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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2025.1621206</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The effects of beta-hydroxy-beta-methyl butyrate supplementation in surgical patients: a systematic review and meta-analysis of randomized controlled trials</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Hu</surname> <given-names>Yan-Ge</given-names></name>
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</contrib>
<contrib contrib-type="author">
<name><surname>Shi</surname> <given-names>Ji-Heng</given-names></name>
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</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Da-Xing</given-names></name>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Huang</surname> <given-names>Hui-Bin</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/848480/overview"/>
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<aff><institution>Department of Emergency, Fuxing Hospital of Capital Medical University</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Cristian Sandoval, University of La Frontera, Chile</p></fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Akikazu Hagiyama, Okayama University, Japan</p>
<p>Katherine Garcia Malpartida, Hospital Cl&#x00ED;nico Universitario de Valencia, Spain</p>
<p>Pablo Guerra, Hospital Base San Jose, Chile</p></fn>
<corresp id="c001">&#x002A;Correspondence: Hui-Bin Huang, <email>psyc6789@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1621206</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Hu, Shi, Yu and Huang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Hu, Shi, Yu and Huang</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 id="sec1">
<title>Background</title>
<p>Beta-hydroxy-beta-methylbutyrate (HMB) is a nutritional supplement that has demonstrated favorable effects on restoring muscle mass. However, evidence to support its use in patients underlying surgery remains unclear. We aimed to conduct a systematic review and meta-analysis of HMB in this population to ascertain its effect.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We searched PubMed, EMBASE, Web of Science, the China National Knowledge Infrastructure, Wanfang, and the Cochrane Library for randomized controlled trials (RCTs) focused on surgical patients receiving HMB compared to controls. The last search was March 15, 2025. Length of stay (LOS) and postoperative complications were the primary outcomes. We assessed study quality and performed subgroup analysis, sensitivity analysis, and the GRADE system to explore potential heterogeneity.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Eleven RCTs with 575 patients were included. There are some differences in study design, HMB protocols, and muscle measurements among these trials. Overall, HMB significantly reduced the hospital LOS (MD &#x2212;0.90&#x202F;days; 95% CI, &#x2212;1.79 to &#x2212;0.01; <italic>I</italic><sup>2</sup> =&#x202F;0%, <italic>p</italic>&#x202F;=&#x202F;0.05) and postoperative complications (RR 0.50; 95% CI, 0.32 to 0.79; <italic>I</italic><sup>2</sup> =&#x202F;0%, <italic>p</italic>&#x202F;=&#x202F;0.003). These findings were confirmed in most subgroup and sensitivity analyses. As to muscle measurements, the HMB group had significantly more mid-arm muscle-circumference (<italic>p</italic>&#x202F;=&#x202F;0.05), appendix skeletal muscle mass (<italic>p</italic>&#x202F;=&#x202F;0.03) and 6-min walking distances (<italic>p</italic>&#x202F;=&#x202F;0.007), but had similar changes in skeletal muscle mass and lean body mass. Regarding nutritional status, compared to the control group, the HMB group did not show significant improvement from baseline after treatment, including body weight, body mass index, serum albumin, and total albumin (<italic>p</italic>-values from 0.10 to 0.63).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>HMB supplement seems to significantly improve hospital LOS and postoperative complications, as well as some outcomes of muscle measurements and physical function. However, due to the significantly heterogeneity among the included studies, more well-designed RCTs are needed to confirm our findings.</p>
</sec>
</abstract>
<kwd-group>
<kwd>beta-hydroxy-beta-methyl butyrate</kwd>
<kwd>surgery</kwd>
<kwd>muscle mass</kwd>
<kwd>complication</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<contract-num rid="cn1">HLCMHPP2023090</contract-num>
<contract-sponsor id="cn1">High Level Chinese Medical Hospital Promotion Project</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="47"/>
<page-count count="11"/>
<word-count count="6836"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Clinical Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Recently, the nutritional status of surgical patients has gained significant attention (<xref ref-type="bibr" rid="ref1">1</xref>). It is known that inadequate nutrition can negatively impact postoperative outcomes (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>). Specifically, protein-energy malnutrition and deficient in micronutrients and essential nutrients can increase inflammation, weaken immune function, and hinder wound healing (<xref ref-type="bibr" rid="ref4">4</xref>). These issues can lead to decreased muscle mass, delayed recovery, and prolonged hospital stays (<xref ref-type="bibr" rid="ref5">5</xref>). Research has shown that surgery-related muscle loss (SRML) is quite common, affecting about 38 to 52% of patients following major abdominal surgery (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). Muscle wasting occurs due to various factors, such as chronic obstructive pulmonary disease, diabetes, older age, open resection operation, insufficient protein intake before surgery, and decreased physical activity following surgery (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). Studies indicate that patients experiencing SRML have more postoperative complications, and those who suffer from both loss of muscle quantity and quality loss have poorer overall survival rates compared to other groups (<xref ref-type="bibr" rid="ref6 ref7 ref8">6&#x2013;8</xref>). On the other hand, increased protein intake before surgery is associated with a lower risk of developing SRML. Despite this knowledge, current strategies to prevent muscle wasting, such as infection control, enhanced protein supplementation, and pharmacological treatments, have largely fallen short of effectiveness.</p>
<p>In recent years, research has highlighted the role of beta-hydroxy-beta-methylbutyrate (HMB) in maintaining skeletal muscle mass (<xref ref-type="bibr" rid="ref10">10</xref>). HMB, a metabolite derived from leucine, is essential for muscle protein synthesis and helps reduce protein breakdown (<xref ref-type="bibr" rid="ref11">11</xref>). Various studies have shown that HMB can mitigate muscle loss, maintain muscle strength and function in older adults, and aid in recovery from exercise-induced muscle injuries (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). Consequently, HMB has gained considerable clinical interest. Several meta-analyses suggested that individuals suffering from sarcopenia (<xref ref-type="bibr" rid="ref14">14</xref>), malnutrition (<xref ref-type="bibr" rid="ref15">15</xref>), or cancer (<xref ref-type="bibr" rid="ref16">16</xref>) may benefit from HMB supplementation, including increased muscle mass and strength. On the contrary, the benefits of HMB have not been consistently observed in critically ill patients, likely due to the highly heterogeneous nature of this population (<xref ref-type="bibr" rid="ref17">17</xref>). Despite these findings, there is still a lack of comprehensive evidence from meta-analyses regarding the effectiveness of HMB in improving muscle mass and clinical outcomes, particularly in surgical patients.</p>
