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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2021.757673</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effect of Probiotic Supplementation on Cognitive Function and Metabolic Status in Mild Cognitive Impairment and Alzheimer&#x00027;s Disease: A Meta-Analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Xurui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1430807/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lv</surname> <given-names>Chang</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Song</surname> <given-names>Jinxiao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Jianguo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of General Medicine, Hebei General Hospital</institution>, <addr-line>Shijiazhuang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Emergency, Hebei General Hospital</institution>, <addr-line>Shijiazhuang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Vahidreza Ostadmohammadi, Kashan University of Medical Sciences, Iran</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Amir Hadi, Isfahan University of Medical Sciences, Iran; &#x0017D;eljko Reiner, University Hospital Centre Zagreb, Croatia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Xurui Li  <email>33601686&#x00040;qq.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Clinical Nutrition, a section of the journal Frontiers in Nutrition</p></fn></author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>757673</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Li, Lv, Song and Li.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Li, Lv, Song and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract><p><bold>Background:</bold> Alzheimer&#x00027;s disease (AD) is a progressive and multifactorial neurodegenerative disease accounting for 80% of dementia worldwide.</p>
<p><bold>Objective:</bold> To assess the influence of probiotics on cognitive function in patients with mild cognitive impairment (MCI) and AD.</p>
<p><bold>Methods:</bold> PubMed, Embase, and Cochrane Library databases were searched for relevant studies.</p>
<p><bold>Results:</bold> Six randomized controlled trials involving 462 patients with MCI and AD were included in this meta-analysis. The probiotic administration had favorable effects on homeostasis model assessment&#x02013;insulin resistance [HOMA-IR; Weighted mean difference (WMD) = &#x02212;0.34, 95% confidence intervals (95% CI): &#x02212;0.44 to 0.24, <italic>P</italic> &#x0003C; 0.001, <italic>I</italic><sup>2</sup> = 0%], very low&#x02013;density lipoprotein levels (VLDL; WMD = &#x02212;3.71, 95% CI: &#x02212;6.11 to &#x02212;1.32, <italic>P</italic>=0.002,  <italic>I</italic><sup>2</sup> = 57.7%), quantitative insulin sensitivity check index (QUICKI; WMD = 0.01, 95% CI: 0.00&#x02013;0.01, <italic>P</italic> = 0.003, <italic>I</italic><sup>2</sup> = 51%), and triglyceride levels (WMD = &#x02212;15.65, 95% CI: &#x02212;27.48 to &#x02212;3.83, <italic>P</italic> = 0.009, <italic>I</italic><sup>2</sup> = 63.4%) in patients with AD. However, after Hartung-Knapp adjustment, all effects were non-significant except for HOMA-IR (MD = &#x02212;0.34, 95%CI = &#x02212;0.58 to &#x02212;0.11). The changes in the Mini-Mental State Examination, repeatable battery for the assessment of neuropsychological status, and other biomarkers of oxidative stress, inflammation, and lipid profiles (high-sensitivity C-reactive protein, malondialdehyde, and total cholesterol) were negligible.</p>
<p><bold>Conclusion:</bold> The findings suggested that the consumption of probiotics had favorable effects on the HOMA-IR in patients with AD. However, the probiotic treatment did not affect cognitive function, other biomarkers of oxidative stress, and other lipid profiles.</p></abstract>
<kwd-group>
<kwd>Alzheimer&#x00027;s disease</kwd>
<kwd>biomarker</kwd>
<kwd>meta-analysis</kwd>
<kwd>mild cognitive impairment</kwd>
<kwd>probiotic</kwd>
<kwd>efficacy</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="10"/>
<word-count count="5296"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Alzheimer&#x00027;s disease (AD) is a progressive and multifactorial neurodegenerative disease that accounts for 80% of dementia globally, especially in people over 60 years of age. Clinically, AD is characterized by severe impairments in memory, cognition, and motor function, resulting in decreased mental, behavioral, and functional activities that affect the quality of daily life (<xref ref-type="bibr" rid="B1">1</xref>). Contrary to AD where other cognitive skills and the ability to live independently are affected, mild cognitive impairment (MCI) is characterized by deficits in memory that do not significantly impact daily functioning (<xref ref-type="bibr" rid="B2">2</xref>). According