xb1; 3.6</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">BRENTANO</td>
<td align="right">2008</td>
<td align="left">Brazil</td>
<td align="right">19</td>
<td align="right">9</td>
<td align="left">64.8</td>
<td align="left">64.8</td>
<td align="left">Osteoporosis</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">C</td>
</tr>
<tr>
<td align="left">Beck</td>
<td align="right">2010</td>
<td align="left">Australia</td>
<td align="right">28</td>
<td align="right">14</td>
<td align="left">68.6 &#xb1; 8.2</td>
<td align="left">74.2 &#xb1; 8.1</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">A, B, C</td>
</tr>
<tr>
<td align="left">CHUBAK</td>
<td align="right">2006</td>
<td align="left">United States</td>
<td align="right">87</td>
<td align="right">86</td>
<td align="left">60.7 &#xb1; 6.7</td>
<td align="left">60.6 &#xb1; 6.8</td>
<td align="left">Obesity</td>
<td align="left">MCT</td>
<td align="left">RT</td>
<td align="center">A</td>
</tr>
<tr>
<td align="left">Cascales</td>
<td align="right">2019</td>
<td align="left">Spain</td>
<td align="right">15</td>
<td align="right">13<break/>10</td>
<td align="left">59.6 &#xb1; 5.9</td>
<td align="left">58.0 &#xb1; 7.3<break/>62.4 &#xb1; 5.1</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">MCT<break/>Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Cascales</td>
<td align="right">2015</td>
<td align="left">Spain</td>
<td align="right">14</td>
<td align="right">14<break/>10</td>
<td align="left">60.1 &#xb1; 5.8</td>
<td align="left">57.7 &#xb1; 7.1<break/>62.4 &#xb1; 5.1</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">MCT<break/>Con</td>
<td align="center">A</td>
</tr>
<tr>
<td align="left">Chuin</td>
<td align="right">2009</td>
<td align="left">Canada</td>
<td align="right">11</td>
<td align="right">7</td>
<td align="left">65.4 &#xb1; 3.5</td>
<td align="left">67.4 &#xb1; 3.8</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Dalsky</td>
<td align="right">1988</td>
<td align="left">United States</td>
<td align="right">11</td>
<td align="right">14</td>
<td align="left">61.6 &#xb1; 1.0</td>
<td align="left">62.6 &#xb1; 1.2</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">ElDeeb</td>
<td align="right">2019</td>
<td align="left">Egypt</td>
<td align="right">22</td>
<td align="right">21</td>
<td align="left">55.09 &#xb1; 4.19</td>
<td align="left">57.29 &#xb1; 4.44</td>
<td align="left">Osteoporosis</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Englund</td>
<td align="right">2005</td>
<td align="left">Sweden</td>
<td align="right">21</td>
<td align="right">19</td>
<td align="left">72.8 &#xb1; 3.6</td>
<td align="left">73.2 &#xb1; 4.9</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">A, B, C</td>
</tr>
<tr>
<td align="left">GROVE</td>
<td align="right">1992</td>
<td align="left">United States</td>
<td align="right">5</td>
<td align="right">5</td>
<td align="left">54.0 &#xb1; 1.9</td>
<td align="left">56.6 &#xb1; 4.3</td>
<td align="left">Health</td>
<td align="left">CT</td>
<td align="left">CET</td>
<td align="center">A</td>
</tr>
<tr>
<td align="left">Hartley</td>
<td align="right">2020</td>
<td align="left">United Kingdom</td>
<td align="right">35</td>
<td align="right">35</td>
<td align="left">61.7 &#xb1; 4.3</td>
<td align="left">61.7 &#xb1; 4.3</td>
<td align="left">Health</td>
<td align="left">INT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Iwamoto</td>
<td align="right">2001</td>
<td align="left">Japan</td>
<td align="right">8</td>
<td align="right">20</td>
<td align="left">65.3 &#xb1; 4.7</td>
<td align="left">64.9 &#xb1; 5.7</td>
<td align="left">Osteoporosis</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Iwamoto</td>
<td align="right">1998</td>
<td align="left">Japan</td>
<td align="right">15</td>
<td align="right">20</td>
<td align="left">64.8 &#xb1; 6.1</td>
<td align="left">64.8 &#xb1; 5.7</td>
<td align="left">Osteoporosis</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Jamka</td>
<td align="right">2021</td>
<td align="left">Poland</td>
<td align="right">44</td>
<td align="right">41</td>
<td align="left">55 &#xb1; 7</td>
<td align="left">55 &#xb1; 7</td>
<td align="left">Obesity</td>
<td align="left">CET</td>
<td align="left">CT</td>
<td align="center">A, B, C</td>
</tr>
<tr>
<td align="left">Junior</td>
<td align="right">2018</td>
<td align="left">Brazil</td>
<td align="right">15</td>
<td align="right">10</td>
<td align="left">65 &#xb1; 7</td>
<td align="left">65 &#xb1; 7</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">A, B</td>
</tr>
<tr>
<td align="left">Jessup</td>
<td align="right">2003</td>
<td align="left">United States</td>
<td align="right">9</td>
<td align="right">9</td>
<td align="left">69.1 &#xb1; 2.8</td>
<td align="left">69.4 &#xb1; 4.2</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Kemmler</td>
<td align="right">2010</td>
<td align="left">Germany</td>
<td align="right">112</td>
<td align="right">115</td>
<td align="left">69.2 (4.1)</td>
<td align="left">68.9 (3.9)</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Kwon</td>
<td align="right">2008</td>
<td align="left">South Korea</td>
<td align="right">20</td>
<td align="right">20</td>
<td align="left">77.4 &#xb1; 2.56</td>
<td align="left">77.0 &#xb1; 3.33</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">A, B, C</td>
</tr>
<tr>
<td align="left">Korpelainen</td>
<td align="right">2006</td>
<td align="left">Finland</td>
<td align="right">84</td>
<td align="right">76</td>
<td align="right">72.9</td>
<td align="right">72.8</td>
<td align="left">Osteoporosis</td>
<td align="left">MBT</td>
<td align="left">Con</td>
<td align="center">C</td>
</tr>
<tr>
<td align="left">lai</td>
<td align="right">2013</td>
<td align="left">China</td>
<td align="right">14</td>
<td align="right">14</td>
<td align="left">60.1 &#xb1; 7.1</td>