<p>Recently, several studies have been published on HMB supplementation in surgical patients (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>). Therefore, with the strengths of meta-analysis, we aim to conduct a systematic review and meta-analysis to explore whether HMB supplementation could be beneficial to surgical patients in terms of clinically important outcomes and muscle maintenance.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Protocol</title>
<p>This systematic review and meta-analysis followed the PRISMA with 2020 updates and Cochrane Collaboration guidelines (<xref ref-type="supplementary-material" rid="SM1">Supplementary File 1</xref>) (<xref ref-type="bibr" rid="ref21">21</xref>) by a pre-registered protocol (INPLASY202530123).</p>
</sec>
<sec id="sec8">
<title>Search strategy and selection criteria</title>
<p>Two authors (Y-GH and J-HS) performed a comprehensive search independently from inception until March 15, 2025, using PubMed, EMBASE, Web of Science, the China National Knowledge Infrastructure, Wanfang, and Cochrane Library. The search incorporated medical subject headings and keywords, specifically targeting terms like &#x201C;&#x03B2;-hydroxy-beta-methylbutyrate&#x201D; OR &#x201C;beta-hydroxy-beta-methylbutyrate&#x201D; OR &#x201C;hydroxy methylbutyrate&#x201D; AND &#x201C;surgery&#x201D; OR &#x201C;operation&#x201D; OR &#x201C;operative,&#x201D; without language or year restrictions. The search strategy is detailed in <xref ref-type="supplementary-material" rid="SM1">Supplementary File 2</xref>. Moreover, grey literature was explored through <ext-link xlink:href="https://scholar.google.com" ext-link-type="uri">https://scholar.google.com</ext-link> and <ext-link xlink:href="https://www.basesearch.net" ext-link-type="uri">https://www.basesearch.net</ext-link>, and references of selected articles were examined for any eligible studies.</p>
</sec>
<sec id="sec9">
<title>Selection criteria</title>
<p>We included studies in the meta-analysis based on the following criteria. First, participants were adult patients over 18&#x202F;years old undergoing surgery. Second, the intervention involved HMB in the experimental group, with no limitations on the dosage, administration route, duration of treatment, or use of additional supplements. Third, comparators were non-HMB interventions, placebo or conventional therapy. Fourth, only RCTs were included. Finally, the outcomes measured included clinical outcomes, muscle measurements, and nutritional status indicators. We excluded studies based on the following criteria: children or pregnant women, duplicate publications, or those designed as cohort studies, abstracts, reviews, or comments.</p>
</sec>
<sec id="sec10">
<title>Data extraction and outcomes</title>
<p>The two authors extracted relevant data from the tables, figures, texts or additional files from the included RCTs. These variables included trial characteristics (first author&#x2019;s name, year of publication, country, and study design), patient characteristics (age, sex ratio, patient population, body mass index, and body weight), HMB and control regimens, and predefined outcomes. We preferred to use the intention-to-treat results of the included RCTs. For studies that provide results from assessments at different time points, we selected the longest assessment time points after treatment for inclusion in the meta-analysis. Any disagreements were resolved by consulting a third researcher (H-BH).</p>
<p>The primary outcomes were clinical indicators such as the length of stay (LOS) in the hospital and postoperative complications. Secondary outcomes included muscle measures [i.e., appendicular skeletal muscle mass (ASMM), mid-arm muscle-circumference (MAMC), lean body mass (LBM)], physical function [i.e., hand grip strength (HGS), gait speed, or 6-min walking distance (6-MWD)], and nutritional status [i.e., serum albumin, total albumin, body mass index (BMI), or body weight (BW)].</p>
</sec>
<sec id="sec11">
<title>Quality assessment</title>
<p>Y-GH and J-HS independently conducted quality assessments of each publication using the Cochrane Risk of Bias tool (version 2) (<xref ref-type="bibr" rid="ref22">22</xref>). Publication bias was evaluated by visual inspection of funnel plots when 10 or more trials were available. We used the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) system to evaluate the quality of evidence (<xref ref-type="bibr" rid="ref23">23</xref>). The disagreements between the two authors were resolved by consulting a third author (H-BH).</p>
</sec>
<sec id="sec12">
<title>Statistical analysis</title>
<p>We used RevMan 5.4 software, as recommended by the Cochrane Library, for the meta-analysis. The mean differences (MD) or odds ratios (ORs) and their corresponding 95% confidence intervals (CIs) were used to assess efficacy. For studies reporting median and interquartile range (IQR) but not SD, we estimated the mean and SD from the median and IQR, respectively (<xref ref-type="bibr" rid="ref24">24</xref>). We conducted meta-analyses on predefined outcomes when at least two trials were available for pooling. We used the <italic>I</italic><sup>2</sup> statistic to test for heterogeneity, with values of <italic>I</italic><sup>2</sup>&#x202F;&#x003C;&#x202F;50% and <italic>I</italic><sup>2</sup>&#x202F;&#x003E;&#x202F;50% indicating low and high heterogeneity, respectively. A fixed-effect model was used when <italic>I</italic><sup>2</sup>&#x202F;&#x003C;&#x202F;50%, and a random-effect model was used when <italic>I</italic><sup>2</sup> &#x003E;&#x202F;50% (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>To test the outcomes&#x2019; robustness and explore the potential influence factors, we conducted sensitivity analyses to identify each study&#x2019;s influence on the overall pooled estimate of the outcome of interest. We also performed subgroup analyses based on the following criteria: (1) exercise (with or without), (2) location (Asia or non-Asia), (3) patient age (&#x2265;65&#x202F;years or &#x003C;65&#x202F;years), (4) HMB regimen (use of HMB alone or combined HMB with additional supplements), and (5) study design (double-blind or undouble-blind).</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<title>Results</title>
<sec id="sec14">
<title>Searching results</title>
<p>The primary search identified 135 records from the databases and additional searches. After removing duplicates, 91 records remained for title and abstract screening, of which 74 were excluded as they did not meet the inclusion criteria. A Subsequent full-text screening ruled out 6 RCTs, with the reasons for exclusion detailed in <xref ref-type="supplementary-material" rid="SM1">Supplementary File 3</xref>. Finally, 11 RCTs were included in the quantitative analyses (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref26 ref27 ref28 ref29 ref30 ref31 ref32 ref33">26&#x2013;33</xref>). The process of identification, screening and study inclusion is illustrated as a PRISMA flow diagram in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of literature selection.</p>
</caption>
