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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2024.1480083</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Intestinal barrier damage contributes to a higher prevalence of frailty in aging people living with HIV: a retrospective case control study in a Chinese cohort</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Xu</surname>
<given-names>Xiaolei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ouyang</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Yan</surname>
<given-names>Jiangyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Yanqiu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Harypursat</surname>
<given-names>Vijay</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wu</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Yaokai</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Beijing Key Laboratory for HIV/AIDS Research, Clinical Research Center for Infectious Diseases, Beijing Youan Hospital, Capital Medical University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Infectious Diseases, Chongqing Public Health Medical Center</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Wondwossen Amogne Degu, Addis Ababa University, Ethiopia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Francesca Cossarini, Icahn School of Medicine at Mount Sinai, United States</p>
<p>Nabil Bosco, Lesaffre Group, France</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yaokai Chen, <email xlink:href="mailto:yaokaichen@hotmail.com">yaokaichen@hotmail.com</email>; Hao Wu, <email xlink:href="mailto:whdoc@ccmu.edu.cn">whdoc@ccmu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1480083</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Xu, Ouyang, Yan, Lu, Harypursat, Wu and Chen</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Xu, Ouyang, Yan, Lu, Harypursat, Wu and Chen</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>It has been previously demonstrated that intestinal barrier damage is one of the underlying mechanisms leading to frailty in non-HIV-infected aging populations. However, there is a paucity of direct evidence which demonstrates the association between intestinal barrier damage and frailty in people living with HIV (PLWH).</p>
</sec>
<sec>
<title>Methods</title>
<p>The present study is a retrospective case control study. Participants older than 50 years old were stratified into a frail/pre-frail group (case group) and non-frail group (control group) according to the Fried frailty phenotype. We collected and curated data concerning socio-demographic variables, psychological states and social functioning, and clinical information associated with the identification of biomarkers of intestinal barrier damage, microbial translocation, and levels of inflammatory cytokines of participants.</p>
</sec>
<sec>
<title>Results</title>
<p>The case group had significantly higher levels of Reg-3&#x3b1; (<italic>p</italic>=0.042) and I-FABP (<italic>p</italic>=0.045) compared to the control group. We further observed, after adjusting for confounding factors by logistic regression analysis, that I-FABP levels remained significantly higher in the case group compared to the control group (<italic>p</italic>=0.033). Also, Fried Phenotype scores positively correlated with I-FABP levels (r<sub>s</sub>=0.21, <italic>p</italic>=0.01), LPS levels (r<sub>s</sub>=0.20, <italic>p</italic>=0.02), and sCD14 levels (r<sub>s</sub>=0.18, <italic>p</italic>=0.04). Moreover, the study confirmed both the positive correlation between inflammatory cytokines (IL-6 and IP-10) with frailty in aging PLWH, and between inflammatory cytokines (IL-6, IL-8 and IP-10) with biomarkers of intestinal barrier dysfunction in older PLWH.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The present study indicates that the inflammation induced by intestinal barrier damage/dysfunction is likely to contribute to frailty in aging PLWH.</p>
</sec>
</abstract>
<kwd-group>
<kwd>aging</kwd>
<kwd>HIV</kwd>
<kwd>intestinal barrier</kwd>
<kwd>frailty</kwd>
<kwd>inflammation</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="51"/>
<page-count count="11"/>
<word-count count="5249"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Viral Immunology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Frailty is defined as a state of increased vulnerability to stressors, at the core of which is a decline in physiological reserves or decompensation of multiple organ systems, leading to an increased risk of adverse outcomes (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Frailty is related not only to advanced age, but also to chronic diseases and infections. Accumulating evidence has indicated that people living with HIV (PLWH) experience a higher prevalence of frailty compared to non-HIV-infected people (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). A cross-sectional study of 2028 women conducted in the United States of America indicated that the prevalence of frailty in PLWH was 17.3%, which is significantly higher than that in non-HIV-infected individuals (10.0%) (<xref ref-type="bibr" rid="B7">7</xref>). One prospective cohort study in the Netherlands utilized the Fried frailty phenotype score to assess the prevalence of frailty in 521 HIV-infected and 513 non-HIV-infected individuals, and observed that the prevalence of frailty in HIV-infected individuals was 10.6% and the prevalence of pre-frailty was 50.7%, which were significantly higher than prevalence rates in non-HIV-infected individuals (2.7% and 36.3%) (<xref ref-type="bibr" rid="B8">8</xref>). A cross-sectional study in Brazil assessed the prevalence of frailty and quality of life in 201 HIV-infected patients aged &#x2265;50 years and observed that the prevalence of frailty in HIV-infected patients was 19.4% and the prevalence of pre-frailty was 49.3% (<xref ref-type="bibr" rid="B9">9</xref>); a similar study assessing patients in Canada observed that the prevalence of frailty in HIV-infected patients aged &#x2265;50 years was 14% (<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>The underlying mechanisms which result in frailty has been investigated in the non-HIV-infected population. Previous studies have revealed that impaired intestinal permeability (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>) and the translocation of gut microbiota and products (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>) may possibly lead to an overall frail state over time. In 2017, Buford and colleagues confirmed that serum concentrations of zonulin and high-mobility group box protein (HMGB1) were 22% (<italic>p</italic>=0.005) and 16% (<italic>p</italic>=0.010) higher in older adults compared to young adults (<xref ref-type="bibr" rid="B15">15</xref>). Four years later, Xiong et&#xa0;al., further demonstrated that higher concentrations of zonulin and HMGB1 were associated with frailty in older adults (<xref ref-type="bibr" rid="B16">16</xref>). A systematic review which included ten case-control studies and one cohort study observed that frail older adults had significantly increased levels of serum zonulin, pro-inflammatory cytokines [tumor necrosis factor alpha (TNF-&#x3b1;), HMGB-1, interleukin-6 (IL-6), interleukin-1 receptor antagonist (IL1-ra), and macrophage inflammatory protein beta (MIP-1&#x3b2;)] than healthy controls (<xref ref-type="bibr" rid="B17">17</xref>). A study by K&#xfc;hn indicated that oral intestinal alkaline phosphatase (IAP) supplementation may regulate the intestinal barrier and further counteract the chronic inflammatory state which leads to frailty (<xref ref-type="bibr" rid="B18">18</xref>). The preceding studies indicate that intestinal barrier damage is one of the key underlying mechanisms leading to frailty in non-HIV-infected older populations.</p>
<p>It has been previously shown that HIV infection damages and disrupts the intestinal barrier, and that intestinal barrier damage may be associated with microbial translocation (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), local and systemic inflammation, and the development of non-acquired immune deficiency syndrome (AIDS)-related comorbidities (<xref ref-type="bibr" rid="B21">21</xref>). However, there is a paucity of direct research evidence which demonstrates the putative association between intestinal barrier damage and frailty in PLWH. The present study measured representative hematological biomarkers of intestinal barrier damage, microbial translocation, and systemic inflammation in aging PLWH (aPLWH) with or without frailty, aiming to ascertain whether intestinal barrier damage may or may not contribute to a higher prevalence of frailty in aPLWH, and to potentially reveal mechanisms which underlie the development of frailty in aging.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study design and participants</title>
<p>The present study was a retrospective case control study. HIV-infected participants were recruited from the population of PLWH being treated at Chongqing Public Health Medical Center. PLWH aged 50 or older were invited to participate this study if they were willing to provide written informed consent and were agreeable to a Fried frailty phenotype assessment between 18 August 2021 and 4 March 2022.Eligible subjects were required to satisfy all the following eligibility criteria for enrolment into our study: (1) &#x2265;50 years old, and (2) confirmed diagnosis of HIV-1 infection. We excluded patients from the study if they: (1) had active infections requiring in-hospital treatment, such as active tuberculosis, severe pneumonia, cryptococcal meningitis, or other opportunistic infections, (2) had severe chronic non-AIDS defining disease requiring inpatient care, and (3) the blood samples were unqualified. As per the Fried frailty phenotype assessment (<xref ref-type="bibr" rid="B22">22</xref>), five criteria of the physical examination and presence/absence of signs or symptoms were evaluated, including unintentional weight loss, low handgrip strength, exhaustion, slow gait speed, and low physical activity. Low handgrip strength was assessed by the Jamar Plus+ hand dynamometer (Performance Health Company, Chicago, US), exhaustion was assessed by means of a questionnaire, and low physical activity was defined by weekly energy expenditure of &lt;383kcal in men, and &lt;270kcal in women. Participants who met one or two of the above criteria were stratified into the pre-frail group, and participants meeting three or more criteria were stratified into the frail group (<xref ref-type="bibr" rid="B22">22</xref>). The pre-frail group and the frail group were combined to comprise the case group in this study. Participants fulfilling none of the above criteria were stratified into the control group.</p>
</sec>
<sec id="s2_2">
<title>Variables and quantitative variables</title>