<td align="left">62.4 &#xb1; 7.1</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Li</td>
<td align="right">2023</td>
<td align="left">China</td>
<td align="right">16</td>
<td align="right">16</td>
<td align="left">63.11 &#xb1; 4.59</td>
<td align="left">62.47 &#xb1; 4.79</td>
<td align="left">Osteoporosis</td>
<td align="left">CT</td>
<td align="left">Con</td>
<td align="center">A, B</td>
</tr>
<tr>
<td align="left">Lord</td>
<td align="right">1996</td>
<td align="left">Australia</td>
<td align="right">68</td>
<td align="right">70</td>
<td align="left">71.7 &#xb1; 5.4</td>
<td align="left">71.5 &#xb1; 5.3</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Moreira</td>
<td align="right">2014</td>
<td align="left">Brazil</td>
<td align="right">59</td>
<td align="right">41</td>
<td align="left">58.6 &#xb1; 6.71</td>
<td align="left">59.3 &#xb1; 6.07</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">A, B, C</td>
</tr>
<tr>
<td align="left">MARTIN</td>
<td align="right">1993</td>
<td align="left">United States</td>
<td align="right">36</td>
<td align="right">19</td>
<td align="left">54.5 &#xb1; 8.3</td>
<td align="left">56.7 &#xb1; 6.9</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Marques</td>
<td align="right">2011</td>
<td align="left">Portugal</td>
<td align="right">15</td>
<td align="right">19</td>
<td align="left">67.3 &#xb1; 5.2</td>
<td align="left">70.3 &#xb1; 5.5</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">CET</td>
<td align="center">C, D</td>
</tr>
<tr>
<td align="left">Marques</td>
<td align="right">2011</td>
<td align="left">Portugal</td>
<td align="right">30</td>
<td align="right">30</td>
<td align="left">70.1 &#xb1; 5.4</td>
<td align="left">68.2 &#xb1; 5.7</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">MOSTI</td>
<td align="right">2013</td>
<td align="left">Norway</td>
<td align="right">8</td>
<td align="right">8</td>
<td align="left">61.9 &#xb1; 5.0</td>
<td align="left">66.7 &#xb1; 7.4</td>
<td align="left">Osteoporosis</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C, D</td>
</tr>
<tr>
<td align="left">Nicholson</td>
<td align="right">2014</td>
<td align="left">Australia</td>
<td align="right">24</td>
<td align="right">26</td>
<td align="left">66.0 &#xb1; 4.1</td>
<td align="left">65.6 &#xb1; 4.7</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">A, B, C, D</td>
</tr>
<tr>
<td align="left">Nambi</td>
<td align="right">2020</td>
<td align="left">Saudi Arabia</td>
<td align="right">15</td>
<td align="right">15</td>
<td align="left">56.3 &#xb1; 2.5</td>
<td align="left">57.6 &#xb1; 2.7</td>
<td align="left">Osteoporosis</td>
<td align="left">MBT</td>
<td align="left">CET</td>
<td align="center">A</td>
</tr>
<tr>
<td align="left">Oliveira</td>
<td align="right">2018</td>
<td align="left">Brazil</td>
<td align="right">17</td>
<td align="right">17<break/>17</td>
<td align="left">56.4 (6.5)</td>
<td align="left">55.6 (6.8)<break/>54.1 (5.3)</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">MBT<break/>Con</td>
<td align="center">B, C, D</td>
</tr>
<tr>
<td align="left">Park</td>
<td align="right">2008</td>
<td align="left">Japan</td>
<td align="right">25</td>
<td align="right">25</td>
<td align="left">68.3 &#xb1; 3.6</td>
<td align="left">68.4 &#xb1; 3.4</td>
<td align="left">Health</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Pruitt</td>
<td align="right">1995</td>
<td align="left">United States</td>
<td align="right">7</td>
<td align="right">11</td>
<td align="left">67.6 &#xb1; 1.4</td>
<td align="left">69.6 &#xb1; 4.2</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C, D</td>
</tr>
<tr>
<td align="left">Riaz</td>
<td align="right">2024</td>
<td align="left">Pakistan</td>
<td align="right">22</td>
<td align="right">21</td>
<td align="left">58.3 &#xb1; 5.1</td>
<td align="left">58.0 &#xb1; 5.5</td>
<td align="left">Osteoporosis</td>
<td align="left">MBT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Rhodes</td>
<td align="right">2000</td>
<td align="left">Canada</td>
<td align="right">20</td>
<td align="right">18</td>
<td align="left">68.8 &#xb1; 3.2</td>
<td align="left">68.2 &#xb1; 3.5</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">SMIDT</td>
<td align="right">1992</td>
<td align="left">United States</td>
<td align="right">22</td>
<td align="right">27</td>
<td align="left">56.6 &#xb1; 6.6</td>
<td align="left">55.4 &#xb1; 8.0</td>
<td align="left">Health</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Slatkovska</td>
<td align="right">2011</td>
<td align="left">Canada</td>
<td align="right">135</td>
<td align="right">67</td>
<td align="left">60.1 &#xb1; 6.5</td>
<td align="left">60.8 &#xb1; 5.5</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">B, C, D</td>
</tr>
<tr>
<td align="left">Song</td>
<td align="right">2021</td>
<td align="left">China</td>
<td align="right">56</td>
<td align="right">20</td>
<td align="left">64.0 &#xb1; 2.1</td>
<td align="left">64.2 &#xb1; 1.8</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">B, C, D</td>
</tr>
<tr>
<td align="left">Stengel</td>
<td align="right">2011</td>
<td align="left">Germany</td>
<td align="right">50</td>
<td align="right">50</td>
<td align="left">68.8 &#xb1; 3.6</td>
<td align="left">68.6 &#xb1; 3.0</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">MCT</td>
<td align="center">B, D</td>
</tr>
<tr>
<td align="left">Santin</td>
<td align="right">2015</td>
<td align="left">Spain</td>
<td align="right">19</td>
<td align="right">18</td>
<td align="left">82.3 &#xb1; 5.1</td>
<td align="left">82.2 &#xb1; 6.4</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">C, D</td>
</tr>
<tr>
<td align="left">Tolomio</td>
<td align="right">2010</td>
<td align="left">Italy</td>
<td align="right">58</td>
<td align="right">67</td>
<td align="left">62 &#xb1; 5.0</td>
<td align="left">64 &#xb1; 5.3</td>
<td align="left">Osteoporosis</td>