<graphic xlink:href="fnut-12-1621206-g001.tif"/>
</fig>
</sec>
<sec id="sec15">
<title>Study characteristics</title>
<p><xref ref-type="table" rid="tab1">Table 1</xref> summarizes the characteristics of the included RCTs. These trials, published from 2011 to 2025, were conducted in seven countries: T&#x00FC;rkiye, China, Italy, Spain, Japan, Iran, and the United States. In total, 575 patients were analyzed, with 294 in the HMB group and 281 in the control group. Of these trials, nine were single-center (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref26 ref27 ref28 ref29">26&#x2013;29</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>), while two were multi-center (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), focusing on conditions like hip fracture (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), cardiac surgery (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>), cancer (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>), liver transplantation (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref29">29</xref>), and endoscopic surgery (<xref ref-type="bibr" rid="ref26">26</xref>). Five of the included RCTs administered HMB as a single supplement (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref29 ref30 ref31">29&#x2013;31</xref>), while the other six combined HMB with arginine and glutamine (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>). All studies administered a daily dose of 3&#x202F;g of HMB, taken as 1.5&#x202F;g twice daily. Additionally, four trials incorporated exercises with HMB interventions (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). Follow-up assessments were conducted in all RCTs, with the timing of outcome assessment ranging from 10&#x202F;days to 12&#x202F;months post-intervention. The details regarding the study strategies are summarized in <xref ref-type="table" rid="tab2">Table 2</xref>. A total of six studies (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>) described the complications which were summarized in <xref ref-type="supplementary-material" rid="SM1">Supplementary File 6</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of the included studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Study</th>
<th align="left" valign="top" rowspan="2">Country</th>
<th align="left" valign="top" rowspan="2">Population</th>
<th align="center" valign="top" rowspan="2">Design</th>
<th align="center" valign="top" colspan="2"><italic>N</italic></th>
<th align="center" valign="top" colspan="2">Age (year)</th>
<th align="center" valign="top" colspan="2">Gender (%)</th>
<th align="left" valign="top" rowspan="2">Primary outcome</th>
<th align="left" valign="top" rowspan="2">Risk of bias</th>
</tr>
<tr>
<th align="center" valign="top">HMB</th>
<th align="center" valign="top">Ctrl</th>
<th align="center" valign="top">HMB</th>
<th align="center" valign="top">Ctrl</th>
<th align="center" valign="top">HMB</th>
<th align="center" valign="top">Ctrl</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Clements et al. (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">LGB</td>
<td align="center" valign="top">SC, UB</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">47.9</td>
<td align="center" valign="top">46</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">6.2</td>
<td align="left" valign="top">Muscle measure</td>
<td align="left" valign="top">High</td>
</tr>
<tr>
<td align="left" valign="top">Ekinci et al. (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
<td align="left" valign="top">T&#x00FC;rkiye</td>
<td align="left" valign="top">Hip fracture</td>
<td align="center" valign="top">SC, UB</td>
<td align="center" valign="top">38</td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">82.2</td>
<td align="center" valign="top">83.1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0</td>
<td align="left" valign="top">Complications</td>
<td align="left" valign="top">High</td>
</tr>
<tr>
<td align="left" valign="top">Kamo et al. (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">Liver transplantation</td>
<td align="center" valign="top">SC, DB</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">58.5</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">41.7</td>
<td align="center" valign="top">58.3</td>
<td align="left" valign="top">Grip strength</td>
<td align="left" valign="top">low</td>
</tr>
<tr>
<td align="left" valign="top">Lattanzi et al. (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
<td align="left" valign="top">Italy</td>
<td align="left" valign="top">Liver transplantation</td>
<td align="center" valign="top">SC, UB</td>
<td align="center" valign="top">12</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">60.4</td>
<td align="center" valign="top">59.3</td>
<td align="center" valign="top">100</td>
<td align="center" valign="top">100</td>
<td align="left" valign="top">Muscle measure</td>
<td align="left" valign="top">High</td>
</tr>
<tr>
<td align="left" valign="top">Malafarina et al. (<xref ref-type="bibr" rid="ref31">31</xref>)</td>
<td align="left" valign="top">Spain</td>
<td align="left" valign="top">Hip fracture</td>
<td align="center" valign="top">MC, UB</td>
<td align="center" valign="top">55</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">85.7</td>
<td align="center" valign="top">84.7</td>
<td align="center" valign="top">32.7</td>
<td align="center" valign="top">18.6</td>
<td align="left" valign="top">Nutritional status</td>
<td align="left" valign="top">High</td>
</tr>
<tr>
<td align="left" valign="top">Nishizaki et al. (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">Knee arthroplasty</td>
<td align="center" valign="top">SC, UB</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">71.1</td>
<td align="center" valign="top">69.8</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">62.8</td>
<td align="left" valign="top">Muscle measure</td>
<td align="left" valign="top">Unclear</td>
</tr>
<tr>
<td align="left" valign="top">Norouzi et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="left" valign="top">Iran</td>
<td align="left" valign="top">Heart surgery</td>
<td align="center" valign="top">SC, DB</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">59</td>
<td align="center" valign="top">55</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">50</td>
<td align="left" valign="top">Myocardial biomarkers</td>
<td align="left" valign="top">Low</td>
</tr>
<tr>
<td align="left" valign="top">Ogawa et al. (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">Cardiac surgery</td>
<td align="center" valign="top">SC, SB</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">71.8</td>
<td align="center" valign="top">72.5</td>
<td align="center" valign="top">68</td>
<td align="center" valign="top">64</td>
<td align="left" valign="top">Six-minute walking distance</td>
<td align="left" valign="top">Unclear</td>
</tr>
<tr>
<td align="left" valign="top">Wada et al. (<xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">Malignancies</td>
<td align="center" valign="top">SC, DB</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">66</td>
<td align="center" valign="top">69</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">55.9</td>
<td align="left" valign="top">Complications</td>
<td align="left" valign="top">Low</td>
</tr>
<tr>
<td align="left" valign="top">Yang et al. (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Colon cancer</td>
<td align="center" valign="top">MC, UB</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">70.1</td>