<p>We collected socio-demographic variables, assessments of psychological states and variables of social functioning, and clinical information from all participants. Socio-demographic variables included age, sex, educational status, income, living alone or not, and smoking and alcohol consumption. Psychological states and social functioning variables included difficulties in understanding and communicating, difficulties in getting around, difficulties in self-care, difficulties in getting along with people, difficulties in life activities, difficulties in participation in society, anxiety, depression, stress, social support, and cognitive impairment. Clinical information included CD4+ T-cell counts, HIV RNA viral loads, duration of HIV infection, antiretroviral therapy (ART) regimens used, and comorbidities. All the above independent variables were acquired from the medical records of participants and by utilizing questionnaires, including the Chinese version of the Montreal Cognitive Assessment (MoCA).</p>
<p>Blood sample collection and storage were undertaken via standard procedures, and were identical in all cases. The serum/plasma component of whole blood samples were separated from the cellular component within six hours via centrifugation, followed by immediate storage at &#x2212;80&#xb0;C. Biomarkers that were detected in this study included biomarkers for intestinal barrier damage [viz., regenerating islet-derived protein-3&#x3b1; (REG-3&#x3b1;), intestinal fatty acid-binding protein (I-FABP)], biomarkers for microbial translocation [viz., lipopolysaccharide (LPS), (1,3)-&#x3b2;-D-Glucan (BDG), soluble CD14 (sCD14)], and inflammatory cytokines [viz., IL-6, interleukin-8 (IL-8), interferon-induced protein 10 (IP-10), transforming growth factor &#x3b2; (TGF-&#x3b2;), and TNF-&#x3b1;].</p>
<p>All of the preceding ten biomarkers were measured using enzyme-linked immunosorbent assays (ELISA). ELISA kits for serum REG-3&#x3b1; detection[Limit of detection(LOD): 15.6pg&#x3001;mL], serum sCD14 detection(LOD: 125pg/mL), plasma IL-6 detection(LOD: 31.2pg/mL), plasma IL-8 detection(LOD: 31.3pg/mL), plasma IP-10 detection(LOD: 7.8pg/mL), plasma TGF-&#x3b2; detection(LOD: 5.5pg/mL), and plasma TNF-&#x3b1; detection(LOD: 6.23pg/mL) were commercially purchased from R&amp;D Systems (Minneapolis, USA). The serum I-FABP detection kit(LOD: 0.156ng/mL) was purchased from the Fine Test Company (Wuhan, Hubei, China), the serum LPS detection kit(LOD: 6.25pg/mL) was purchased from the CUSABIO Company (Wuhan, Hubei, China), and the serum BDG detection kit(LOD: 0.75pg/mL) was purchased from the QCHENG BIO Company (Shanghai, China).</p>
</sec>
<sec id="s2_3">
<title>Simple size determination</title>
<p>The sample size needed to include a minimum of 69 participants per group in order to achieve at least 80% power and an overall single-sided alpha level of 0.05, with the two groups of mean value respectively set at 11.3 and 10.6, and the standard deviation set at 1.4 (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>) in the calculated model of the Mann-Whitney-Wilcoxon Tests. Simple size was determined using Power Analysis and Sample Size (PASS), version 15.0.5 software [PASS 15 Power Analysis and Sample Size Software (2017). NCSS, LLC. Kaysville, Utah, USA, ncss.com/software/pass].</p>
</sec>
<sec id="s2_4">
<title>Statistical analysis</title>
<p>Categorical variables are expressed as percentages, and were analyzed via the Chi-squared test. All continuous variables are reported as median values with interquartile ranges, and differences between the case group and the control group were analyzed via the Mann-Whitney U test. The differences among the three grades of frailty(non-frailty, pre-frailty and frailty groups) were analyzed via the Jonckheere-Terpstra trend test. Spearman&#x2019;s correlation coefficient test was used to analyze the correlations between continuous variables. Multivariate logistic regression analysis was employed to account for confounding factors in order to evaluate the true contribution of intestinal barrier damage to frailty. Collated data were analyzed using Statistical Package for the Social Sciences (SPSS) software, version 26.0 (IBM Corp. Released 2019. IBM SPSS Statistics for Windows, Version 26.0. Armonk, NY: IBM Corp) and GraphPad Prism software, version 8.0 (GraphPad Software, Boston, MA, USA). Statistical significance was set at <italic>p</italic>&lt;0.05.</p>
</sec>
<sec id="s2_5">
<title>Ethics approval</title>
<p>Approval for this study was granted by the Ethics Committee of Chongqing Public Health Medical Center (Approval number: 2023-002-02-KY). Informed consent to participate in this study was obtained from all participants before any trial-related activities were undertaken. The research was conducted in accordance with the Helsinki Declaration of 1975, as revised in 2008.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Participant characteristics</title>
<p>A total of 151 aPLWH from Chongqing Public Health Medical Center were screened in this study. Of these, 9 patients were excluded due to the active infections or severe comorbidities, and 2 patients were excluded for lack of blood samples. Altogether, 140 eligible participants were included in this study. Female patients accounted for 37.9% of the population (n=53), and the mean age was 59.8 years (range, 50-80 years). The mean Fried Phenotype score across all participants was 0.95 (SD=1.17). There were 71 (51.7%) participants were assessed to have frailty or pre-frailty based on the Fried frailty phenotype assessment, and were stratified into the case group, and 69 (48.3%) participants were assessed to not have frailty or pre-frailty, and were therefore stratified into the control group.</p>
<p>The baseline characteristics of the study participants by frailty status are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The two groups were well matched by age and gender. There was no significant difference in duration of HIV infection, sexual orientation, marital status, monthly income, education, living conditions, drug abuse, smoking, alcohol consumption, abnormal BMI, and comorbidities between the two groups. However, the case group had significantly higher HIV RNA levels (<italic>p</italic>&lt;0.001), and significantly lower CD4+T-cell counts (<italic>p</italic>&lt;0.001), when compared to the control group. A statistically significant difference was observed in the number of participants with HIV RNA levels below the lower limit of detection between the two groups (24 vs. 43, <italic>p</italic>=0.001). Additionally, significantly more participants in the case group were observed to have difficulties in getting around (<italic>p</italic>&lt;0.001), social participation (<italic>p</italic>=0.004), and self-care (<italic>p</italic>=0.002) than the control group. Also, the prevalence of anxiety (<italic>p</italic>=0.001), depression (<italic>p</italic>=0.003), and stress (<italic>p</italic>=0.035) was calculated to be significantly higher in the case group compared to the control group.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Participant characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" colspan="2" align="center">Item</th>
<th valign="middle" rowspan="2" align="center">Control group(n=69)</th>
<th valign="middle" colspan="3" align="center">Case group</th>
<th valign="middle" rowspan="2" align="center">
<italic>p</italic>-value</th>
</tr>
<tr>
<th valign="middle" align="center">Pre-Frailty<break/>(n=54)</th>
<th valign="middle" align="center">Frailty<break/>(n=17)</th>
<th valign="middle" align="center">Total<break/>(n=71)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" colspan="2" align="left">Age(years), (median,IQR)</td>
<td valign="middle" align="center">58.0(54.5,64.25)</td>
<td valign="middle" align="center">57.5(54.0, 65.25)</td>
<td valign="middle" align="center">59.0(56.5, 66.5)</td>
<td valign="middle" align="center">58.0(55.0,65.0)</td>
<td valign="middle" align="center">0.825</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Male, (%)</td>
<td valign="middle" align="center">43(62.3)</td>
<td valign="middle" align="center">36(66.7)</td>
<td valign="middle" align="center">8(47.1)</td>
<td valign="middle" align="center">44(62.0)</td>
<td valign="middle" align="center">1.000</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">MSM, (%)</td>
<td valign="middle" align="center">7(10.1)</td>
<td valign="middle" align="center">2(3.7)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">2(2.8)</td>
<td valign="middle" align="center">0.199</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Marital Status</td>
<td valign="middle" align="left">Married, (%)</td>
<td valign="middle" align="center">55(79.7)</td>
<td valign="middle" align="center">41(75.9)</td>
<td valign="middle" align="center">13(76.5)</td>
<td valign="middle" align="center">54(76.1)</td>
<td valign="middle" rowspan="3" align="center">0.869</td>
</tr>
<tr>
<td valign="middle" align="left">Divorced, (%)</td>
<td valign="middle" align="center">6(8.7)</td>
<td valign="middle" align="center">6(11.1)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">7(9.9)</td>
</tr>
<tr>
<td valign="middle" align="left">Widowed, (%)</td>
<td valign="middle" align="center">8(11.6)</td>
<td valign="middle" align="center">7(13.0)</td>
<td valign="middle" align="center">3(17.6)</td>
<td valign="middle" align="center">10(14.1)</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">Monthly Income (CNY)</td>
<td valign="middle" align="left">&lt;1000, (%)</td>
<td valign="middle" align="center">22(31.9)</td>
<td valign="middle" align="center">15(27.8)</td>
<td valign="middle" align="center">9(52.9)</td>
<td valign="middle" align="center">24(33.8)</td>
<td valign="middle" rowspan="5" align="center">0.914</td>
</tr>
<tr>
<td valign="middle" align="left">1000-3000, (%)</td>
<td valign="middle" align="center">24(34.8)</td>
<td valign="middle" align="center">23(42.6)</td>
<td valign="middle" align="center">5(29.4)</td>
<td valign="middle" align="center">28(39.4)</td>
</tr>
<tr>
<td valign="middle" align="left">3000-5000, (%)</td>
<td valign="middle" align="center">18(26.1)</td>
<td valign="middle" align="center">14(25.9)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">15(21.1)</td>
</tr>
<tr>
<td valign="middle" align="left">5000-8000, (%)</td>
<td valign="middle" align="center">2(2.9)</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">1(1.4)</td>
</tr>
<tr>
<td valign="middle" align="left">&gt;8000, (%)</td>
<td valign="middle" align="center">3(4.3)</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">2(11.8)</td>
<td valign="middle" align="center">3(4.2)</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="left">Education (%)</td>
<td valign="middle" align="left">No formal education, (%)</td>
<td valign="middle" align="center">8(11.6)</td>
<td valign="middle" align="center">8(14.8)</td>
<td valign="middle" align="center">2(11.8)</td>
<td valign="middle" align="center">10(14.1)</td>
<td valign="middle" rowspan="4" align="center">0.789</td>
</tr>
<tr>
<td valign="middle" align="left">Elementary school level, (%)</td>
<td valign="middle" align="center">24(34.8)</td>