to the Epidemiological Survey of the Global Burden of Disease Study 2016, &#x0007E;43.8 million people worldwide had AD in 2016 (<xref ref-type="bibr" rid="B3">3</xref>). According to the prediction of the world Alzheimer&#x00027;s report 2015, the total number of patients with AD will reach 74.7 million by 2030 and 131.5 million by 2050, posing a global health challenge (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Intestinal microbiota is a group of microorganisms found in the gastrointestinal tract, which plays a key role in anatomy, physiology, and immune host function (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). During the aging process, the composition and function of intestinal microbiota change significantly, which may affect health and cause age-related diseases (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Recently, the concept of gut&#x02013;brain axis has emerged, which refers to the two-way relationship between gut and brain, linking gut microbiota with age-related neurodegenerative diseases such as AD (<xref ref-type="bibr" rid="B9">9</xref>&#x02013;<xref ref-type="bibr" rid="B11">11</xref>).ssss The interaction between gut and brain involves a complex network of endocrine, immune, and neurotransmitters, which is considered a key target for treating brain health and neurodegenerative diseases (<xref ref-type="bibr" rid="B12">12</xref>&#x02013;<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>In recent years, several studies have evaluated the effect of probiotics in MCI and AD (<xref ref-type="bibr" rid="B15">15</xref>&#x02013;<xref ref-type="bibr" rid="B20">20</xref>). Although some researchers have reported that probiotic supplementation can improve cognitive function, the relevant data are still rare, and the results of various studies are inconsistent. Therefore, the purpose of the present meta-analysis was to provide quantitative results of the effect of probiotics on the cognitive function in patients with MCI and AD.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Literature Search</title>
<p>This meta-analysis was prepared and conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Guidelines (<xref ref-type="bibr" rid="B21">21</xref>). PubMed, Embase, and Cochrane Library databases were used to browse and search for reports on the effect of probiotics in patients with MCI or AD. The search focused on studies involving human participants and published in English before February 14, 2021. The references of the identified research and review papers were manually explored to avoid missing any relevant studies. The following keywords and medical terms were used alone or in combination: (probiotics OR probiotic) AND (mild cognitive impairment OR MCI) AND (Alzheimer&#x00027;s disease OR AD). A detailed search string for PubMed is presented in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>.</p>
<sec>
<title>Selection Criteria</title>
<p>Two independent authors reviewed all relevant studies. Any disagreements were resolved by consensus with a third investigator. The inclusion criteria were as follows: (bib1) randomized controlled trials (RCTs) including patients with MCI and AD; (2) patients in the trial group treated by probiotics and patients in the control group using no probiotic interventions; (3) the mean and standard deviation provided for at least one outcome; and (4) the study with the largest sample size selected for inclusion if more than one study was published with the same patients. The exclusion criteria were as follows: (1) letters, reviews, abstracts and case reports; (2) non-randomized trials; (3) experimental studies of animal models or cell lines; (4) studies published in languages other than English; and (5) lack of accurate data.</p>
</sec>
<sec>
<title>Data Extraction and Quality Assessment</title>
<p>The following data were extracted from the selected studies: study author, year of publication, study design, country in which the study was conducted, sex, mean age, intervention, duration of probiotic therapy, and outcome of the evaluation. The authors used the Cochrane Collaboration tool (<xref ref-type="bibr" rid="B22">22</xref>) to independently assess the risk of bias as &#x0201C;low,&#x0201D; &#x0201C;high,&#x0201D; or &#x0201C;unclear&#x0201D; in terms of performance bias, selection bias, detection bias, reporting bias, consumption bias, and other biases. We used the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach (<xref ref-type="bibr" rid="B23">23</xref>) to assess the certainty of the evidence. Data extraction and quality assessment were performed by two independent authors. Any disagreements were resolved by consensus with a third investigator.</p>
</sec>
<sec>
<title>Statistical Analyses</title>