<td align="left">MCT</td>
<td align="left">Con</td>
<td align="center">A, C</td>
</tr>
<tr>
<td align="left">Tartibian</td>
<td align="right">2011</td>
<td align="left">Iran</td>
<td align="right">20</td>
<td align="right">18</td>
<td align="left">61.4 &#xb1; 6.9</td>
<td align="left">58.9 &#xb1; 8.1</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Verschueren</td>
<td align="right">2004</td>
<td align="left">Belgium</td>
<td align="right">25</td>
<td align="right">22</td>
<td align="left">64.6 &#xb1; 3.3</td>
<td align="left">63.90 &#xb1; 3.8</td>
<td align="left">Health</td>
<td align="left">WBV</td>
<td align="left">RT</td>
<td align="center">A, B</td>
</tr>
<tr>
<td align="left">Wavell</td>
<td align="right">2001</td>
<td align="left">United Kingdom</td>
<td align="right">20</td>
<td align="right">16</td>
<td align="left">65.0 &#xb1; 3.1</td>
<td align="left">65.5 &#xb1; 2.7</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">WAVELL</td>
<td align="right">1997</td>
<td align="left">Japan</td>
<td align="right">38</td>
<td align="right">40</td>
<td align="left">64.9 &#xb1; 3.0</td>
<td align="left">64.2 &#xb1; 3.1</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">C</td>
</tr>
<tr>
<td align="left">Wen</td>
<td align="right">2016</td>
<td align="left">China</td>
<td align="right">24</td>
<td align="right">22</td>
<td align="left">57.5 &#xb1; 3.5</td>
<td align="left">58.8 &#xb1; 3.2</td>
<td align="left">Osteoporosis</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">A, D</td>
</tr>
<tr>
<td align="left">Watson</td>
<td align="right">2018</td>
<td align="left">Australia</td>
<td align="right">43</td>
<td align="right">43</td>
<td align="left">65 &#xb1; 5</td>
<td align="left">65 &#xb1; 5</td>
<td align="left">Osteoporosis</td>
<td align="left">RT</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Wang</td>
<td align="right">2015</td>
<td align="left">China</td>
<td align="right">34</td>
<td align="right">37<break/>35</td>
<td align="left">58.54 &#xb1; 3.37</td>
<td align="left">57.93 &#xb1; 3.22<break/>58.54 &#xb1; 3.37</td>
<td align="left">Health</td>
<td align="left">MBT</td>
<td align="left">CT<break/>Con</td>
<td align="center">C</td>
</tr>
<tr>
<td align="left">Xiang_yan</td>
<td align="right">2008</td>
<td align="left">China</td>
<td align="right">51</td>
<td align="right">43</td>
<td align="left">61.23 &#xb1; 8.20</td>
<td align="left">63.73 &#xb1; 5.45</td>
<td align="left">Osteoporosis</td>
<td align="left">WBV</td>
<td align="left">Con</td>
<td align="center">B, C</td>
</tr>
<tr>
<td align="left">Young</td>
<td align="right">2007</td>
<td align="left">Australia</td>
<td align="right">15</td>
<td align="right">15<break/>15</td>
<td align="left">61.9 &#xb1; 7.0</td>
<td align="left">61.5 &#xb1; 5.2<break/>64.4 &#xb1; 8.0</td>
<td align="left">Health</td>
<td align="left">CET</td>
<td align="left">CT<break/>MBT</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Yamazaki</td>
<td align="right">2004</td>
<td align="left">Japan</td>
<td align="right">27</td>
<td align="right">15</td>
<td align="left">64.2 &#xb1; 2.9</td>
<td align="left">65.7 &#xb1; 2.7</td>
<td align="left">Osteoporosis</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">B</td>
</tr>
<tr>
<td align="left">Yu</td>
<td align="right">2019</td>
<td align="left">China</td>
<td align="right">40</td>
<td align="right">40</td>
<td align="left">61.5 &#xb1; 7.5</td>
<td align="left">62.5 &#xb1; 6.6</td>
<td align="left">Osteoporosis</td>
<td align="left">CET</td>
<td align="left">Con</td>
<td align="center">C</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Outcome Measures: A: Whole-body BMD; B: Lumbar Spine BMD; C: Femoral Neck BMD; D: Total Hip BMD; Intervention Abbreviations: MCT: multicomponent training; MBT: Mind-Body Training; WBV: Whole-Body Vibration; RT: resistance training; CET: continuous endurance training; CT: Combined Training (Aerobic &#x2b; Resistance); INT: intermittent training.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Quality assessment</title>
<p>The risk of bias across the included RCTs was examined via standardized criteria. Out of the fifty-five studies, twenty-five (45.5%) were assessed as having some concerns regarding bias, twenty-three (41.8%) were deemed low risk, and seven (12.7%) were considered high risk. Most RCTs adequately described their randomization procedures. However, the primary sources of bias stemmed from insufficient reporting on allocation concealment and blinding of outcome assessors. A comprehensive risk of bias assessment for every study is available in <xref ref-type="sec" rid="s13">Supplementary Figure S1</xref>. <xref ref-type="fig" rid="F2">Figure 2</xref> sums up the risk of bias assessments.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Risk of bias assessments for included RCTs.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g002.tif">
<alt-text content-type="machine-generated">Bar chart showing percentages of risk assessments in intention-to-treat analysis. Categories include overall bias, selection of reported result, measurement, missing data, deviations, and randomization. Green indicates low risk, yellow some concerns, and red high risk.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 NMA</title>
<sec id="s3-4-1">
<title>3.4.1 Primary outcomes</title>
<sec id="s3-4-1-1">
<title>3.4.1.1 LSBMD</title>