<td valign="middle" align="center">20(37.0)</td>
<td valign="middle" align="center">7(41.2)</td>
<td valign="middle" align="center">27(/38.0)</td>
</tr>
<tr>
<td valign="middle" align="left">Secondary school level, (%)</td>
<td valign="middle" align="center">33(47.8)</td>
<td valign="middle" align="center">25(46.3)</td>
<td valign="middle" align="center">7(41.2)</td>
<td valign="middle" align="center">32(45.1)</td>
</tr>
<tr>
<td valign="middle" align="left">College degree or above, (%)</td>
<td valign="middle" align="center">4(5.8)</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">2(2.8)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Living alone, (%)</td>
<td valign="middle" align="center">15(21.7)</td>
<td valign="middle" align="center">13(24.1)</td>
<td valign="middle" align="center">3(17.6)</td>
<td valign="middle" align="center">16(22.5)</td>
<td valign="middle" align="center">0.910</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Drug abuse, (%)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">1(1.4)</td>
<td valign="middle" align="center">0.322</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Smoking, (%)</td>
<td valign="middle" align="left">Never</td>
<td valign="middle" align="center">34(49.3)</td>
<td valign="middle" align="center">27(50.0)</td>
<td valign="middle" align="center">12(70.6)</td>
<td valign="middle" align="center">39(54.9)</td>
<td valign="middle" rowspan="3" align="center">0.282</td>
</tr>
<tr>
<td valign="middle" align="left">Ex-smoker</td>
<td valign="middle" align="center">18(26.1)</td>
<td valign="middle" align="center">18(33.3)</td>
<td valign="middle" align="center">4(23.5)</td>
<td valign="middle" align="center">22(32.0)</td>
</tr>
<tr>
<td valign="middle" align="left">Current smoker</td>
<td valign="middle" align="center">17(24.6)</td>
<td valign="middle" align="center">9(16.7)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">10(14.1)</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">Consumption of alcohol in the past year, (%)</td>
<td valign="middle" align="left">Never</td>
<td valign="middle" align="center">52(75.4)</td>
<td valign="middle" align="center">31(60.8)</td>
<td valign="middle" align="center">11(64.7)</td>
<td valign="middle" align="center">42(61.8)</td>
<td valign="middle" rowspan="5" align="center">0.443</td>
</tr>
<tr>
<td valign="middle" align="left">Monthly or less</td>
<td valign="middle" align="center">9(13.0)</td>
<td valign="middle" align="center">8(15.7)</td>
<td valign="middle" align="center">3(17.6)</td>
<td valign="middle" align="center">11(16.2)</td>
</tr>
<tr>
<td valign="middle" align="left">2 - 4 times per month</td>
<td valign="middle" align="center">3(4.3)</td>
<td valign="middle" align="center">4(7.8)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">4(5.9)</td>
</tr>
<tr>
<td valign="middle" align="left">2 - 3 times per week</td>
<td valign="middle" align="center">1(1.4)</td>
<td valign="middle" align="center">2(3.9)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">3(4.4)</td>
</tr>
<tr>
<td valign="middle" align="left">4+ times per week</td>
<td valign="middle" align="center">4(5.8)</td>
<td valign="middle" align="center">6(11.8)</td>
<td valign="middle" align="center">2(11.8)</td>
<td valign="middle" align="center">8(11.8)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Abnormal BMI, (%)</td>
<td valign="middle" align="center">32(46.4)</td>
<td valign="middle" align="center">18(33.3)</td>
<td valign="middle" align="center">6(35.3)</td>
<td valign="middle" align="center">24(33.8)</td>
<td valign="middle" align="center">0.129</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Difficulties in getting around, (%)</td>
<td valign="middle" align="center">11(15.9)</td>
<td valign="middle" align="center">19(35.2)</td>
<td valign="middle" align="center">13(76.5)</td>
<td valign="middle" align="center">32(45.1)</td>
<td valign="middle" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Difficulties in self-care, (%)</td>
<td valign="middle" align="center">3(4.3)</td>
<td valign="middle" align="center">9(16.7)</td>
<td valign="middle" align="center">7(41.2)</td>
<td valign="middle" align="center">16(22.5)</td>
<td valign="middle" align="center">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Difficulties in understanding and communication, (%)</td>
<td valign="middle" align="center">16(23.2)</td>
<td valign="middle" align="center">17(31.5)</td>
<td valign="middle" align="center">9(52.9)</td>
<td valign="middle" align="center">26(36.6)</td>
<td valign="middle" align="center">0.083</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Difficulties in social participation, (%)</td>
<td valign="middle" align="center">49(71.0)</td>
<td valign="middle" align="center">47(87.0)</td>
<td valign="middle" align="center">17(100.0)</td>
<td valign="middle" align="center">64(90.1)</td>
<td valign="middle" align="center">
<bold>0.004</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Social support, (%)</td>
<td valign="middle" align="center">17(24.6)</td>
<td valign="middle" align="center">18(33.3)</td>
<td valign="middle" align="center">6(35.3)</td>
<td valign="middle" align="center">24(33.8)</td>
<td valign="middle" align="center">0.416</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Anxiety, (%)</td>
<td valign="middle" align="center">26(37.7)</td>
<td valign="middle" align="center">23(59.3)</td>
<td valign="middle" align="center">15(88.2)</td>
<td valign="middle" align="center">47(66.2)</td>
<td valign="middle" align="center">
<bold>0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Depression, (%)</td>
<td valign="middle" align="center">20(29.0)</td>
<td valign="middle" align="center">26(48.1)</td>
<td valign="middle" align="center">12(70.6)</td>
<td valign="middle" align="center">38(53.5)</td>
<td valign="middle" align="center">
<bold>0.003</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Stress, (%)</td>
<td valign="middle" align="center">15(21.7)</td>
<td valign="middle" align="center">18(33.3)</td>
<td valign="middle" align="center">9(52.9)</td>
<td valign="middle" align="center">27(38.0)</td>
<td valign="middle" align="center">
<bold>0.035</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">MoCA, (%)</td>
<td valign="middle" align="center">65(94.2)</td>
<td valign="middle" align="center">53(98.1)</td>
<td valign="middle" align="center">17(100.0)</td>
<td valign="middle" align="center">70(98.6)</td>
<td valign="middle" align="center">0.162</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">CD4+ T-cell count (cells/&#x3bc;L), (median,IQR)</td>
<td valign="middle" align="center">290.5(189.5, 446.8)</td>
<td valign="middle" align="center">191.0(66.3, 351.0)</td>
<td valign="middle" align="center">78.0(9.5, 197.5)</td>
<td valign="middle" align="center">151.0(50.0, 305.0)</td>
<td valign="middle" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Nadir CD4+ T-cell count (cells/&#x3bc;L), (median,IQR)</td>
<td valign="middle" align="center">166.0(65.5, 300)</td>
<td valign="middle" align="center">118.5(40.0, 225.0)</td>
<td valign="middle" align="center">10.0(6.0, 114.0)</td>
<td valign="middle" align="center">87.0(22.0, 185.0)</td>
<td valign="middle" align="center">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">HIV RNA viral load (log, copies/mL), (median,IQR)</td>
<td valign="middle" align="center">0(0, 2.04)</td>
<td valign="middle" align="center">3.6(0, 4.9)</td>
<td valign="middle" align="center">4.2(1.7, 5.9)</td>
<td valign="middle" align="center">3.8(0, 5.1)</td>
<td valign="middle" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Undetected HIV RNA viral load, (%)</td>
<td valign="middle" align="center">43(62.3)</td>
<td valign="middle" align="center">20(37.0)</td>
<td valign="middle" align="center">4(23.5)</td>
<td valign="middle" align="center">24(33.8)</td>
<td valign="middle" align="center">
<bold>0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Duration of HIV infection &gt; 10 years, (%)</td>
<td valign="middle" align="center">2(2.9)</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">1(1.4)</td>
<td valign="middle" align="center">0.543</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Impaired Glucose Tolerance, (%)</td>
<td valign="middle" align="center">20(29.0)</td>
<td valign="middle" align="center">21(38.9)</td>
<td valign="middle" align="center">7(41.2)</td>
<td valign="middle" align="center">28(39.4)</td>
<td valign="middle" align="center">0.193</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Hypertension, (%)</td>
<td valign="middle" align="center">1(1.4)</td>
<td valign="middle" align="center">1(1.9)</td>
<td valign="middle" align="center">1(5.9)</td>
<td valign="middle" align="center">2(2.8)</td>
<td valign="middle" align="center">0.576</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Categorical variables are presented as percentages and are analyzed using the Chi-squared test, whereas continuous variables are expressed as medians with interquartile ranges, and have been assessed for differences between the case and the control groups using the Mann-Whitney U test. The values in bolded red font indicates <italic>p</italic>&lt;0.05.</p>
</fn>
<fn>
<p>MSM, men who have sex with men; BMI, Body Mass Index; MoCA, Montreal Cognitive Assessment; IQR, interquartile range.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Differences in levels of intestinal barrier damage biomarkers, microbial translocation biomarkers, and inflammatory cytokines between the two groups</title>
<p>As shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, the case group was observed to have significantly higher levels of Reg-3&#x3b1; (<italic>p</italic>=0.042) and I-FABP (<italic>p</italic>=0.045) than the control group, indicating that participants with frailty or pre-frailty experienced more intestinal barrier damage. However, we did not observe any significant statistical difference between the two groups where levels of LPS, BDG, and sCD14 levels (biomarkers of microbial translocation) were concerned.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Comparation of biomarkers of intestinal barrier damage and microbial translocation, and inflammatory cytokines in the two groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Biomarkers</th>
<th valign="middle" align="center">Control group<break/>(n=69)</th>
<th valign="middle" align="center">Case group<break/>(n=71)</th>
<th valign="middle" align="center">
<italic>p&#x2019;</italic>-value</th>
<th valign="middle" align="center">
<italic>aOR (95% CI)</italic>
</th>
<th valign="middle" align="center">
<italic>p<sub>a</sub>
</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">REG-3&#x3b1; (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">119.7(68.1,204.4)</td>
<td valign="middle" align="center">141.5(110.4,260.8)</td>
<td valign="middle" align="center">
<bold>0.042</bold>
</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">0.833</td>
</tr>
<tr>
<td valign="middle" align="left">I-FABP (ng/mL), (median,IQR)</td>