<p>All statistical analyses were performed using Stata 16 software (Stata Corporation, TX, USA). Weighted mean difference (WMD) was used to measure data. Heterogeneity was calculated using Higgins (<italic>I</italic><sup>2</sup>) test statistics. <italic>I</italic><sup>2</sup> values 0&#x02013;25% indicated no heterogeneity, 26&#x02013;50% indicated low heterogeneity, 51&#x02013;75% indicated medium heterogeneity, and more than 75% indicated high heterogeneity (<xref ref-type="bibr" rid="B24">24</xref>). In case of significant heterogeneity (<italic>P</italic> &#x0003C; 0.10 or <italic>I</italic><sup>2</sup> &#x0003E; 50%), a random-effects model was used. Otherwise, the fixed-effects model was used. Since the number of included studies was small and the heterogeneity was high, Hartung-Knapp adjustment was used to produce more robust estimates of variance (<xref ref-type="bibr" rid="B25">25</xref>). In addition, funnel plots and Begg&#x00027;s and Egger&#x00027;s tests were used to assess the publication bias (<xref ref-type="bibr" rid="B26">26</xref>). A <italic>P</italic> &#x0003C; 0.05 indicated a significant difference.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Literature Search and Study Characteristics</title>
<p>A flowchart describing the study selection process is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Six studies (<xref ref-type="bibr" rid="B15">15</xref>&#x02013;<xref ref-type="bibr" rid="B20">20</xref>) were included in the present meta-analysis. The eligible studies were published between 2016 and 2020, with a total sample of 462. The average age of the participants ranged from 60.9 to 82 years. The main features of the included studies are shown in <xref ref-type="table" rid="T1">Table 1</xref>. All six studies were randomized, with most (<italic>n</italic> = 5) describing randomization methods. Half of the studies (<italic>n</italic> = 3) did not describe the method of allocation concealment in enough detail. In general, all studies were of high quality (<xref ref-type="fig" rid="F2">Figure 2</xref>). The GRADE assessment of the certainty of the evidence showed that almost all endpoints estimates were derived from moderate quality evidence, and only one had low quality evidence (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Flow diagram of the study selection process.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-757673-g0001.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Characteristics of the studies included in this meta-analysis.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>References</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="center"><bold>Sex (Male%)</bold></th>
<th valign="top" align="left"><bold>Mean age</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Intervention</bold></th>
<th valign="top" align="center"><bold>Duration of probiotic therapy</bold></th>
<th valign="top" align="center"><bold>Study design</bold></th>
<th valign="top" align="left"><bold>Outcomes assessed</bold></th>
</tr>
<tr>
<th/>
<th/>
<th/>
<th/>
<th valign="top" align="left"><bold>Exp</bold></th>
<th valign="top" align="left"><bold>Con</bold></th>
<th/>
<th/>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Akbari et al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="center">20%</td>
<td valign="top" align="left">Exp: 77.67 &#x000B1; 2.62<break/> Con: 82 &#x000B1; 1.69</td>
<td valign="top" align="left">Milk containing a mixture of probiotics<break/> (<italic>N</italic> = 30)</td>
<td valign="top" align="left">Milk (<italic>N</italic> = 30)</td>
<td valign="top" align="center">12 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">High-sensitivity C-reactive protein, homeostasis model assessment&#x02013;insulin resistance, MMSE, plasma malondialdehyde, plasma triglycerides, quantitative insulin sensitivity check index, total cholesterol, and very low&#x02013;density lipoprotein</td>
</tr>
<tr>
<td valign="top" align="left">Agahi et al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="center">35.4%</td>
<td valign="top" align="left">Exp: 79.7 &#x000B1; 1.72<break/> Con: 80.57 &#x000B1; 1.79</td>
<td valign="top" align="left">A mixture of probiotic bacteria<break/> (<italic>N</italic> = 25)</td>
<td valign="top" align="left">Placebo (<italic>N</italic> = 23)</td>
<td valign="top" align="center">12 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">Plasma malondialdehyde</td>
</tr>
<tr>
<td valign="top" align="left">Hwang et al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="center">34%</td>
<td valign="top" align="left">Exp: 68 &#x000B1; 5.12<break/> Con: 69.2 &#x000B1; 7</td>
<td valign="top" align="left">DW2009<break/> (<italic>N</italic> = 50)</td>
<td valign="top" align="left">Placebo (<italic>N</italic> = 50)</td>
<td valign="top" align="center">12 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">Total cholesterol</td>