<p>A total of forty-one RCTs evaluated the effects of seven exercise interventions on LSBMD in postmenopausal women. NMA results (<xref ref-type="fig" rid="F3">Figure 3A</xref>) revealed that, compared to the control group, WBV (MD: 0.03; 95% CrI [0.01, 0.04]), MCT (MD: 0.02; 95% CrI [0.00, 0.05]), and RT (MD: 0.01; 95% CrI [0.00, 0.02]) significantly increased LSBMD. Conversely, CET (MD: 0.03; 95% CrI [0.01, 0.05]) was associated with a significant increase in LSBMD (<xref ref-type="fig" rid="F3">Figure 3B</xref>). SUCRA analysis indicated that MBT ranked highest for enhancing LSBMD (75.9%), suggesting it may be a particularly promising intervention (<xref ref-type="fig" rid="F3">Figure 3C</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Network Diagram and NMA Results. <bold>(A)</bold> Network diagram for LSBMD (g/cm<sup>2</sup>). <bold>(B)</bold> Relative efficacy of diverse exercise interventions on LSBMD. Note: Estimates are expressed as MD with 95% CrI (in parentheses). Read comparisons between interventions from left to right. Effectiveness estimates are at the intersection of exercise intervention columns and rows. Significant results are shown in bold. <bold>(C)</bold> SUCRA for different exercise interventions on LSBMD. The exercise interventions in the plot are: MCT&#x2013;Multicomponent training, MBT&#x2013;Mind-body training, WBV&#x2013;Whole-body vibration, RT&#x2013;Resistance training, CET&#x2013;Continuous endurance training, CT&#x2013;Combined training, INT&#x2013;Intermittent training, Con&#x2013;Control group.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g003.tif">
<alt-text content-type="machine-generated">(A) Network plot showing connections between exercise types with varying line thicknesses and node sizes indicating study frequency. (B) Table of numerical values comparing exercise types with confidence intervals. (C) Line graph depicting rank probability for different exercise types with SUCRA scores, showing distinct trends across ranks zero to eight.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4-1-2">
<title>3.4.1.2 FNBMD</title>
<p>Overall, thirty-eight RCTs assessed the impacts of seven exercise interventions on FNBMD in postmenopausal women (<xref ref-type="fig" rid="F4">Figure 4A</xref>). NMA results (<xref ref-type="fig" rid="F4">Figure 4B</xref>) showed that compared with the control group, MCT (MD 0.02; 95% CrI [0.00, 0.04]) and RT (MD 0.01; 95% CrI [0.01, 0.02]) significantly increased FNBMD (<xref ref-type="fig" rid="F4">Figure 4B</xref>). In contrast, compared to CET, the control group (MD 0.02; 95% CrI [0.00, 0.04]) indicated that CET significantly reduced FNBMD in postmenopausal women (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Based on SUCRA, MCT achieved the highest ranking for improving FNBMD (77.3%), supporting its potential as the most effective intervention (<xref ref-type="fig" rid="F4">Figure 4C</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Network Diagram and NMA Results. <bold>(A)</bold> Network diagram for FNBMD (g/cm<sup>2</sup>). <bold>(B)</bold> Relative effects of exercise interventions on FNBMD. Note: Estimates are presented as MD with 95% CrI (in parentheses). Read comparisons between interventions from left to right. Effectiveness estimates are at the intersection of exercise intervention columns and rows. Significant results are shown in bold. Continuous Endurance Training; Multicomponent Training; Resistance Training. <bold>(C)</bold> SUCRA for different exercise interventions on FNBMD. The exercise interventions in the plot are: MCT&#x2013;Multicomponent training, MBT&#x2013;Mind-body training, WBV&#x2013;Whole-body vibration, RT&#x2013;Resistance training, CET&#x2013;Continuous endurance training, CT&#x2013;Combined training, INT&#x2013;Intermittent training, Con&#x2013;Control group.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g004.tif">
<alt-text content-type="machine-generated">Diagram A shows a network of seven nodes representing different treatments with varying connection thickness. Chart C is a ranking plot of FNBMD with colored lines showing rank probabilities for treatments, each associated with a SUCRA value in the legend. Table B provides numerical results comparing treatments, with values and confidence intervals indicated.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3-4-2">
<title>3.4.2 Secondary outcomes</title>
<sec id="s3-4-2-1">
<title>3.4.2.1 WBBMD</title>
<p>In total, fifteen RCTs explored the efficacy of five exercise interventions on WBBMD in postmenopausal women (<xref ref-type="fig" rid="F5">Figure 5A</xref>). NMA results (<xref ref-type="fig" rid="F5">Figure 5B</xref>) revealed no statistically significant disparities among the different exercise interventions (<xref ref-type="fig" rid="F5">Figure 5B</xref>). SUCRA identified CT as the top-ranked intervention for WBBMD (77.6%), indicating its strong potential efficacy (see <xref ref-type="fig" rid="F5">Figure 5C</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Network Diagram and NMA Results <bold>(A)</bold> Network diagram for WBBMD (g/cm<sup>2</sup>). <bold>(B)</bold> Relative effects of different exercise interventions on WBBMD. Note: Estimates are presented as MD with 95% CrI (in parentheses). Read comparisons between interventions from left to right. Effectiveness estimates are at the intersection of exercise intervention columns and rows. Significant results are shown in bold. <bold>(C)</bold> SUCRA for different exercise interventions on WBBMD. The exercise interventions in the plot are: MCT&#x2013;Multicomponent training, WBV&#x2013;Whole-body vibration, RT&#x2013;Resistance training, CET&#x2013;Continuous endurance training, CT&#x2013;Combined training, Con&#x2013;Control group.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g005.tif">
<alt-text content-type="machine-generated">Diagram A shows a network with nodes labeled CET, Con, CT, MCT, RT, and WBV, connected by lines of varying thickness representing relationships. Chart C displays a rank probability graph for WBBMD with lines for CET, Con, CT, MCT, RT, and WBV and corresponding SUCRA percentages. Table B presents comparative data for these labels, showing numerical values and confidence intervals.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4-2-2">
<title>3.4.2.2 THBMD</title>