<td valign="middle" align="center">1.7(1.3,2.1)</td>
<td valign="middle" align="center">2.0(1.5,2.7)</td>
<td valign="middle" align="center">
<bold>0.045</bold>
</td>
<td valign="middle" align="center">1.471(1.043, 2.076)</td>
<td valign="middle" align="center">
<bold>0.033</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">LPS (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">13.5(5.3,24.0)</td>
<td valign="middle" align="center">17.3(10.2,35.3)</td>
<td valign="middle" align="center">0.086</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">/</td>
</tr>
<tr>
<td valign="middle" align="left">BDG (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">20.2(16.2,49.9)</td>
<td valign="middle" align="center">20.1(16.0,24.0)</td>
<td valign="middle" align="center">0.484</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">/</td>
</tr>
<tr>
<td valign="middle" align="left">sCD14 (ng/mL), (median,IQR)</td>
<td valign="middle" align="center">1140.1(571.1,1790.5)</td>
<td valign="middle" align="center">1390.3(853.2,1851.8)</td>
<td valign="middle" align="center">0.193</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">/</td>
</tr>
<tr>
<td valign="middle" align="left">IL-8 (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">0(0,1.0)</td>
<td valign="middle" align="center">0(0,1.9)</td>
<td valign="middle" align="center">0.472</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">/</td>
</tr>
<tr>
<td valign="middle" align="left">IL-6 (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">0.02(0,3.3)</td>
<td valign="middle" align="center">1.9(0,5.4)</td>
<td valign="middle" align="center">
<bold>0.002</bold>
</td>
<td valign="middle" align="center">/</td>
<td valign="middle" align="center">0.116</td>
</tr>
<tr>
<td valign="middle" align="left">IP-10 (pg/mL), (median,IQR)</td>
<td valign="middle" align="center">118.6(72.9,248.1)</td>
<td valign="middle" align="center">377.0(134.6,846.8)</td>
<td valign="middle" align="center">
<bold>&lt;0.001</bold>
</td>
<td valign="middle" align="center">1.002(1.000, 1.003)</td>
<td valign="middle" align="center">
<bold>0.019</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<italic>p</italic>&#x2019;-value were calculated via Mann-Whitney U test, while aOR and <italic>p<sub>a</sub>
</italic>-value were obtained using multivariate logistic regression analysis after adjusting for difficulties in getting around, difficulties in self-care, difficulties in participation in society, anxiety, depression, stress, current CD4+ T-cell count, and current HIV-RNA viral load. The values in bolded red font indicates <italic>p</italic>&lt;0.05.</p>
</fn>
<fn>
<p>REG-3&#x3b1;, regenerating islet-derived protein-3&#x3b1;; I-FABP, intestinal fatty acid-binding protein; LPS, lipopolysaccharide; BDG, (1,3)- &#x3b2;-D-Glucan; IP-10, interferon-induced protein 10; IQR, interquartile range; CI, confidence interval; aOR, adjusted odds ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The levels of the inflammatory cytokines IP-10 (<italic>p</italic>&lt;0.001) and IL-6 (<italic>p</italic>=0.002) were significantly increased in the case group compared to the control group, suggesting that participants with frailty or prefrailty exhibited markedly higher systemic inflammation than those without these conditions. However, no significant differences in IL-8 levels were observed between the two groups. Furthermore, the values of TNF-&#x3b1; and TGF-&#x3b2; in the majority of samples were below the detection limit, resulting in median concentrations of 0 pg/mL for both groups (data not shown). Consequently, both cytokines were excluded from the analysis in accordance with strategies employed in other studies (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>When analyses were adjusted for difficulties in getting around, self-care, social participation, anxiety, depression, stress, current CD4+ T-cell counts, and HIV RNA levels, the associations remained statistically significant for I-FABP levels (<italic>p</italic>=0.033) and IP-10 levels (<italic>p</italic>=0.019). In contrast, the observed differences in other biomarker levels (Reg-3&#x3b1; and IL-6) diminished after adjusting for confounders.</p>
</sec>
<sec id="s3_3">
<title>Correlations between Fried Phenotype Score and levels of intestinal barrier damage biomarkers or microbial translocation biomarkers</title>
<p>We employed the Spearman&#x2019;s correlation coefficient test to investigate the relationship between Fried Phenotype scores and intestinal barrier damage biomarkers, as well as the association between Fried Phenotype scores and microbial translation biomarkers. It illustrates a weak positive correlation between the concentrations of I-FABP (r<sub>s</sub>=0.21, p=0.01), an intestinal barrier damage biomarker, and Fried Phenotype scores, while Reg-3&#x3b1; did not exhibit a significant association with frailty (<xref ref-type="fig" rid="f1"><bold>Figures A-1A-E</bold></xref>). Additionally, the concentrations of microbial translation biomarkers (LPS and sCD14) (r<sub>s</sub>=0.20, <italic>p</italic>=0.02 and r<sub>s</sub>=0.18, <italic>p</italic>=0.04) were found to be associated with Fried Phenotype scores; however, the correlation between BDG and the frailty was not statistically significant.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Correlations of levels of intestinal barrier damage biomarkers, levels of microbial translocation biomarkers, and Fried phenotype scores in the study cohort. The Spearman&#x2019;s correlation coefficient test showed <bold>(A)</bold> no correlation between Fried phenotype score and REG-3&#x3b1; levels (r<sub>s</sub>=0.02, <italic>p</italic>=0.82), <bold>(B)</bold> weak correlation between Fried phenotype score and I-FABP levels (r<sub>s</sub>=0.21, <italic>p</italic>=0.01), <bold>(C)</bold> weak correlation between Fried phenotype score and LPS levels (r<sub>s</sub>=0.20, <italic>p</italic>=0.02), <bold>(D)</bold> no correlation between Fried phenotype score and BDG levels (r<sub>s</sub>=0.05, <italic>p</italic>=0.57), <bold>(E)</bold> very weak correlation between Fried phenotype score and sCD14 levels (r<sub>s</sub>=0.18, <italic>p</italic>=0.04). The differences among the three study groups were analyzed using the Jonckheere-Terpstra trend test, revealing <bold>(A&#x2019;)</bold> no significant differences in Reg-3&#x3b1; across the groups for frailty (<italic>p</italic>=0.062), <bold>(B&#x2019;)</bold> a marginally significant difference in I-FABP exist among the three groups for frailty (<italic>p</italic>=0.043), <bold>(C&#x2019;)</bold> no difference in LPS across the groups for frailty (<italic>p</italic>=0.105), <bold>(D&#x2019;)</bold> no differences in BDG across the groups for frailty (<italic>p</italic>=0.514), <bold>(E&#x2019;)</bold> no differences in sCD14 across the groups for frailty (<italic>p</italic>=0.098). * <italic>p</italic>&lt;0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1480083-g001.tif"/>
</fig>
<p>Statistical comparisons of the levels of the aforementioned biomarkers across frailty states were performed using the Jonckheere-Terpstra trend test. As illustrated in <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2019;-E&#x2019;</bold>
</xref>, I-FABP was the only marker that showed a statistically significant correlation to frailty states (<italic>p</italic>=0.043), suggesting that it may serve as a potential therapeutic candidate for frailty intervention. In contrast, other biomarker levels (Reg-3&#x3b1;, LPS, BDG, sCD14) did not exhibit significant differences across varying frailty states.</p>
</sec>
<sec id="s3_4">
<title>Correlations between levels of inflammatory cytokines and levels of intestinal barrier damage biomarkers or levels of microbial translocation biomarkers</title>
<p>We subsequently explored the potential correlation between levels of biomarkers of intestinal barrier damage and levels of inflammatory cytokines, and the potential correlation between levels of biomarkers of microbial translocation and levels of inflammatory cytokines.</p>
<p>As illustrated in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, we observed that: (i) I-FABP levels positively correlated with IL-6 levels (r<sub>s</sub>=0.19 <italic>p</italic>=0.024) and IP-10 levels (r<sub>s</sub>=0.267 <italic>p</italic>=0.001), (ii) LPS levels positively correlated with IP-10 levels (r<sub>s</sub>=0.211 <italic>p</italic>=0.012), and (iii) sCD14 levels positively correlated with IL-6 levels (r<sub>s</sub>=0.324 <italic>p</italic>&lt;0.001), IL-8 levels (r<sub>s</sub>=0.177 <italic>p</italic>=0.036) and IP-10 levels (r<sub>s</sub>=0.376 <italic>p</italic>&lt;0.001).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Heatmap of intestinal barrier damage/microbial translocation biomarkers and inflammatory cytokines in all included patients. All results are expressed in pg/mL, except for sCD14 and I-FABP, which are reported in ng/mL. The association between biomarkers and inflammatory cytokines was assessed using Spearman&#x2019;s correlation coefficient test. * <italic>p</italic>&lt;0.05, and ** <italic>p</italic>&lt;0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1480083-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In a review published in 2018, Di Sabatino et&#xa0;al., discussed the correlation between intestinal barrier function and frailty in the general population, and proposed the hypothesis that preservation of gut permeability and maintenance of gut microbiota composition might reduce the susceptibility to develop, or even prevent frailty-related changes (<xref ref-type="bibr" rid="B28">28</xref>). Several past reviews have illustrated the intricate relationship between frailty and gut anomalies. Chen et&#xa0;al., for example, have observed that in frail individuals, the most significant change in the gut microbiota is a decrease in the microbial (alpha) diversity of the gut microbiome (<xref ref-type="bibr" rid="B13">13</xref>). Picca et&#xa0;al., also observed that frail patients have decreased gut microbiota abundance and changes to serum concentrations of some cytokines (<xref ref-type="bibr" rid="B29">29</xref>). Although previous studies have reported that gut microbiota alterations in PLWH are associated with frailty, no past studies have definitively demonstrated the association between gut barrier damage/dysfunction and frailty. Our study has observed that in frail/pre-frail PLWH, the levels of gut damage biomarkers (Reg-3&#x3b1; and I-FABP) are higher than in non-frail participants, and even after adjusting for confounding factors, levels of I-FABP in blood remain significantly different between the two groups. Meanwhile, LPS and sCD14 levels in serum/plasma were observed to correlate with the Freid Phenotype Score. Plasma biomarkers related to intestinal barrier damage (including I-FABP and, REG3&#x3b1;) as well as biomarkers of microbial translocation [such as lipopolysaccharide (LPS), (1,3)-&#x3b2;-D-glucan (BDG), and sCD14] have been shown, in previous studies conducted by our team, to be relevant in assessing intestinal barrier function in HIV-infected individuals (<xref ref-type="bibr" rid="B30">30</xref>). The present study reveals the correlation between the preceding biomarkers and frailty, suggesting that a possible mechanism for the emergence of frailty in older HIV-infected individuals may be related to damage or dysfunction of the intestinal barrier.</p>