</tr>
<tr>
<td valign="top" align="left">Kobayashi et al. (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="center">49.6%</td>
<td valign="top" align="left">Exp: 61.5 &#x000B1; 6.83<break/> Con: 61.6 &#x000B1; 6.37</td>
<td valign="top" align="left"><italic>Bifidobacterium breve A1</italic><break/> (<italic>N</italic> = 61)</td>
<td valign="top" align="left">Placebo (<italic>N</italic> = 60)</td>
<td valign="top" align="center">12 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">High-sensitivity C-reactive protein, MMSE, plasma triglycerides, RBANS, and total cholesterol</td>
</tr>
<tr>
<td valign="top" align="left">Tamtaji et al. (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Exp: 76.2 &#x000B1; 8.1<break/> Con: 78.8 &#x000B1; 10.2</td>
<td valign="top" align="left">Probiotic plus selenium<break/> (<italic>N</italic> = 27)</td>
<td valign="top" align="left">Selenium (<italic>N</italic> = 26)</td>
<td valign="top" align="center">12 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">High-sensitivity C-reactive protein, homeostasis model assessment&#x02013;insulin resistance, MMSE, plasma malondialdehyde, plasma triglycerides, quantitative insulin sensitivity check index, total cholesterol, and very low&#x02013;density lipoprotein</td>
</tr>
<tr>
<td valign="top" align="left">Xiao et al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="center">48.7%</td>
<td valign="top" align="left">Exp: 61.3 &#x000B1; 7.7<break/> Con: 60.9 &#x000B1; 6.9</td>
<td valign="top" align="left">Probiotic<break/> (<italic>N</italic> = 40)</td>
<td valign="top" align="left">Placebo (<italic>N</italic> = 40)</td>
<td valign="top" align="center">16 w</td>
<td valign="top" align="center">RCT</td>
<td valign="top" align="left">RBANS</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Con, Controls; Exp, Experimental; MMSE, Mini-Mental State Examination; NA, not available; RBANS, repeatable battery for the assessment of neuropsychological status; RCT, randomized controlled trial; w, weeks</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Risk-of-bias assessment for the randomized trials included in the meta-analysis. <bold>(A)</bold> Risk-of-bias summary. <bold>(B)</bold> Risk-of-bias graph. Symbols: (&#x0002B;), low risk of bias; (?), unclear risk of bias; (&#x02212;), high risk of bias.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-757673-g0002.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Summary of findings table.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="7" style="border-bottom: thin solid #000000;"><bold>Effect of probiotic supplementation on cognitive function and metabolic status in MCI and AD</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="7" style="border-bottom: thin solid #000000;"><bold>Patient or population:</bold> patients with MCI and AD<break/> <bold>Settings:</bold> outpatient<break/> <bold>Intervention:</bold> probiotic supplementation<break/> <bold>Comparison:</bold> no probiotic interventions</td>
</tr> <tr>
<td valign="top" align="left"><bold>Outcomes</bold></td>
<td valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Illustrative comparative risks<xref ref-type="table-fn" rid="TN1">&#x0002A;</xref> (95% CI)</bold></td>
<td valign="top" align="left"><bold>Relative effect<break/> (95% CI)</bold></td>
<td valign="top" align="left"><bold>No of Participants (studies)</bold></td>
<td valign="top" align="left"><bold>Quality of the evidence (GRADE)</bold></td>
<td valign="top" align="left"><bold>Comments</bold></td>
</tr>
<tr>
<td style="border-bottom: thin solid #000000;"/>
<td valign="top" align="left" style="border-bottom: thin solid #000000;"><bold>Assumed risk</bold></td>
<td valign="top" align="left" style="border-bottom: thin solid #000000;"><bold>Corresponding risk</bold></td>
<td style="border-bottom: thin solid #000000;"/>
<td style="border-bottom: thin solid #000000;"/>
<td style="border-bottom: thin solid #000000;"/>
<td style="border-bottom: thin solid #000000;"/>
</tr>
<tr>
<td/>
<td valign="top" align="left"><bold>No probiotic interventions</bold></td>
<td valign="top" align="left"><bold>Probiotic supplementation</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Mini-Mental State Examination</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean mini-mental state examination in the control groups was<break/> <bold>0.6</bold></td>
<td valign="top" align="left">The mean mini-mental state examination in the intervention groups was<break/> <bold>1.08 higher</bold><break/> (0.34 lower to 2.5 higher)</td>
<td/>
<td valign="top" align="left">230<break/> (3 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296; <break/><bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Repeatable battery for the assessment of neuropsychological status</bold><break/> Follow-up: 0&#x02013;15 weeks</td>