<p>In total, ten RCTs probed into the roles of five exercise interventions on THBMD in postmenopausal older women (<xref ref-type="fig" rid="F6">Figure 6A</xref>). NMA results (<xref ref-type="fig" rid="F6">Figure 6B</xref>) demonstrated that no statistically significant differences were found among the various exercise interventions (<xref ref-type="fig" rid="F6">Figure 6B</xref>). SUCRA indicated that MBT ranked highest for increasing THBMD (60.7%), suggesting it may be a promising intervention (see <xref ref-type="fig" rid="F6">Figure 6C</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Network Diagram and NMA Results. <bold>(A)</bold> Network diagram for THBMD (g/cm<sup>2</sup>). <bold>(B)</bold> Relative effects of different exercise interventions on total hip bone mineral density (THBMD). Note: Estimates are presented as MD with 95% CrI (in parentheses). Read comparisons between interventions from left to right. Effectiveness estimates are at the intersection of exercise intervention columns and rows. Significant results are shown in bold. <bold>(C)</bold> SUCRA for different exercise interventions on THBMD. The exercise interventions in the plot are: MCT&#x2013;Multicomponent training, MBT&#x2013;Mind-body training, WBV&#x2013;Whole-body vibration, RT&#x2013;Resistance training, CET&#x2013;Continuous endurance training, Con&#x2013;Control group.</p>
</caption>
<graphic xlink:href="fphys-16-1633913-g006.tif">
<alt-text content-type="machine-generated">Three subfigures are shown: A) Network diagram with nodes representing treatments (CET, Con, MBT, MCT, RT, WBV) connected by weighted lines. B) Matrix table with treatment comparisons and values in parentheses. C) Line graph of rank probability vs. rank, showing differently colored dashed lines for each treatment with SUCRA percentages.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec id="s3-5">
<title>3.5 Subgroup and sensitivity analyses</title>
<p>Only LSBMD and FNBMD met the criteria for subgroup analyses. For LSBMD, stratification by health status revealed that CET was significantly effective in healthy participants (MD 0.03; 95% CrI [0, 0.07]), whereas WBV was significantly effective in those with osteoporosis (MD 0.05; 95% CrI [0.02, 0.09]). SUCRA rankings also identified CET (78.9%) and WBV (81.0%) as top interventions. This suggests that exercise interventions exert beneficial effects across different health statuses, although the optimal modality may vary. For FNBMD, CET (MD 0.02; 95% CrI [0, 0.04]) and MCT (MD 0.03; 95% CrI [0.01, 0.05]) were both significantly effective in healthy participants. No statistically significant differences were observed in osteoporotic participants, but SUCRA rankings placed MCT (79.2%) and WBV (76.4%) at the top. Notably, the ranking of WBV differed substantially from the overall results, highlighting the need for further validation with high-quality RCTs (see <xref ref-type="sec" rid="s13">Supplementary Figure S2A&#x2013;C, S3A&#x2013;C, S4A&#x2013;C,S5A&#x2013;C</xref>).</p>
<p>Due to the limited number of eligible studies, subgroup analyses were not performed for WBBMD and THBMD; instead, sensitivity analyses were conducted. For WBBMD, exclusion of osteoporotic participants revealed no great differences among interventions, although SUCRA ranking placed CT (67.6%) as the leading intervention, consistent with the overall findings. This implies that health status has only a modest influence on whole-body bone mass. For THBMD, exclusion of osteoporotic participants likewise revealed no significant differences, but SUCRA rankings positioned MBT (61.8%) at the top, again aligning with the overall results. These findings imply that health status may have little impact on hip bone density, though the conclusions remain constrained by the limited evidence base. In summary, the results for WBBMD and THBMD should be interpreted cautiously, and additional high-quality RCTs are needed to substantiate these observations. (See <xref ref-type="sec" rid="s13">Supplementary Figure S6A&#x2013;C, S7A&#x2013;C</xref>).</p>
</sec>
<sec id="s3-6">
<title>3.6 Consistency and publication bias assessment</title>
<p>DIC served as a tool to compare consistency and inconsistency models. The variation in DIC values across all closed-loop models was lower than 5, indicating good model consistency with DIC. Node-splitting analysis was performed to assess and explore local inconsistencies in the closed loops, and the results showed no evidence of local inconsistency, as listed in <xref ref-type="table" rid="T2">Table 2</xref>. Regarding publication bias, adjusted funnel plots (<xref ref-type="sec" rid="s13">Supplementary Figures S8-S17</xref>) showed no traces of publication bias.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Local inconsistency evaluation and exploration for closed-loop results using node splitting method.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Outcomes</th>
<th align="left">Comparison</th>
<th align="left">Direct</th>
<th align="left">Indirect</th>
<th align="left">Network</th>
<th align="left">P.Value CrI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Lumbar spine</td>
<td align="left">Con vs CET</td>
<td align="left">&#x2212;0.03 (&#x2212;0.05,-0.01)</td>
<td align="left">&#x2212;0.04 (&#x2212;0.18, 0.11)</td>
<td align="left">&#x2212;0.03 (&#x2212;0.05,-0.01)</td>
<td align="left">0.86</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">MBT vs CET</td>
<td align="left">0.02 (&#x2212;0.05, 0.10)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.08, 0.05)</td>
<td align="left">0.01 (&#x2212;0.04, 0.06)</td>
<td align="left">0.51</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">MBT vs Con</td>
<td align="left">0.04 (&#x2212;0.01, 0.10)</td>
<td align="left">0.01 (&#x2212;0.11, 0.14)</td>
<td align="left">0.04 (&#x2212;0.01, 0.09)</td>