<p>Most often, frailty is mentioned in conjunction with inflammation, and there has been shown to be an undeniable relationship between them (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Some studies have suggested that gut biomarkers may trigger a significant immune response during HIV infection (<xref ref-type="bibr" rid="B33">33</xref>), causing the synthesis and release of pro-inflammatory cytokines such as IL-8 and IL-6 into the circulation (<xref ref-type="bibr" rid="B30">30</xref>). A systematic review by Rashidah et&#xa0;al., observed that frail older adults produce increased pro-inflammatory cytokines (IL-6) when compared to healthy controls (<xref ref-type="bibr" rid="B17">17</xref>). The present study observed both the positive correlation between inflammatory cytokines (IP-10) and frailty in aPLWH, and also between inflammatory cytokines (IL-6, IL-8 and IP-10) and biomarkers of intestinal barrier damage (as shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In light of this, we have hypothesized that in aPLWH, the impaired intestinal barrier promotes hyper-activation of the mucosal immune system, and thus, the production of pro-inflammatory cytokines (<xref ref-type="bibr" rid="B34">34</xref>), which consequently fosters the emergence and development of frailty.</p>
<p>Although the present study found different distributions of inflammatory cytokines between case and control groups, the detected levels of IL-6 and IL-8 were lower than those in other studies. In research involving HIV-infected patients, IL-6 in plasma of PLWH prior to ART initiation (median: 2.7 pg/mL; IQR: 0.9&#x2013;40.6 pg/mL) was higher than those without HIV infection (median: 1.5 pg/mL; IQR: 0.5&#x2013;11.3 pg/mL), subsequently decreasing to levels lower than those of HIV-negative participants after viral suppression (median: 1.2 pg/mL; IQR:0.3&#x2013;4.0 pg/mL) (<xref ref-type="bibr" rid="B35">35</xref>). In a study from Brazil, IL-8 levels measured in HIV-negative participants (median: 3.2 pg/mL; IQR: 2.29&#x2013;4.96pg/mL) were lower than those in PLWH (median: 5.13 pg/mL; IQR: 4.26&#x2013;6.48 pg/mL), although no statistically significant difference was noted between the groups (<xref ref-type="bibr" rid="B27">27</xref>). Given the naturally low expression of IL-6 and IL-8 in PLWH, it is important to consider potential influences from sample cryostorage and freeze-thaw cycles (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>), as well as anticoagulants (<xref ref-type="bibr" rid="B36">36</xref>&#x2013;<xref ref-type="bibr" rid="B38">38</xref>). These factors may have contributed to values approaching zero for both IL-6 and IL-8 in this study, as illustrated in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<p>Frailty is multidimensional and complex, and some studies have classified frailty into physical frailty, psychological frailty, cognitive frailty, and social frailty according to the relevant prevailing characteristics in an afflicted patient (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). In this study, the frailty assessment that we have employed primarily focuses on physical frailty, as it is frequently associated with poorer survival outcomes (<xref ref-type="bibr" rid="B41">41</xref>) and because the Fried frailty phenotype score utilized herein effectively evaluates the frailty status related to physical health, having been widely applied and validated in the relevant literature. Social frailty includes difficulties in understanding and communication, and difficulties in social participation and social support, and it has been reported that in the general population the incidence of social frailty is approximately 20% (<xref ref-type="bibr" rid="B42">42</xref>). The present study observed that in aPLWH, the incidence of social frailty [difficulties in understanding and communication (30%), and difficulties in social participation (80.7%) and social support (29.3%)] is higher than that in the general population. Also, the incidence of stress (30%), depression (41.4%) and anxiety (52.1%) is higher than that in the general older population (14%) (<xref ref-type="bibr" rid="B43">43</xref>). This suggests that HIV infection may exacerbate the degree of comorbid social and psychological disorders, and may well be induced by the shame, stigma, and social ostracization associated with HIV infection, and poor self-acceptance of the individual&#x2019;s diagnosis after HIV infection (<xref ref-type="bibr" rid="B44">44</xref>&#x2013;<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>The intestinal barrier is influenced by a multitude of factors, including stress and anxiety. Past research has demonstrated that chronic psychological stress and anxiety may lead to increased intestinal permeability and trigger inflammatory responses, thereby adversely impacting intestinal health. These factors may be particularly pronounced in PLWH, as mental health conditions can significantly affect the immune systems and overall well-being of these patients (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>). In the present study, we observed a higher prevalence of anxiety, stress, and depression within the frail population; however, this difference was eliminated following multivariable statistical adjustment. Future studies must carefully consider the roles that stress and anxiety may play when investigating potential causal relationships between intestinal barrier damage and frailty.</p>
<p>Frailty in PLWH is also associated with prevailing HIV viral loads and CD4+ T-cell counts (which represents severity of HIV infection) (<xref ref-type="bibr" rid="B32">32</xref>), and our results in the present study concur with this, indicating that uncontrolled HIV replication and impaired immune function may increase the risk of development of frailty. Nadir CD4+ T-cell counts between the two groups of participants also showed a statistically significant difference, suggesting that the severity of HIV infection may also influence the development of the frailty.</p>
<p>We acknowledge that our study has several limitations. Firstly, the sample size is relatively small and has been derived from a single hospital, and this may impact the statistical power and reliability of the results of our study. Also, as this was a preliminary study, the inclusion and exclusion criteria were not prohibitively strict. To obtain more accurate results which focus specifically on the relationship between intestinal barrier damage and frailty, it would have been beneficial to mitigate certain confounding factors, such as the duration of HIV infection, HIV RNA viral loads, and CD4+ T-cell counts. Appropriate control of these factors may more lucidly explain the association between frailty and intestinal barrier damage. Some samples used for the present study were stored for an extended period, potentially resulting in protein degradation, which renders the low-expressing biomarkers used for this study undetectable, and leading to potential effects related to statistical correlations utilized in this study. As the present study is a retrospective case control study, we inevitably expect some recall bias, and thus prospective cohort studies in this specific field of research are required to validate our findings.</p>
<p>In conclusion, frailty may be considered as a comprehensive, intuitive clinical syndrome for aging persons which may potentially lead to higher hospitalization risk and substantial additional healthcare costs (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>). The present study indicates that the inflammation induced by intestinal barrier damage that is observed in HIV-infected individuals is likely to contribute to frailty in older PLWH. Our observations in this study may possibly contribute to the development of novel interventional options for the mitigation of manifestations of frailty, to further extend the lifespans of aPLWH, and to improve the overall quality of life of individuals with HIV infection.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of Chongqing Public Health Medical Center. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XX: Conceptualization, Data curation, Formal Analysis, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JO: Formal Analysis, Funding acquisition, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JY: Data curation, Investigation, Writing &#x2013; original draft. YL: Data curation, Investigation, Writing &#x2013; original draft. VH: Writing &#x2013; review &amp; editing. HW: Conceptualization, Writing &#x2013; review &amp; editing. YC: Conceptualization, Writing &#x2013; review &amp; editing, Funding acquisition.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Chongqing Science and Technology Bureau Research Program (CSTB2022TIAD-KPX0180), the Joint Medical Research Projects of Chongqing Health Committee and Chongqing Science and Technology Bureau (2022QNXM032, 2020FYYX066, 2024ZDXM015), the Chongqing Talent Cultivation Program (cstc2021ycjh-bgzxm0275), the Medical Research Project of Chongqing Science &amp; Technology Bureau(CSTB2023TIAD-KPX0063-3).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors are grateful to all patients and medical staff who participated in the study.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="disclaimer">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clegg</surname> <given-names>A</given-names>
</name>
<name>
<surname>Young</surname> <given-names>J</given-names>
</name>
<name>
<surname>Iliffe</surname> <given-names>S</given-names>
</name>
<name>
<surname>Rikkert</surname> <given-names>MO</given-names>
</name>
<name>
<surname>Rockwood</surname> <given-names>K</given-names>
</name>
</person-group>. <article-title>Frailty in elderly people</article-title>. <source>Lancet</source>. (<year>2013</year>) <volume>381</volume>:<page-range>752&#x2013;62</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0140-6736(12)62167-9</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dent</surname> <given-names>E</given-names>
</name>
<name>
<surname>Morley</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Cruz-Jentoft</surname> <given-names>AJ</given-names>
</name>
<name>
<surname>Woodhouse</surname> <given-names>L</given-names>
</name>
<name>
<surname>Rodriguez-Manas</surname> <given-names>L</given-names>
</name>
<name>
<surname>Fried</surname> <given-names>LP</given-names>
</name>
<etal/>
</person-group>. <article-title>Physical frailty: ICFSR international clinical practice guidelines for identification and management</article-title>. <source>J Nutr Health Aging</source>. (<year>2019</year>) <volume>23</volume>:<page-range>771&#x2013;87</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12603-019-1273-z</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>X</given-names>