<td align="center" valign="top">70.8</td>
<td align="center" valign="top">51.6</td>
<td align="center" valign="top">53.6</td>
<td align="left" valign="top">Nutritional status</td>
<td align="left" valign="top">Unclear</td>
</tr>
<tr>
<td align="left" valign="top">Zuo et al. (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Hip fracture</td>
<td align="center" valign="top">SC, UB</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">70.2</td>
<td align="center" valign="top">59.3</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">54.5</td>
<td align="left" valign="top">Nutritional status</td>
<td align="left" valign="top">Unclear</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Ctrl, control; DB, double-blind; HMB, beta-hydroxy-beta-methyl butyrate; LGB, laparoscopic gastric bypass; MC, multicentre; SB, single-blind; SC, single-center; UB, unblind.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Study strategies of the included RCTs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study</th>
<th align="left" valign="top">Timing of HMB administration</th>
<th align="left" valign="top">Nutrition protocol calories; protein</th>
<th align="center" valign="top">Intervention group</th>
<th align="center" valign="top">Control group</th>
<th align="center" valign="top">Exercise</th>
<th align="left" valign="top">Timing of evaluation</th>
<th align="left" valign="top">Muscle measure</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Clements et al. (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
<td align="left" valign="top">Starting the day after surgery</td>
<td align="left" valign="top">Measured by IC</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 8&#x202F;weeks; <italic>n</italic> =&#x202F;14</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;16</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">2, 8<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref> weeks PO</td>
<td align="left" valign="top">DXA</td>
</tr>
<tr>
<td align="left" valign="top">Ekinci et al. (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
<td align="left" valign="top">After surgery</td>
<td align="left" valign="top">Guided by a dietitian</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 30&#x202F;days; <italic>n</italic> =&#x202F;32</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">15, 30<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref> days PO</td>
<td align="left" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">Kamo et al. (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="left" valign="top">After surgery</td>
<td align="left" valign="top">From 10&#x2013;15 to 25&#x2013;30&#x202F;kcal/kg/day; 1.2&#x2013;1.5&#x202F;g/kg/day</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 30&#x202F;days; <italic>n</italic> =&#x202F;12</td>
<td align="center" valign="top">Placebo; <italic>n</italic> =&#x202F;11</td>
<td align="center" valign="top">ER</td>
<td align="left" valign="top">1, 2<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref> months PO</td>
<td align="left" valign="top">CT</td>
</tr>
<tr>
<td align="left" valign="top">Lattanzi et al. (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
<td align="left" valign="top">30&#x202F;days after surgery</td>
<td align="left" valign="top">25&#x2013;30&#x202F;kcal/kg/day;1.2&#x202F;g/kg/day</td>
<td align="center" valign="top">HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 12&#x202F;weeks; <italic>n</italic> =&#x202F;12</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;10</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">End of treatment, 6, 12<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref> months</td>
<td align="left" valign="top">DXA</td>
</tr>
<tr>
<td align="left" valign="top">Malafarina et al. (<xref ref-type="bibr" rid="ref31">31</xref>)</td>
<td align="left" valign="top">Starting at the rehabilitation</td>
<td align="left" valign="top">1,500&#x202F;kcal/day;87.4&#x202F;g/day</td>
<td align="center" valign="top">HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) until discharge; <italic>n</italic> =&#x202F;49</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;43</td>
<td align="center" valign="top">ER</td>
<td align="left" valign="top">Discharge<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">BIA</td>
</tr>
<tr>
<td align="left" valign="top">Nishizaki et al. (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="left" valign="top">Five days before surgery</td>
<td align="left" valign="top">NR</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 33&#x202F;days; <italic>n</italic> =&#x202F;13</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;10</td>
<td align="center" valign="top">ER</td>
<td align="left" valign="top">18,14 BO, and PO<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">CT</td>
</tr>
<tr>
<td align="left" valign="top">Norouzi et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="left" valign="top">30&#x202F;days before cardiac surgery</td>
<td align="left" valign="top">NR</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 30&#x202F;days; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">Placebo; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">10&#x202F;days PO<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">Ogawa et al. (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="left" valign="top">At least 2&#x202F;weeks before surgery</td>
<td align="left" valign="top">Dietary intake was guided by a dietitian</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for at least 14&#x202F;days; <italic>n</italic> =&#x202F;22</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;44</td>
<td align="center" valign="top">ER</td>
<td align="left" valign="top">One day BO, and 2&#x202F;weeks PO<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">BIA</td>
</tr>
<tr>
<td align="left" valign="top">Wada et al. (<xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="left" valign="top">Once daily for 3&#x202F;days preoperatively</td>
<td align="left" valign="top">NR</td>
<td align="center" valign="top">C-HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 10&#x202F;days; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">Placebo; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">Discharge<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">BIA</td>
</tr>
<tr>
<td align="left" valign="top">Yang et al. (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="left" valign="top">10&#x202F;days before surgery</td>
<td align="left" valign="top">NR</td>
<td align="center" valign="top">HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 40&#x202F;days; <italic>n</italic> =&#x202F;31</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;28</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">30&#x202F;days PO<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">Zuo et al. (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="left" valign="top">At randomization</td>
<td align="left" valign="top">3-Phase nutrition program<xref ref-type="table-fn" rid="tfn1"><sup>a</sup></xref></td>
<td align="center" valign="top">HMB 3&#x202F;g (2&#x202F;&#x00D7;&#x202F;1.5-g doses/day) for 6&#x202F;weeks; <italic>n</italic> =&#x202F;30</td>
<td align="center" valign="top">Usual care; <italic>n</italic> =&#x202F;28</td>
<td align="center" valign="top">NR</td>
<td align="left" valign="top">3, 6<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref> weeks PO</td>