<td align="left">0.69</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">MBT vs CT</td>
<td align="left">&#x2212;0.01 (&#x2212;0.18, 0.14)</td>
<td align="left">0.03 (&#x2212;0.05, 0.11)</td>
<td align="left">0.02 (&#x2212;0.05, 0.09)</td>
<td align="left">0.67</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">WBV vs MBT</td>
<td align="left">0.01 (&#x2212;0.09, 0.12)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.07,0.04)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.06, 0.05)</td>
<td align="left">0.64</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">WBV vs MCT</td>
<td align="left">&#x2212;0.00 (&#x2212;0.06,0.06)</td>
<td align="left">0.01 (&#x2212;0.02, 0.03)</td>
<td align="left">0.01 (-0.02.0.03)</td>
<td align="left">0.85</td>
</tr>
<tr>
<td align="left">Lumbar spine</td>
<td align="left">WBV vs RT</td>
<td align="left">&#x2212;0.01 (-0.09,0.08)</td>
<td align="left">0.02 (&#x2212;0.00,0.04)</td>
<td align="left">0.02 (&#x2212;0.00,0.04)</td>
<td align="left">0.52</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">Con vs CET</td>
<td align="left">&#x2212;0.02 (&#x2212;0.04,-0.00)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.09,0.06)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.04,0.00)</td>
<td align="left">0.85</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">CT vs CET</td>
<td align="left">&#x2212;0.00 (&#x2212;0.05,0.05)</td>
<td align="left">&#x2212;0.00 (&#x2212;0.07,0.05)</td>
<td align="left">&#x2212;0.00 (&#x2212;0.04, 0.04)</td>
<td align="left">0.89</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">RT vs CET</td>
<td align="left">&#x2212;0.01 (&#x2212;0.08, 0.05)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.03, 0.01)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.03,0.01)</td>
<td align="left">0.86</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">CT vs Con</td>
<td align="left">0.02 (&#x2212;0.03.0.07)</td>
<td align="left">0.02 (&#x2212;0.04, 0.08)</td>
<td align="left">0.01 (&#x2212;0.02,0.05)</td>
<td align="left">0.94</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">MBT vs CT</td>
<td align="left">0.00 (&#x2212;0.07, 0.06)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.08,0.05)</td>
<td align="left">&#x2212;0.01 (-0.05,0.03)</td>
<td align="left">0.76</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">WBV vs MBT</td>
<td align="left">0.00 (&#x2212;0.07, 0.08)</td>
<td align="left">0.00 (&#x2212;0.02, 0.03)</td>
<td align="left">0.00 (&#x2212;0.02, 0.03)</td>
<td align="left">0.98</td>
</tr>
<tr>
<td align="left">Femoral neck</td>
<td align="left">WBV vs MCT</td>
<td align="left">0.01 (&#x2212;0.12,0.10)</td>
<td align="left">0.01 (&#x2212;0.04,0.01)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.03,0.01)</td>
<td align="left">0.98</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">Con vs CET</td>
<td align="left">&#x2212;0.02 (&#x2212;0.06,0.02)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.11, 0.06)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.05, 0.01)</td>
<td align="left">0.89</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">CT vs CET</td>
<td align="left">0.01 (-0.05,0.06)</td>
<td align="left">0.01 (&#x2212;0.06,0.08)</td>
<td align="left">0.01 (&#x2212;0.03, 0.05)</td>
<td align="left">0.89</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">CT vs Con</td>
<td align="left">0.04 (&#x2212;0.02, 0.09)</td>
<td align="left">0.02 (&#x2212;0.05, 0.09)</td>
<td align="left">0.03 (&#x2212;0.01, 0.07)</td>
<td align="left">0.70</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">MCT vs Con</td>
<td align="left">0.01 (&#x2212;0.03,0.04)</td>
<td align="left">0.02 (&#x2212;0.04 0.08)</td>
<td align="left">0.01 (&#x2212;0.02, 0.03)</td>
<td align="left">0.64</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">RT vs Con</td>
<td align="left">0.02 (&#x2212;0.02, 0.06)</td>
<td align="left">0.00 (&#x2212;0.05, 0.06)</td>
<td align="left">0.01 (&#x2212;0.02, 0.04)</td>
<td align="left">0.62</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">RT vs MCT</td>
<td align="left">&#x2212;0.00 (&#x2212;0.04,0.04)</td>
<td align="left">0.01 (&#x2212;0.04, 0.06)</td>
<td align="left">0.00 (&#x2212;0.02,0.03)</td>
<td align="left">0.68</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">WBV vs MCT</td>
<td align="left">&#x2212;0.01 (-0.09,0.08)</td>
<td align="left">0.00 (&#x2212;0.06,0.06)</td>
<td align="left">&#x2212;0.00 (&#x2212;0.05.0.04)</td>
<td align="left">0.93</td>
</tr>
<tr>
<td align="left">Whole body</td>
<td align="left">WBV vs RT</td>
<td align="left">0.00 (&#x2212;0.06, 0.07)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.10,0.06)</td>
<td align="left">&#x2212;0.00 (&#x2212;0.05,0.04)</td>
<td align="left">0.66</td>
</tr>
<tr>
<td align="left">Total hip</td>
<td align="left">RT vs CET</td>
<td align="left">0.01 (&#x2212;0.08, 0.11)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.08,0.06)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.05, 0.05)</td>
<td align="left">0.67</td>
</tr>
<tr>
<td align="left">Total hip</td>
<td align="left">WBV vs MCT</td>
<td align="left">&#x2212;0.00 (&#x2212;0.06,0.06)</td>
<td align="left">&#x2212;0.02 (&#x2212;0.10,0.06)</td>
<td align="left">&#x2212;0.01 (&#x2212;0.05, 0.04)</td>
<td align="left">0.70</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<sec id="s4-1">
<title>4.1 Key findings</title>
<p>A comprehensive literature search identified 55 RCTs involving 3,454 participants, and a Bayesian NMA was conducted to evaluate the comparative effects of seven exercise interventions&#x2014;namely CET, RT, MCT, MBT, WBV, INT, and CT&#x2014;on BMD in postmenopausal women. Outcomes were analyzed across multiple skeletal sites, including the lumbar spine, femoral neck, total hip, and whole body. The results suggested MBT as a promising intervention for attenuating the loss of LSBMD, while MCT appeared potentially beneficial for improving FNBMD. In contrast, CET, CT, and INT showed no significant effects on the primary outcomes of BMD. For the secondary outcomes, SUCRA analysis ranked CT highest for WBBMD and MBT for THBMD, implying relative advantages of these modalities, although no definitive statistical superiority was established.</p>