</name>
<name>
<surname>Zou</surname> <given-names>C</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Yao</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Identifying frail patients by using electronic health records in primary care: current status and future directions</article-title>. <source>Front Public Health</source>. (<year>2022</year>) <volume>10</volume>:<elocation-id>901068</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fpubh.2022.901068</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>St</surname> <given-names>CN</given-names>
</name>
<name>
<surname>Bristowe</surname> <given-names>K</given-names>
</name>
<name>
<surname>Adler</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Bremner</surname> <given-names>S</given-names>
</name>
<name>
<surname>Harding</surname> <given-names>R</given-names>
</name>
<name>
<surname>Levett</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Silver Clinic: protocol for a feasibility randomised controlled trial of comprehensive geriatric assessment for people living with HIV and frailty</article-title>. <source>BMJ Open</source>. (<year>2023</year>) <volume>13</volume>:<elocation-id>e70590</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/bmjopen-2022-070590</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sciacchitano</surname> <given-names>S</given-names>
</name>
<name>
<surname>Carola</surname> <given-names>V</given-names>
</name>
<name>
<surname>Nicolais</surname> <given-names>G</given-names>
</name>
<name>
<surname>Sciacchitano</surname> <given-names>S</given-names>
</name>
<name>
<surname>Napoli</surname> <given-names>C</given-names>
</name>
<name>
<surname>Mancini</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>To be frail or not to be frail: this is the question-A critical narrative review of frailty</article-title>. <source>J Clin Med</source>. (<year>2024</year>) <volume>13</volume>:<elocation-id>721</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/jcm13030721</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schrock</surname> <given-names>JM</given-names>
</name>
</person-group>. <article-title>Accelerated aging in people living with HIV: The neuroimmune feedback model</article-title>. <source>Brain Behav Immun Health</source>. (<year>2024</year>) <volume>36</volume>:<elocation-id>100737</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.bbih.2024.100737</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gustafson</surname> <given-names>DR</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Thurn</surname> <given-names>M</given-names>
</name>
<name>
<surname>Holman</surname> <given-names>S</given-names>
</name>
<name>
<surname>Minkoff</surname> <given-names>H</given-names>
</name>
<name>
<surname>Cohen</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Frailty and constellations of factors in aging HIV-infected and uninfected women&#x2013;the women's interagency HIV study</article-title>. <source>J Frailty Aging</source>. (<year>2016</year>) <volume>5</volume>:<page-range>43&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.14283/jfa.2016.79</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kooij</surname> <given-names>KW</given-names>
</name>
<name>
<surname>Wit</surname> <given-names>FW</given-names>
</name>
<name>
<surname>Schouten</surname> <given-names>J</given-names>
</name>
<name>
<surname>van der Valk</surname> <given-names>M</given-names>
</name>
<name>
<surname>Godfried</surname> <given-names>MH</given-names>
</name>
<name>
<surname>Stolte</surname> <given-names>IG</given-names>
</name>
<etal/>
</person-group>. <article-title>HIV infection is independently associated with frailty in middle-aged HIV type 1-infected individuals compared with similar but uninfected controls</article-title>. <source>Aids</source>. (<year>2016</year>) <volume>30</volume>:<page-range>241&#x2013;50</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/QAD.0000000000000910</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeballos</surname> <given-names>D</given-names>
</name>
<name>
<surname>Lins</surname> <given-names>L</given-names>
</name>
<name>
<surname>Brites</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Frailty and its association with health related quality of life in older HIV patients, in Salvador, Brazil</article-title>. <source>AIDS Res Hum Retroviruses</source>. (<year>2019</year>) <volume>35</volume>:<page-range>1074&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1089/AID.2019.0103</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McMillan</surname> <given-names>J</given-names>
</name>
<name>
<surname>Naqvi</surname> <given-names>F</given-names>
</name>
<name>
<surname>Gill</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Tailoring care for frail and lonely older people with HIV in Canada: a cross-sectional study</article-title>. <source>Lancet HIV</source>. (<year>2022</year>) <volume>9 Suppl 1</volume>:<fpage>S3</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S2352-3018(22)00068-6</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Del</surname> <given-names>BC</given-names>
</name>
<name>
<surname>Bernardi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Cherubini</surname> <given-names>A</given-names>
</name>
<name>
<surname>Porrini</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gargari</surname> <given-names>G</given-names>
</name>
<name>
<surname>Hidalgo-Liberona</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>A polyphenol-rich dietary pattern improves intestinal permeability, evaluated as serum zonulin levels, in older subjects: The MaPLE randomised controlled trial</article-title>. <source>Clin Nutr</source>. (<year>2021</year>) <volume>40</volume>:<page-range>3006&#x2013;18</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clnu.2020.12.014</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Najarro</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Boe</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Walrath</surname> <given-names>TM</given-names>
</name>
<name>
<surname>Mullen</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Paul</surname> <given-names>MT</given-names>
</name>
<name>
<surname>Frankel</surname> <given-names>JH</given-names>
</name>
<etal/>
</person-group>. <article-title>Advanced age exacerbates intestinal epithelial permeability after burn injury in mice</article-title>. <source>Exp Gerontol</source>. (<year>2022</year>) <volume>158</volume>:<elocation-id>111654</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.exger.2021.111654</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>SY</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>TY</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>C</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>HJ</given-names>
</name>
</person-group>. <article-title>Oxidative stress bridges the gut microbiota and the occurrence of frailty syndrome</article-title>. <source>World J Gastroenterol</source>. (<year>2022</year>) <volume>28</volume>:<page-range>5547&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3748/wjg.v28.i38.5547</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ghosh</surname> <given-names>TS</given-names>
</name>
<name>
<surname>Rampelli</surname> <given-names>S</given-names>
</name>
<name>
<surname>Jeffery</surname> <given-names>IB</given-names>
</name>
<name>
<surname>Santoro</surname> <given-names>A</given-names>
</name>
<name>
<surname>Neto</surname> <given-names>M</given-names>
</name>
<name>
<surname>Capri</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Mediterranean diet intervention alters the gut microbiome in older people reducing frailty and improving health status: the NU-AGE 1-year dietary intervention across five European countries</article-title>. <source>Gut</source>. (<year>2020</year>) <volume>69</volume>:<page-range>1218&#x2013;28</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/gutjnl-2019-319654</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Goel</surname> <given-names>R</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>S</given-names>
</name>
<name>
<surname>Richards</surname> <given-names>EM</given-names>
</name>
<name>
<surname>Carter</surname> <given-names>CS</given-names>
</name>
<name>
<surname>Pepine</surname> <given-names>CJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Intestinal permeability biomarker Zonulin is elevated in healthy aging</article-title>. <source>J Am Med Dir Assoc</source>. (<year>2017</year>) <volume>18</volume>:<page-range>810&#x2013;11</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jamda.2017.05.018</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>H</given-names>
</name>
<name>
<surname>Dai</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>D</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Altered fecal microbiota composition in older adults with frailty</article-title>. <source>Front Cell Infect Microbiol</source>. (<year>2021</year>) <volume>11</volume>:<elocation-id>696186</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2021.696186</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rashidah</surname> <given-names>NH</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Neoh</surname> <given-names>CF</given-names>
</name>
<name>
<surname>Majeed</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tan</surname> <given-names>MP</given-names>
</name>
<name>
<surname>Khor</surname> <given-names>HM</given-names>
</name>
<etal/>
</person-group>. <article-title>Differential gut microbiota and intestinal permeability between frail and healthy older adults: A systematic review</article-title>. <source>Ageing Res Rev</source>. (<year>2022</year>) <volume>82</volume>:<elocation-id>101744</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.arr.2022.101744</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuhn</surname> <given-names>F</given-names>
</name>
<name>
<surname>Adiliaghdam</surname> <given-names>F</given-names>
</name>
<name>
<surname>Cavallaro</surname> <given-names>PM</given-names>
</name>
<name>
<surname>Hamarneh</surname> <given-names>SR</given-names>
</name>
<name>
<surname>Tsurumi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Hoda</surname> <given-names>RS</given-names>
</name>
<etal/>
</person-group>. <article-title>Intestinal alkaline phosphatase targets the gut barrier to prevent aging</article-title>. <source>JCI Insight</source>. (<year>2020</year>) <volume>5</volume>(<issue>6</issue>):<elocation-id>e134049</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1172/jci.insight.134049</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Kotler</surname> <given-names>DP</given-names>
</name>