<td align="left" valign="top">BIA</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>BIA, bioelectrical impedance analysis; BO, before operation; C-HMB, HMB combined with other supplements, such as arginine, or glutamine; CT, computed tomography; DXA, dual-emission X-ray absorptiometry; ER, early rehabilitation; HMB, beta-hydroxy-beta-methyl butyrate; IC, indirect calorimetry; NR, not report; PO, postoperative.</p>
<fn id="tfn1"><label>a</label><p>The total daily calorie and protein supply at the three time stages (0&#x2013;2&#x202F;weeks, 2&#x2013;4&#x202F;weeks, and 4&#x202F;weeks) was 1,400&#x202F;kcal/day, 84&#x202F;g/day; 1,650&#x202F;kcal, 82&#x202F;g/day; and 1,925&#x202F;kcal/, 86&#x202F;g/day, respectively.</p></fn>
<fn id="tfn2"><label>b</label><p>The results in this timing of evaluation were selected for inclusion in the meta-analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Quality assessment</title>
<p>The results of the risk of bias assessment of the included RCTs are presented in <xref ref-type="supplementary-material" rid="SM1">Supplementary File 4</xref>. The risk of bias in RCTs ranged from low to high in all critical domains. Evaluation of publication bias by visually inspecting funnel plots showed potential publication bias in the included trials (<xref ref-type="supplementary-material" rid="SM1">Supplementary File 5</xref>). Through the GRADE method, we rated the evidence for pooled data for hospital LOS, complication, HG, BW, BMI, ASMM, albumin, and 6-MWD as moderate, moderate, low, very low, very low, very low, and low, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary File 6</xref>).</p>
</sec>
<sec id="sec17">
<title>Primary outcome</title>
<p>Hospital LOS and postoperative complications were reported in nine (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30 ref31 ref32 ref33">28&#x2013;33</xref>) and seven (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>) RCTs, respectively. Our analyses showed that HMB significantly reduced hospital LOS (MD &#x2212;0.90&#x202F;days; 95% CI, &#x2212;1.79 to &#x2212;0.01; <italic>I</italic><sup>2</sup> =&#x202F;0%, <italic>p</italic>&#x202F;=&#x202F;0.05; <xref ref-type="fig" rid="fig2">Figure 2a</xref>) and decreased postoperative complications (RR 0.50; 95% CI, 0.32 to 0.79; <italic>I</italic><sup>2</sup> =&#x202F;0%, <italic>p</italic>&#x202F;=&#x202F;0.003; <xref ref-type="fig" rid="fig2">Figure 2b</xref>) compared with the control group. Although we found no statistical heterogeneity, we conducted stratified analyses based on predefined main study characteristics and clinical conditions to explore any additional source of heterogeneity. The sensitivity analysis, which excluded any single study, yielded results closely aligned with the overall combined estimates. For hospital LOS, the <italic>p</italic> values ranged from 0.02 to 0.36, with all <italic>I</italic><sup>2</sup> =&#x202F;0%. For postoperative complications, the <italic>p</italic> values ranged from 0.003 to 0.05, with <italic>I</italic><sup>2</sup> ranging from 0 to 26%. Subgroup analyses were also conducted, and most pooled subgroup results supported the reduction of hospital LOS and complications in the HMB group (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Forest plots of the beta-hydroxy-beta-methylbutyrate on length of stay in hospital <bold>(a)</bold> and postoperative complications <bold>(b)</bold> in surgical patients.</p>
</caption>
<graphic xlink:href="fnut-12-1621206-g002.tif"/>
</fig>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Subgroup analyses of the effect of HMB on mortality in critically ill patients.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study characteristics</th>
<th/>
<th align="center" valign="top">References</th>
<th align="center" valign="top">Patient number</th>
<th align="center" valign="top">Mean difference/risk ratio (95% CI)</th>
<th align="center" valign="top"><italic>I</italic><sup>2</sup></th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Length of stay in hospital</td>
<td/>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30 ref31 ref32 ref33">28&#x2013;33</xref>)</td>
<td align="center" valign="top">417</td>
<td align="char" valign="top" char="(">&#x2212;0.90 (&#x2212;1.79, &#x2212;0.01)</td>
<td align="center" valign="top">0</td>
<td align="char" valign="top" char=".">0.05</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Exercise</td>
<td align="left" valign="top">With exercise</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="center" valign="top">182</td>
<td align="char" valign="top" char="(">&#x2212;2 (&#x2212;4.78, 0.78)</td>
<td align="center" valign="top">22%</td>
<td align="char" valign="top" char=".">0.16</td>
</tr>
<tr>
<td align="left" valign="top">Without exercise</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30">28&#x2013;30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">235</td>
<td align="char" valign="top" char="(">&#x2212;0.70 (&#x2212;1.684, 0.27)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.16</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Design</td>
<td align="left" valign="top">Double-blind</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">143</td>
<td align="char" valign="top" char="(">&#x2212;1.03 (&#x2212;2.16, 0.10)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.07</td>
</tr>
<tr>
<td align="left" valign="top">No double-blind</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30 ref31 ref32">28&#x2013;32</xref>)</td>
<td align="center" valign="top">274</td>
<td align="char" valign="top" char="(">&#x2212;0.71 (&#x2212;2.19, 0.778)</td>
<td align="center" valign="top">2%</td>
<td align="char" valign="top" char=".">0.34</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Age</td>
<td align="left" valign="top">&#x2265;65&#x202F;years</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref30 ref31 ref32 ref33">30&#x2013;33</xref>)</td>
<td align="center" valign="top">312</td>
<td align="char" valign="top" char="(">&#x2212;0.72 (&#x2212;2.18, 0.74)</td>
<td align="center" valign="top">1%</td>
<td align="char" valign="top" char=".">0.45</td>
</tr>
<tr>
<td align="left" valign="top">&#x003C;65&#x202F;years</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref29">29</xref>)</td>
<td align="center" valign="top">105</td>
<td align="char" valign="top" char="(">&#x2212;1.01 (&#x2212;2.14, 0.12)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Protocol</td>
<td align="left" valign="top">HMB alone</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref29 ref30 ref31">29&#x2013;31</xref>)</td>
<td align="center" valign="top">145</td>
<td align="char" valign="top" char="(">&#x2212;0.76 (&#x2212;4.97, 3.45)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.72</td>
</tr>
<tr>
<td align="left" valign="top">HMB combined other drugs</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">272</td>
<td align="char" valign="top" char="(">&#x2212;0.93 (&#x2212;2.12, 0.26)</td>
<td align="center" valign="top">16%</td>
<td align="char" valign="top" char=".">0.13</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Location</td>
<td align="left" valign="top">Asian study</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">181</td>
<td align="char" valign="top" char="(">1.75 (0.61, 4.98)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top">Non-Asian study</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref31">31</xref>)</td>
<td align="center" valign="top">236</td>