<sec id="s4-1-1">
<title>4.1.1 Effects of different exercise interventions on primary BMD outcomes</title>
<sec id="s4-1-1-1">
<title>4.1.1.1 LSBMD</title>
<p>NMA revealed that MBT, primarily consisting of practices such as Baduanjin, Tai Chi, Yijinjing, and yoga, had the highest probability of improving LSBMD in postmenopausal women. These findings align with previous research by <xref ref-type="bibr" rid="B40">Li et al. (2023)</xref>. Prior research reported that MBTs like Baduanjin may enhance musculoskeletal strength and flexibility, systematically engage joints and muscles, and improve balance, cardiopulmonary function, and mental wellbeing, thereby achieving holistic mind&#x2013;body benefits (<xref ref-type="bibr" rid="B41">Liu et al., 2015</xref>). Some researchers hypothesize that these exercises could modulate endocrine function&#x2014;for example, by elevating serum vitamin D levels, reducing parathyroid hormone, and increasing intestinal calcium absorption&#x2014;mechanisms that could facilitate bone formation (<xref ref-type="bibr" rid="B88">Zhao et al., 2017</xref>). However, these mechanisms were not directly assessed in the present NMA and should therefore be interpreted as potential explanations rather than empirical evidence. Tai Chi, characterized by slow and fluid movements, has been reported to help prevent bone loss at the lumbar spine and proximal femoral neck in menopausal women (<xref ref-type="bibr" rid="B89">Zou et al., 2017</xref>). This benefit may be related to two mechanisms: first, engagement of the lumbar spine creates shear stress; second, repeated weight transfer between legs produces ground reaction forces (<xref ref-type="bibr" rid="B82">Wu and Hitt, 2005</xref>; <xref ref-type="bibr" rid="B16">Chang et al., 2014</xref>). Both mechanisms may stimulate osteogenesis in weight-bearing bones. Similarly, Yi Jin Jing, through stretching muscles and tendons, may enhance flexibility and joint mobility, potentially offering therapeutic benefits for bone health and overall wellbeing. <xref ref-type="bibr" rid="B89">Zou et al. (2017)</xref> noted that the unique low-impact nature of MBTs, such as Tai Chi and Baduanjin, not only supports bone metabolism and increases BMD but also minimizes injury risk, making them particularly suitable for elderly postmenopausal women (<xref ref-type="bibr" rid="B65">Shen et al., 2010</xref>). Considering physical, psychological, and social factors, MBTs such as Baduanjin and Tai Chi appear to be potentially valuable strategies for improving LSBMD in this demographic.</p>
</sec>
<sec id="s4-1-1-2">
<title>4.1.1.2 FNBMD</title>
<p>This study indicated that MCT appears to be a potentially effective option for enhancing FNBMD in elderly postmenopausal women. MCT typically incorporates a combination of RT, CET, balance training, and flexibility exercises. Each component contributes independently, yet they act synergistically to improve both BMD and overall health. RT delivers mechanical loading that stimulates bone formation. CET enhances cardiovascular function and metabolic health. Balance training reduces the risk of falls, and flexibility exercises improve joint mobility and muscle coordination. Together, these components interact to facilitate gains in bone mineral density and overall physical wellbeing. Beyond these direct effects, potential biological mechanisms underlying the benefits of MCT warrant further attention. Previous studies suggest that comprehensive exercise programs can enhance blood circulation to bone tissue, thereby improving nutrient and oxygen delivery and supporting osteoblast activity (<xref ref-type="bibr" rid="B59">Renno et al., 2007</xref>). In addition, vascular endothelial cells can release local regulators such as nitric oxide, interleukin-6, and endothelin, which stimulate osteoblast differentiation and inhibit osteoclast activity. Importantly, recent experimental evidence highlights that mixed aerobic and anaerobic training protocols may also elicit endocrine responses that favor bone remodeling. For instance, Vasto et al. reported that high-intensity trampoline-based training increased circulating GLP-1 and GIP levels in adult women. These peptides are known to influence glucose metabolism and bone turnover (<xref ref-type="bibr" rid="B75">Vasto et al., 2022</xref>). Although such mechanisms were not directly assessed in our NMA, they provide valuable insights suggesting that the effects of MCT on bone health may extend beyond mechanical loading to include hormonal and metabolic pathways.</p>
<p>Nevertheless, these mechanisms remain speculative in the context of this analysis. Future RCTs incorporating both BMD outcomes and biomarker assessments are essential to elucidate whether these endocrine pathways mediate the observed benefits of MCT on skeletal health in postmenopausal women.</p>
</sec>
</sec>
<sec id="s4-1-2">
<title>4.1.2 Effects of different exercise interventions on secondary outcomes</title>