</person-group>. <article-title>HIV enteropathy and aging: gastrointestinal immunity, mucosal epithelial barrier, and microbial translocation</article-title>. <source>Curr Opin HIV AIDS</source>. (<year>2014</year>) <volume>9</volume>:<page-range>309&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/COH.0000000000000066</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marquez</surname> <given-names>M</given-names>
</name>
<name>
<surname>Fernandez</surname> <given-names>GDAC</given-names>
</name>
<name>
<surname>Giron-Gonzalez</surname> <given-names>JA</given-names>
</name>
</person-group>. <article-title>Gut epithelial barrier dysfunction in human immunodeficiency virus-hepatitis C virus coinfected patients: Influence on innate and acquired immunity</article-title>. <source>World J Gastroenterol</source>. (<year>2016</year>) <volume>22</volume>:<page-range>1433&#x2013;48</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3748/wjg.v22.i4.1433</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>S</given-names>
</name>
<name>
<surname>Giron</surname> <given-names>LB</given-names>
</name>
<name>
<surname>Shaikh</surname> <given-names>MW</given-names>
</name>
<name>
<surname>Shankaran</surname> <given-names>S</given-names>
</name>
<name>
<surname>Engen</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Bogin</surname> <given-names>ZR</given-names>
</name>
<etal/>
</person-group>. <article-title>Distinct intestinal microbial signatures linked to accelerated biological aging in people with HIV</article-title>. <source>Res Sq</source>. (<year>2023</year>) <fpage>rs.3.rs</fpage>&#x2013;<lpage>3492242</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21203/rs.3.rs-3492242/v1</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fried</surname> <given-names>LP</given-names>
</name>
<name>
<surname>Tangen</surname> <given-names>CM</given-names>
</name>
<name>
<surname>Walston</surname> <given-names>J</given-names>
</name>
<name>
<surname>Newman</surname> <given-names>AB</given-names>
</name>
<name>
<surname>Hirsch</surname> <given-names>C</given-names>
</name>
<name>
<surname>Gottdiener</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Frailty in older adults: evidence for a phenotype</article-title>. <source>J Gerontol Biol Sci Med Sci</source>. (<year>2001</year>) <volume>56</volume>:<page-range>M146&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/gerona/56.3.m146</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>P</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>B</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Metabolomics-based frailty biomarkers in older Chinese adults</article-title>. <source>Front Med (Lausanne)</source>. (<year>2021</year>) <volume>8</volume>:<elocation-id>830723</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmed.2021.830723</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sanz</surname> <given-names>B</given-names>
</name>
<name>
<surname>Rezola-Pardo</surname> <given-names>C</given-names>
</name>
<name>
<surname>Arrieta</surname> <given-names>H</given-names>
</name>
<name>
<surname>Fraile-Bermudez</surname> <given-names>AB</given-names>
</name>
<name>
<surname>Alonso-Puyo</surname> <given-names>J</given-names>
</name>
<name>
<surname>Molano</surname> <given-names>I</given-names>
</name>
<etal/>
</person-group>. <article-title>Serum sestrin-1 concentration is higher in frail than non-frail older people living in nursing homes</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2022</year>) <volume>19</volume>(<issue>3</issue>):<elocation-id>1079</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijerph19031079</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reiner</surname> <given-names>AP</given-names>
</name>
<name>
<surname>Aragaki</surname> <given-names>AK</given-names>
</name>
<name>
<surname>Gray</surname> <given-names>SL</given-names>
</name>
<name>
<surname>Wactawski-Wende</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cauley</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Cochrane</surname> <given-names>BB</given-names>
</name>
<etal/>
</person-group>. <article-title>Inflammation and thrombosis biomarkers and incident frailty in postmenopausal women</article-title>. <source>Am J Med</source>. (<year>2009</year>) <volume>122</volume>:<page-range>947&#x2013;54</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.amjmed.2009.04.016</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berg</surname> <given-names>A</given-names>
</name>
<name>
<surname>Patel</surname> <given-names>S</given-names>
</name>
<name>
<surname>Gonca</surname> <given-names>M</given-names>
</name>
<name>
<surname>David</surname> <given-names>C</given-names>
</name>
<name>
<surname>Otterdal</surname> <given-names>K</given-names>
</name>
<name>
<surname>Ueland</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Cytokine network in adults with falciparum Malaria and HIV-1: increased IL-8 and IP-10 levels are associated with disease severity</article-title>. <source>PLoS One</source>. (<year>2014</year>) <volume>9</volume>:<elocation-id>e114480</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0114480</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ellwanger</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Valverde-Villegas</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Kaminski</surname> <given-names>VL</given-names>
</name>
<name>
<surname>de Medeiros</surname> <given-names>RM</given-names>
</name>
<name>
<surname>Almeida</surname> <given-names>S</given-names>
</name>
<name>
<surname>Santos</surname> <given-names>BR</given-names>
</name>
<etal/>
</person-group>. <article-title>Increased IL-8 levels in HIV-infected individuals who initiated ART with CD4(+) T cell counts &lt;350 cells/mm(3) - A potential hallmark of chronic inflammation</article-title>. <source>Microbes Infect</source>. (<year>2020</year>) <volume>22</volume>:<page-range>474&#x2013;80</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.micinf.2020.05.019</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Di Sabatino</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lenti</surname> <given-names>MV</given-names>
</name>
<name>
<surname>Cammalleri</surname> <given-names>L</given-names>
</name>
<name>
<surname>Corazza</surname> <given-names>GR</given-names>
</name>
<name>
<surname>Pilotto</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Frailty and the gut</article-title>. <source>Dig Liver Dis</source>. (<year>2018</year>) <volume>50</volume>:<page-range>533&#x2013;41</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.dld.2018.03.010</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Picca</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ponziani</surname> <given-names>FR</given-names>
</name>
<name>
<surname>Calvani</surname> <given-names>R</given-names>
</name>
<name>
<surname>Marini</surname> <given-names>F</given-names>
</name>
<name>
<surname>Biancolillo</surname> <given-names>A</given-names>
</name>
<name>
<surname>Coelho-Junior</surname> <given-names>HJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Gut microbial, inflammatory and metabolic signatures in older people with physical frailty and sarcopenia: results from the BIOSPHERE study</article-title>. <source>Nutrients</source>. (<year>2019</year>) <volume>12</volume>(<issue>1</issue>):<elocation-id>65</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu12010065</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ouyang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>X</given-names>
</name>
<name>
<surname>Isnard</surname> <given-names>S</given-names>
</name>
<name>
<surname>Harypursat</surname> <given-names>V</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Relevance of biomarkers indicating gut damage and microbial translocation in people living with HIV</article-title>. <source>Front Immunol</source>. (<year>2023</year>) <volume>14</volume>:<elocation-id>1173956</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2023.1173956</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Soysal</surname> <given-names>P</given-names>
</name>
<name>
<surname>Stubbs</surname> <given-names>B</given-names>
</name>
<name>
<surname>Lucato</surname> <given-names>P</given-names>
</name>
<name>
<surname>Luchini</surname> <given-names>C</given-names>
</name>
<name>
<surname>Solmi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Peluso</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Inflammation and frailty in the elderly: A systematic review and meta-analysis</article-title>. <source>Ageing Res Rev</source>. (<year>2016</year>) <volume>31</volume>:<fpage>1</fpage>&#x2013;<lpage>08</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.arr.2016.08.006</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Margolick</surname> <given-names>JB</given-names>
</name>
<name>
<surname>Bream</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Martinez-Maza</surname> <given-names>O</given-names>
</name>
<name>
<surname>Lopez</surname> <given-names>J</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X</given-names>
</name>
<name>
<surname>Phair</surname> <given-names>JP</given-names>
</name>
<etal/>
</person-group>. <article-title>Frailty and circulating markers of inflammation in HIV+ and HIV- men in the multicenter AIDS cohort study</article-title>. <source>J Acquir Immune Defic Syndr</source>. (<year>2017</year>) <volume>74</volume>:<page-range>407&#x2013;17</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/QAI.0000000000001261</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ramendra</surname> <given-names>R</given-names>
</name>
<name>
<surname>Isnard</surname> <given-names>S</given-names>
</name>
<name>
<surname>Mehraj</surname> <given-names>V</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Finkelman</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Circulating LPS and (1&#x2192;3)-&#x3b2;-D-glucan: A Folie &#xe0; Deux contributing to HIV-associated immune activation</article-title>. <source>Front Immunol</source>. (<year>2019</year>) <volume>10</volume>:<elocation-id>465</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2019.00465</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amoroso</surname> <given-names>C</given-names>
</name>
<name>
<surname>Perillo</surname> <given-names>F</given-names>
</name>
<name>
<surname>Strati</surname> <given-names>F</given-names>
</name>
<name>
<surname>Fantini</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Caprioli</surname> <given-names>F</given-names>
</name>
<name>
<surname>Facciotti</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>The role of gut microbiota biomodulators on mucosal immunity and intestinal inflammation</article-title>. <source>Cells</source>. (<year>2020</year>) <volume>9</volume>(<issue>5</issue>):<elocation-id>1234</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cells9051234</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malherbe</surname> <given-names>G</given-names>
</name>
<name>
<surname>Steel</surname> <given-names>HC</given-names>
</name>
<name>
<surname>Cassol</surname> <given-names>S</given-names>
</name>
<name>
<surname>de Oliveira</surname> <given-names>T</given-names>
</name>
<name>