<td align="char" valign="top" char="(">&#x2212;0.69 (&#x2212;1.67, 0.30)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.17</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Surgical site</td>
<td align="left" valign="top">Abdominal</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">136</td>
<td align="char" valign="top" char="(">&#x2212;1.31 (&#x2212;6.09, 3.47)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.59</td>
</tr>
<tr>
<td align="left" valign="top">Orthopedic</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="center" valign="top">177</td>
<td align="char" valign="top" char="(">0.12 (&#x2212;1.54, 1.78)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.89</td>
</tr>
<tr>
<td align="left" valign="top">Cardiac</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="center" valign="top">83</td>
<td align="char" valign="top" char="(">&#x2212;2.20 (&#x2212;5.32, 0.91)</td>
<td align="center" valign="top">67%</td>
<td align="char" valign="top" char=".">0.17</td>
</tr>
<tr>
<td align="left" valign="top">Postoperative complications</td>
<td/>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">304</td>
<td align="char" valign="top" char="(">0.50 (0.32, 0.79)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.003</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Exercise</td>
<td align="left" valign="top">With exercise</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="center" valign="top">67</td>
<td align="char" valign="top" char="(">0.39 (0.13, 1.11)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top">Without exercise</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">237</td>
<td align="char" valign="top" char="(">0.54 (0.33, 0.88)</td>
<td align="center" valign="top">22%</td>
<td align="char" valign="top" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Design</td>
<td align="left" valign="top">Double-blind</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">143</td>
<td align="char" valign="top" char="(">0.60 (0.34, 1.06)</td>
<td align="center" valign="top">16%</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top">No double-blind</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="center" valign="top">161</td>
<td align="char" valign="top" char="(">0.40 (0.20, 0.82)</td>
<td align="center" valign="top">12%</td>
<td align="char" valign="top" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Age</td>
<td align="left" valign="top">&#x2265;65&#x202F;years</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">221</td>
<td align="char" valign="top" char="(">0.56 (0.34, 0.91)</td>
<td align="center" valign="top">20%</td>
<td align="char" valign="top" char=".">0.02</td>
</tr>
<tr>
<td align="left" valign="top">&#x003C;65&#x202F;years</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="center" valign="top">83</td>
<td align="char" valign="top" char="(">0.35 (0.12, 1.02)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.05</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Protocol</td>
<td align="left" valign="top">HMB alone</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="center" valign="top">117</td>
<td align="char" valign="top" char="(">0.34 (0.14, 0.82)</td>
<td align="center" valign="top">52%</td>
<td align="char" valign="top" char=".">0.02</td>
</tr>
<tr>
<td align="left" valign="top">HMB combined other drugs</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">187</td>
<td align="char" valign="top" char="(">0.60 (0.36, 1.01)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.05</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Location</td>
<td align="left" valign="top">Asian study</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">244</td>
<td align="char" valign="top" char="(">0.51 (0.32, 0.81)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.005</td>
</tr>
<tr>
<td align="left" valign="top">Non-Asian study</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="center" valign="top">60</td>
<td align="char" valign="top" char="(">0.50 (0.14, 1.82)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="char" valign="top" char=".">0.29</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Surgical site</td>
<td align="left" valign="top">Abdominal</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">142</td>
<td align="char" valign="top" char="(">0.61 (0.36, 1.04)</td>
<td align="center" valign="top">11%</td>
<td align="char" valign="top" char=".">0.07</td>
</tr>
<tr>
<td align="left" valign="top">Orthopedic</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="center" valign="top">58</td>
<td align="char" valign="top" char="(">0.12 (0.02, 0.87)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="char" valign="top" char=".">0.04</td>
</tr>
<tr>
<td align="left" valign="top">Cardiac</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="center" valign="top">104</td>
<td align="char" valign="top" char="(">0.55 (0.22, 1.36)</td>
<td align="center" valign="top">0%</td>
<td align="char" valign="top" char=".">0.19</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>HMB, beta-hydroxy-beta-methyl butyrate.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec18">
<title>Secondary outcomes</title>
<p>As to muscle measures, MAMC, ASMM, SMM, and LBM were described by two, four, two, and two studies, respectively. The pooled estimates showed that compared with the control group, the HMB group had a more significant increase in changes regarding MAMC (MD 1.16&#x202F;cm; 95% CI, 0 to 2.33; <italic>p</italic>&#x202F;=&#x202F;0.05; <xref ref-type="fig" rid="fig3">Figure 3a</xref>) (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>) and ASMM (MD&#x202F;=&#x202F;1.35&#x202F;kg; 95% CI, 0.16&#x2013;2.55; <italic>p</italic>&#x202F;=&#x202F;0.03; <xref ref-type="fig" rid="fig3">Figure 3b</xref>) (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), but had similar changes in SMM (MD&#x202F;=&#x202F;&#x2212;0.45&#x202F;kg; 95% CI, &#x2212;1.42 to 0.53; <italic>p</italic>&#x202F;=&#x202F;0.37; <xref ref-type="fig" rid="fig3">Figure 3c</xref>) (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref33">33</xref>), and LBM (MD &#x2212;0.22&#x202F;kg; 95% CI, &#x2212;3.04 to 2.60; <italic>p</italic>&#x202F;=&#x202F;0.88; <xref ref-type="fig" rid="fig3">Figure 3d</xref>) (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref33">33</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Forest plots of the p beta-hydroxy-beta-methylbutyrate on mid-arm muscle-circumference <bold>(a)</bold>, appendicular skeletal muscle mass <bold>(b)</bold>, skeletal muscle mass <bold>(c)</bold>, and lean body mass <bold>(d)</bold> in surgical patients.</p>
</caption>
<graphic xlink:href="fnut-12-1621206-g003.tif"/>
</fig>
<p>As to outcomes of physical function, changes in HGS, 6-MWD, and GS was reported by seven, two, and one trials, respectively. When pooled, no significant differences were found in changes in HGS (MD&#x202F;=&#x202F;1.82; 95% CI, &#x2212;0.69 to 4.34; <italic>p</italic>&#x202F;=&#x202F;0.16; <xref ref-type="fig" rid="fig4">Figure 4a</xref>) (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27 ref28 ref29">27&#x2013;29</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref33">33</xref>) between the two groups. However, patients in HMB had significantly more 6-MWD (MD&#x202F;=&#x202F;52.36&#x202F;m; 95% CI, 13.99 to 90.72; <italic>p</italic>&#x202F;=&#x202F;0.007; <xref ref-type="fig" rid="fig4">Figure 4b</xref>) than control group. In addition, one study reported a significant improvement in GS than the controls (<italic>p</italic>&#x202F;=&#x202F;0.0002) (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Forest plots of the p beta-hydroxy-beta-methylbutyrate on hand grip strength <bold>(a)</bold> and 6-min walking distance <bold>(b)</bold> in surgical patients.</p>