<p>SUCRA ranking identified CT and MBT as the most promising interventions for slowing the decline in WBBMD and THBMD, or the reduction of bone mass in postmenopausal women. A combination of CET and RT stimulates osteoblast activity through mechanical loading, promoting bone formation. Additionally, CET improves blood circulation and metabolism, and provides enhanced nourishment to the bones, collectively slowing the loss of WBBMD in postmenopausal women. MBTs, such as Baduanjin, Yijinjing, yoga, and Tai Chi, offer gentle mechanical loading to the bones, activating osteoblast activity and promoting bone formation. Furthermore, these exercises focus on balance, coordination, and muscle control, so that they are conducive to enhancing body stability and muscle strength, alleviating the risk of falls, and indirectly protecting bone health. Moreover, MBTs help alleviate stress, improve endocrine balance, and further attenuate the loss of THBMD in elderly postmenopausal women.</p>
</sec>
</sec>
<sec id="s4-2">
<title>4.2 Differences in interventions and participants and their impact</title>
<p>Although exercise modalities were categorized as CET, RT, MCT, MBT, WBV, INT, and CT, the specific intervention protocols across studies varied in intensity, frequency, duration, loading pattern, and supervision (<xref ref-type="sec" rid="s13">Supplementary Table S1</xref>). This heterogeneity may, in part, explain the differences in effect sizes. For example, WBV varied significantly in frequency and acceleration, potentially leading to inconsistent skeletal responses. Mind-body training, while generally producing lower impact loads, may improve lumbar spine stability and reduce fall risk, explaining its relative advantage in improving LSBMD rather than the hip. Intervention duration and adherence also influenced the results. Hence, these differences should be considered when interpreting the pooled results. More standardized reporting and protocol design is needed in future trials.</p>
<p>Collectively, the subgroup and sensitivity analyses indicate that participant characteristics have limited influence on the overall conclusions. Specifically, CET and WBV appear particularly beneficial in improving LSBMD among osteoporotic women, while MCT demonstrates relative advantages in enhancing FNBMD, especially in healthy participants. These findings are consistent with the exercise characteristics of osteoporotic populations: given their reduced bone mass and fragile skeletal architecture, osteoporotic women are typically unsuitable for high-impact or high-load exercise. Instead, moderate-intensity, continuous aerobic exercise (e.g., CET) offers a safe option that stimulates bone metabolism and slows bone loss (<xref ref-type="bibr" rid="B55">Papaioannou et al., 2010</xref>; <xref ref-type="bibr" rid="B83">Yagami et al., 2014</xref>). Moreover, this population often experiences decreased muscle strength and balance, leading to elevated fall risk. WBV provides skeletal loading under low mechanical stress and also improves lower-limb strength and balance, thereby enhancing bone density and reducing fall risk simultaneously (<xref ref-type="bibr" rid="B58">Rayman et al., 2011</xref>; <xref ref-type="bibr" rid="B74">Triunfo et al., 2013</xref>; <xref ref-type="bibr" rid="B4">Author anonymous, 2023</xref>). In summary, these results underscore the differential effects of exercise interventions across populations and highlight the need for future studies to design exercise prescriptions for osteoporotic women that are both safer and more effective.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Strengths and limitations</title>
<p>To the best of our knowledge, this NMA marks a pioneering endeavor to comprehensively evaluate and compare the diverse impacts of exercise interventions on BMD in elderly postmenopausal women, while simultaneously establishing a comprehensive ranking of these interventions based on their efficacy. This study unveils profound insights into the optimal interventions for fortifying BMD in this demographic. However, several limitations must be acknowledged. First, the relatively constrained sample sizes and the paucity of included studies could potentially compromise the precision and generalizability of the findings. Second, the considerable variability in exercise protocols, participant profiles, as well as the intensity, frequency, and duration of physical activity across studies introduces an element of heterogeneity. Further stratification by baseline BMD status or detailed age categories was not feasible due to insufficient data. Nevertheless, differences in baseline BMD levels and age distributions across studies may have influenced the observed outcomes. However, the limited reporting prevented more comprehensive exploration. In addition, the exclusive reliance on English-language literature may introduce potential selection bias. Therefore, more high-quality RCTs are necessary to validate the results of this study.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>Currently, no single exercise intervention has been shown to unequivocally optimize BMD across all skeletal sites in elderly postmenopausal women. MBT emerged as a potentially effective intervention for slowing BMD decline and preserving bone mass in the lumbar spine and total hip joint. MCT appeared most promising for enhancing FNBMD, while CT showed potential benefits in sustaining WBBMD in postmenopausal women. Given the inherent constraints of current clinical research, future research should focus on larger cohorts, extended follow-up durations, and more stringent research frameworks to substantiate these promising yet preliminary findings.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s13">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>MM: Writing &#x2013; original draft, Software, Data curation, Conceptualization, Methodology, Validation. WS: Visualization, Investigation, Writing &#x2013; review and editing, Supervision. DL: Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s13">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphys.2025.1633913/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphys.2025.1633913/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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