<surname>Seebregts</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Anderson</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Circulating biomarkers of immune activation distinguish viral suppression from nonsuppression in HAART-treated patients with advanced HIV-1 subtype C infection</article-title>. <source>Mediators Inflammation</source>. (<year>2014</year>) <volume>2014</volume>:<elocation-id>198413</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2014/198413</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Jager</surname> <given-names>W</given-names>
</name>
<name>
<surname>Bourcier</surname> <given-names>K</given-names>
</name>
<name>
<surname>Rijkers</surname> <given-names>GT</given-names>
</name>
<name>
<surname>Prakken</surname> <given-names>BJ</given-names>
</name>
<name>
<surname>Seyfert-Margolis</surname> <given-names>V</given-names>
</name>
</person-group>. <article-title>Prerequisites for cytokine measurements in clinical trials with multiplex immunoassays</article-title>. <source>BMC Immunol</source>. (<year>2009</year>) <volume>10</volume>:<elocation-id>52</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1471-2172-10-52</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Flower</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ahuja</surname> <given-names>RH</given-names>
</name>
<name>
<surname>Humphries</surname> <given-names>SE</given-names>
</name>
<name>
<surname>Mohamed-Ali</surname> <given-names>V</given-names>
</name>
</person-group>. <article-title>Effects of sample handling on the stability of interleukin 6, tumour necrosis factor-alpha and leptin</article-title>. <source>Cytokine</source>. (<year>2000</year>) <volume>12</volume>:<page-range>1712&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1006/cyto.2000.0764</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Biancotto</surname> <given-names>A</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>X</given-names>
</name>
<name>
<surname>Langweiler</surname> <given-names>M</given-names>
</name>
<name>
<surname>Young</surname> <given-names>NS</given-names>
</name>
<name>
<surname>McCoy</surname> <given-names>JP</given-names>
</name>
</person-group>. <article-title>Effect of anticoagulants on multiplexed measurement of cytokine/chemokines in healthy subjects</article-title>. <source>Cytokine</source>. (<year>2012</year>) <volume>60</volume>:<page-range>438&#x2013;46</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cyto.2012.05.019</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chehrehgosha</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sharifi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Meftah</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Maleki</surname> <given-names>H</given-names>
</name>
<name>
<surname>Sajjadi-Jazi</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Baharifar</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Demographic and biological factors in interrelationships between physical, cognitive, psychological, and social frailty in community-dwelling older adults: Data from the Birjand Longitudinal Aging Study (BLAS)</article-title>. <source>Maturitas</source>. (<year>2024</year>) <volume>181</volume>:<elocation-id>107905</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.maturitas.2023.107905</pub-id>
</citation>
</ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cohen</surname> <given-names>CI</given-names>
</name>
<name>
<surname>Benyaminov</surname> <given-names>R</given-names>
</name>
<name>
<surname>Rahman</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ngu</surname> <given-names>D</given-names>
</name>
<name>
<surname>Reinhardt</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Frailty: A multidimensional biopsychosocial syndrome</article-title>. <source>Med Clin North Am</source>. (<year>2023</year>) <volume>107</volume>:<page-range>183&#x2013;97</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.mcna.2022.04.006</pub-id>
</citation>
</ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shamliyan</surname> <given-names>T</given-names>
</name>
<name>
<surname>Talley</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Ramakrishnan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Kane</surname> <given-names>RL</given-names>
</name>
</person-group>. <article-title>Association of frailty with survival: a systematic literature review</article-title>. <source>Ageing Res Rev</source>. (<year>2013</year>) <volume>12</volume>:<page-range>719&#x2013;36</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.arr.2012.03.001</pub-id>
</citation>
</ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yamada</surname> <given-names>M</given-names>
</name>
<name>
<surname>Arai</surname> <given-names>H</given-names>
</name>
</person-group>. <article-title>Understanding social frailty</article-title>. <source>Arch Gerontol Geriatr</source>. (<year>2023</year>) <volume>115</volume>:<elocation-id>105123</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.archger.2023.105123</pub-id>
</citation>
</ref>
<ref id="B43">
<label>43</label>
<citation citation-type="web">
<article-title>Mental health of older adults</article-title>(<year>2023</year>). Available online at: <uri xlink:href="http://www.who.int/mediacentre/factsheets/fs381/en/">http://www.who.int/mediacentre/factsheets/fs381/en/</uri> (Accessed <access-date>0008/7/1</access-date>).</citation>
</ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Skinta</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Brandrett</surname> <given-names>BD</given-names>
</name>
<name>
<surname>Schenk</surname> <given-names>WC</given-names>
</name>
<name>
<surname>Wells</surname> <given-names>G</given-names>
</name>
<name>
<surname>Dilley</surname> <given-names>JW</given-names>
</name>
</person-group>. <article-title>Shame, self-acceptance and disclosure in the lives of gay men living with HIV: an interpretative phenomenological analysis approach</article-title>. <source>Psychol Health</source>. (<year>2014</year>) <volume>29</volume>:<page-range>583&#x2013;97</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/08870446.2013.871283</pub-id>
</citation>
</ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carrasco</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Barrington</surname> <given-names>C</given-names>
</name>
<name>
<surname>Kennedy</surname> <given-names>C</given-names>
</name>
<name>
<surname>Perez</surname> <given-names>M</given-names>
</name>
<name>
<surname>Donastorg</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Kerrigan</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>'We talk, we do not have shame': addressing stigma by reconstructing identity through enhancing social cohesion among female sex workers living with HIV in the Dominican Republic</article-title>. <source>Cult Health Sex</source>. (<year>2017</year>) <volume>19</volume>:<page-range>543&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/13691058.2016.1242779</pub-id>
</citation>
</ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Banerjee</surname> <given-names>N</given-names>
</name>
<name>
<surname>Goodman</surname> <given-names>ZT</given-names>
</name>
<name>
<surname>McIntosh</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ironson</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Cognition, coping, and psychological distress in HIV</article-title>. <source>AIDS Behav</source>. (<year>2022</year>) <volume>26</volume>:<page-range>1074&#x2013;83</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10461-021-03462-y</pub-id>
</citation>
</ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bianchi</surname> <given-names>R</given-names>
</name>
<name>
<surname>Schonfeld</surname> <given-names>IS</given-names>
</name>
<name>
<surname>Laurent</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>Burnout or depression: both individual and social issue</article-title>. <source>Lancet</source>. (<year>2017</year>) <volume>390</volume>:<fpage>230</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0140-6736(17)31606-9</pub-id>
</citation>
</ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Conway</surname> <given-names>CC</given-names>
</name>
<name>
<surname>Starr</surname> <given-names>LR</given-names>
</name>
<name>
<surname>Espejo</surname> <given-names>EP</given-names>
</name>
<name>
<surname>Brennan</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Hammen</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Stress responsivity and the structure of common mental disorders: Transdiagnostic internalizing and externalizing dimensions are associated with contrasting stress appraisal biases</article-title>. <source>J Abnorm Psychol</source>. (<year>2016</year>) <volume>125</volume>:<page-range>1079&#x2013;89</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1037/abn0000163</pub-id>
</citation>
</ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>G</given-names>
</name>
<name>
<surname>Song</surname> <given-names>X</given-names>
</name>
<name>
<surname>Qian</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Understanding the connection between gut homeostasis and psychological stress</article-title>. <source>J Nutr</source>. (<year>2023</year>) <volume>153</volume>:<page-range>924&#x2013;39</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.tjnut.2023.01.026</pub-id>
</citation>
</ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ensrud</surname> <given-names>KE</given-names>
</name>
<name>
<surname>Schousboe</surname> <given-names>JT</given-names>
</name>
<name>
<surname>Kats</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Taylor</surname> <given-names>BC</given-names>
</name>
<name>
<surname>Boyd</surname> <given-names>CM</given-names>
</name>
<name>
<surname>Langsetmo</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Incremental health care costs of self-reported functional impairments and phenotypic frailty in community-dwelling older adults: A prospective cohort study</article-title>. <source>Ann Intern Med</source>. (<year>2023</year>) <volume>176</volume>:<page-range>463&#x2013;71</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.7326/M22-2626</pub-id>
</citation>
</ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>&#xc1;lvarez-Bustos</surname> <given-names>A</given-names>
</name>
<name>
<surname>Rodr&#xed;guez-S&#xe1;nchez</surname> <given-names>B</given-names>
</name>
<name>
<surname>Carnicero-Carre&#xf1;o</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Sep&#xfa;lveda-Loyola</surname> <given-names>W</given-names>
</name>
<name>
<surname>Garcia-Garcia</surname> <given-names>FJ</given-names>
</name>
<name>
<surname>Rodr&#xed;guez-Ma&#xf1;as</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Healthcare cost expenditures associated to frailty and sarcopenia</article-title>. <source>BMC Geriatr</source>. (<year>2022</year>) <volume>22</volume>:<fpage>747</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12877-022-03439-z</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>