</caption>
<graphic xlink:href="fnut-12-1621206-g004.tif"/>
</fig>
<p>Regarding other variables of nutritional status, compared to the control group, the HMB group did not show significant improvement from baseline after treatment, including BW (MD&#x202F;=&#x202F;0.21&#x202F;kg; 95% CI, &#x2212;0.15 to 0.58; <italic>p</italic>&#x202F;=&#x202F;0.25; <xref ref-type="fig" rid="fig5">Figure 5a</xref>) (<xref ref-type="bibr" rid="ref26 ref27 ref28">26&#x2013;28</xref>, <xref ref-type="bibr" rid="ref31 ref32 ref33">31&#x2013;33</xref>), BMI (MD&#x202F;=&#x202F;0.07&#x202F;kg/m<sup>2</sup>; 95% CI, &#x2212;0.22 to 0.36; <italic>p</italic>&#x202F;=&#x202F;0.63; <xref ref-type="fig" rid="fig5">Figure 5b</xref>) (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), serum albumin (MD&#x202F;=&#x202F;3.40&#x202F;g/L; 95% CI, &#x2212;0.66 to 7.46; <italic>p</italic>&#x202F;=&#x202F;0.10, <xref ref-type="fig" rid="fig5">Figure 5c</xref>) (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), and total albumin (MD&#x202F;=&#x202F;7.65&#x202F;days; 95% CI, &#x2212;2.40 to 17.69; <italic>p</italic>&#x202F;=&#x202F;0.14; <xref ref-type="fig" rid="fig5">Figure 5d</xref>) (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref31">31</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Forest plots of the p beta-hydroxy-beta-methylbutyrate on body weight <bold>(a)</bold>, body mass index <bold>(b)</bold>, serum albumin <bold>(c)</bold>, and total albumin <bold>(d)</bold> in surgical patients.</p>
</caption>
<graphic xlink:href="fnut-12-1621206-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec19">
<title>Discussion</title>
<p>Our study indicated that muscle loss occurs commonly in surgical patients. The current meta-analysis of 11 RCTs suggested that perioperative HMB supplementation improved patient outcomes. Specifically, HMB significantly reduced hospital LOS and postoperative complications. Additionally, pooled results from a few included RCTs suggested HMB provided significant benefits over conventional treatment in some muscle measurements and physical function, such as MACA, ASMM, and 6-MWD, but did not improve other parameters of nutrition status. As far as we know, this is the first meta-analysis to investigate the effects of supplementing with HMB or HMB-rich nutritional supplements in surgical patients.</p>
<sec id="sec20">
<title>HMB technology research</title>
<p>For many years, HMB has been used in athletes for muscle building, strength, endurance enhancement (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>), and recovery after exercise-induced muscle injury (<xref ref-type="bibr" rid="ref12">12</xref>). In recent years, its interest has rapidly expanded to include the elderly ill populations (<xref ref-type="bibr" rid="ref15">15</xref>), sarcopenia (<xref ref-type="bibr" rid="ref14">14</xref>), cancer (<xref ref-type="bibr" rid="ref16">16</xref>), and critically ill patients (<xref ref-type="bibr" rid="ref17">17</xref>). A meta-analysis suggested that 12&#x202F;weeks of HMB supplementation improved muscle mass, strength, and physical function in the elderly population (<xref ref-type="bibr" rid="ref15">15</xref>). Another meta-analysis that included nine RCTs suggested that HMB improved muscle mass and strength, but there was no evidence of benefits for physical function in patients with sarcopenia (<xref ref-type="bibr" rid="ref14">14</xref>). Similarly, Prado et al. (<xref ref-type="bibr" rid="ref16">16</xref>) pooled the results from 15 studies of cancer patients treated with HMB and showed that HMB had a beneficial effect on muscle mass and function in this patient population. These studies consistently demonstrated the beneficial effects of HMB in elderly or frail populations and were consistent with some of our findings. Conversely, in studies of critically ill patients, HMB did not improve mortality or other clinical outcomes in ICU patients (<xref ref-type="bibr" rid="ref17">17</xref>). This ineffectiveness may be related to the HMB strategy used in the included trials. Our study included surgical patients who were also from a population with advanced age, tumors, and heart diseases and were subjected to varying degrees of stress from surgery. We analyzed the effects of HMB comprehensively on clinical outcomes, muscle strength, mass, body function, and nutrition in this population, initially showing the benefits of HMB and/or its additives. Our study adds a new population for clinical HMB application in terms of meta-analysis evidence.</p>
</sec>
<sec id="sec21">
<title>Interpretation of study results</title>
<p>Although HMB can benefit surgical patients, several issues are worth exploring. First, our primary outcomes were hospital LOS and postoperative complications, as they were the most selections among the included studies (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30 ref31 ref32 ref33">28&#x2013;33</xref>). This selection reflected that clinicians pay more attention to patient-centered clinical outcomes. However, the effect of HMB on the outcome of hospital LOS is indirect. Meanwhile, hospital LOS is a relatively subjective outcome since it is often influenced by clinical practices such as bed availability, turnover, and patient wishes. Fortunately, the clinical aspect of the benefits is supported by the positive outcome findings of complications, muscle mass, and functional activity. Moreover, most subgroup analyses based on predefined influencing factors showed a tendency to benefit HMB supplements in surgical patients.</p>
<p>In contrast, the outcome of complications is relatively objective. Most of the complications reported in the included articles focused on nosocomial infections, including surgical site, lung, and urinary tract infections (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref33">33</xref>). HMB has shown effects in promoting wound healing (<xref ref-type="bibr" rid="ref36">36</xref>), lowering CPK (<xref ref-type="bibr" rid="ref37">37</xref>), and increasing serum growth hormone levels (<xref ref-type="bibr" rid="ref33">33</xref>). The latter may promote wound healing (<xref ref-type="bibr" rid="ref38">38</xref>). Reducing these complications contributes to the success of the surgery and subsequent recovery.</p>
<p>Second, the effectiveness of HMB may be influenced by the strategy of its application. The previous meta-analysis of the critically ill population not benefiting from HMB may be related to ICU patients receiving HMB later (<xref ref-type="bibr" rid="ref17">17</xref>). In the study by Supinski et al. (<xref ref-type="bibr" rid="ref39">39</xref>), patients had received mechanical ventilation for an average of 6&#x202F;days before HMB supplementation. Theoretically, HMB administered after muscle weakness did not improve muscle function. Therefore, this delay may have hindered the beneficial effects of HMB therapy. Meanwhile, ICU patients often suffer from gastrointestinal dysfunction, as well as fasting and gastric decompression (<xref ref-type="bibr" rid="ref40">40</xref>), which may impair drug absorption and limit the effectiveness of HMB in improving muscle function. On the contrary, the timing of HMB administration in surgical patients can be initiated very early in the preoperative period, i.e., some studies have started patients on HMB as early as 10&#x2013;30&#x202F;days before surgery (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). Most patients can take HMB orally before surgery and get good absorption. Importantly, surgical patients are very receptive and compliant with HMB therapy. For example, compliance was as high as 95% in the study by Ogawa et al. (<xref ref-type="bibr" rid="ref20">20</xref>). Moreover, some investigators have controlled and promoted compliance by asking patients treated with HMB to return the HMB/placebo bag the day before surgery (<xref ref-type="bibr" rid="ref19">19</xref>). These differences may be why surgical patients benefit more from HMB than critically ill patients. In addition, rehabilitation performed preoperatively and postoperatively in surgical patients is easier to implement and works well with HMB (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). Conversely, ICU patients who receive HMB rarely undergo rehabilitation. Even if they receive rehabilitation, the effect is not accurate. One ICU study reported that their patients were poorly trained (&#x003C;10&#x202F;min/day) (<xref ref-type="bibr" rid="ref39">39</xref>). Therefore, using perioperative HMB, especially preoperatively, may be a promising area.</p>
<p>In addition, the beneficial effects of HMB may be influenced by the synergistic effect of common additives, including ARG and Glu (<xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>, <xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>). However, these included trials did not compare individuals and combinations, making it difficult to assess the effects of HMB alone. Some previous studies have suggested that ARG and Glu, as immune nutrients, can significantly improve the immunity and infection of postoperative patients (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). However, Kuhls et al. (<xref ref-type="bibr" rid="ref43">43</xref>) compared HMB alone or in combination with arginine and glutamine in trauma patients and found no difference between use alone and in combination, and HMB significantly improved nitrogen balance. In addition, a meta-analysis suggests that the presence of HMB may exacerbate the prognosis of ICU patients (<xref ref-type="bibr" rid="ref44">44</xref>). Therefore, future studies need to elucidate the specific role of these amino acids and their optimal combination in perioperative nutritional support.</p>
<p>HMB improves muscle measurements and physical function and is thought to promote protein synthesis and inhibit protein catabolism <italic>in vivo</italic> through complex mechanisms (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>). Recently, clinical emphasis has been placed on the importance of adequate nutritional support combined with rehabilitation in muscle protein maintenance and synthesis (<xref ref-type="bibr" rid="ref47">47</xref>). The included studies support this view. For example, the results of HMB improvement in ASMM were pooled from four RCTs (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), all of which reflected an emphasis on adequate nutritional support (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref31">31</xref>) and the implementation of early rehabilitation (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref31">31</xref>). Similarly, HMB improved 6-MWD by pooling results from two studies describing detailed nutrition programs and early rehabilitation (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref29">29</xref>).</p>
</sec>
<sec id="sec22">
<title>Limitations</title>
<p>Our study has some limitations. First, most included RCTs were small-sample, open-label studies with potentially high selection bias. Second, only a few studies provided data for pooling in the secondary outcomes, which limited our implementation of subgroup analyses of these outcomes. Therefore, interpretation of these outcomes requires caution. Third, although there was no statistically significant heterogeneity in the primary outcomes, some potential clinical heterogeneity remained unresolved. For example, there were variations in the gender distribution and types of surgery among study participants. These differ substantially in physiological stress, postoperative recovery patterns, nutritional risk, and potential for muscle catabolism. Meanwhile, the included study&#x2019;s definition of complications varied substantially, which depended on the surgical procedures. Fourth, since nearly half of the included RCTs administered HMB as a single supplement, more future studies should clarify the independent influencing role of HMB. Fifth, exploring the ideal timing (or regimen) of HMB preoperative supplementation remains unclear due to the limited availability of data from the included studies. Sixth, most studies provided results at different time points for assessments. Since many of the outcomes assessed (e.g., physical function, nutritional markers) are time-sensitive, these inconsistencies in measurement timing may influence the pooled effect estimates. Finally, some postoperative patients had ICU admissions. However, we could not evaluate the efficacy of these ICU patients separately due to insufficient data.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec23">
<title>Conclusion</title>
<p>Our analysis shows that HMB alone or its complexes significantly reduce length of stay in hospital and postoperative complications in surgical patients. Meanwhile, HMB improved MAMC, ASMM, and 6-MWD but did not improve other parameters of the nutrition status in this patient population. The limitations of the included studies are prominent, such as the study design, small sample size, and the high risk of bias, which may have contributed to the low certainty of our results. Future research should be well-designed to clarify the effects of HMB in surgical patients.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>Y-GH: Conceptualization, Data curation, Formal analysis, Investigation, Software, Writing &#x2013; original draft. J-HS: Data curation, Formal analysis, Methodology, Software, Writing &#x2013; original draft. D-XY: Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Software, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. H-BH: Conceptualization, Data curation, Investigation, Project administration, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by High Level Chinese Medical Hospital Promotion Project (HLCMHPP2023090).</p>
</sec>
<sec sec-type="COI-statement" id="sec27">
<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="sec28">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec29">
<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="sec30">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2025.1621206/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2025.1621206/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementary_file_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>6-MWD, 6-min walking distance; ASMM, Appendix skeletal muscle mass; BIA, Bioelectrical impedance analysis; BW, Body weight; CI, Confidence interval; DXA, Dual-emission X-ray absorptiometry; LOS, Length of stay; MAMC, Mid-arm muscle-circumference; MD, Mean difference; HMB, Beta-hydroxy-beta-methylbutyrate; OR, Odds ratio; RCTs, Randomized controlled trials; SD, Standard deviations; SRML, Surgery-related muscle loss.</p>
</fn>
</fn-group>
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