<td valign="top" align="left">The mean repeatable battery for the assessment of neuropsychological status in the control groups was<break/> <bold>5.3</bold></td>
<td valign="top" align="left">The mean repeatable battery for the assessment of neuropsychological status in the intervention groups was<break/> <bold>6.01 higher</bold><break/> (4.85 lower to 16.86 higher)</td>
<td/>
<td valign="top" align="left">196 <break/>(2 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296; <break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>High-sensitivity C-reactive protein</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean high-sensitivity c-reactive protein in the control groups was<break/> <bold>0.4</bold></td>
<td valign="top" align="left">The mean high-sensitivity c-reactive protein in the intervention groups was<break/> <bold>1.31 lower</bold><break/> (3.31 lower to 0.69 higher)</td>
<td/>
<td valign="top" align="left">234<break/> (3 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296;<break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Homeostasis model assessment&#x02013;insulin resistance</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean homeostasis model assessment&#x02013;insulin resistance in the control groups was<break/> <bold>0.2</bold></td>
<td valign="top" align="left">The mean homeostasis model assessment&#x02013;insulin resistance in the intervention groups was<break/> <bold>0.34 lower</bold><break/> (0.44 lower to 0.24 higher)</td>
<td/>
<td valign="top" align="left">113<break/> (2 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296; <break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Malondialdehyde</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean malondialdehyde in the control groups was<break/> <bold>&#x02212;0.07</bold></td>
<td valign="top" align="left">The mean malondialdehyde in the intervention groups was<break/> <bold>0.5 lower</bold><break/> (1.1 lower to 0.1 higher)</td>
<td/>
<td valign="top" align="left">161<break/> (3 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02296;&#x02296; <break/> <bold>low</bold><sup><xref ref-type="table-fn" rid="TN1a">a</xref>, <xref ref-type="table-fn" rid="TN1b">b</xref></sup></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Triglycerides</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean triglycerides in the control groups was<break/> <bold>&#x02212;2.5</bold></td>
<td valign="top" align="left">The mean triglycerides in the intervention groups was<break/> <bold>15.65 lower</bold><break/> (27.48 to 3.83 lower)</td>
<td/>
<td valign="top" align="left">234<break/> (3 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296;<break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Total cholesterol</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean total cholesterol in the control groups was<break/> <bold>&#x02212;4.8</bold></td>
<td valign="top" align="left">The mean total cholesterol in the intervention groups was<break/> <bold>0.05 higher</bold><break/> (0.29 lower to 0.39 higher)</td>
<td/>
<td valign="top" align="left">326<break/> (4 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296; <break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Very low&#x02013;density lipoprotein</bold><break/> Follow-up: mean 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean very low&#x02013;density lipoprotein in the control groups was<break/> <bold>&#x02212;0.6</bold></td>
<td valign="top" align="left">The mean very low&#x02013;density lipoprotein in the intervention groups was<break/> <bold>3.71 lower</bold><break/> (6.11 to 1.32 lower)</td>
<td/>
<td valign="top" align="left">113<break/> (2 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296; <break/><bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Quantitative insulin sensitivity check index</bold><break/> Follow-up: 0&#x02013;12 weeks</td>
<td valign="top" align="left">The mean quantitative insulin sensitivity check index in the control groups was<break/> <bold>&#x02212;0.0075</bold></td>
<td valign="top" align="left">The mean quantitative insulin sensitivity check index in the intervention groups was<break/> <bold>0.01 higher</bold><break/> (0 to 0.01 higher)</td>
<td/>
<td valign="top" align="left">113<break/> (2 studies)</td>
<td valign="top" align="left">&#x02295;&#x02295;&#x02295;&#x02296;<break/> <bold>moderate</bold><xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>&#x0002A;</label><p><italic>The basis for the <bold>assumed risk</bold> (e.g., the median control group risk across studies) is provided in footnotes. The <bold>corresponding risk</bold> (and its 95% confidence interval) is based on the assumed risk in the comparison group and the <bold>relative effect</bold> of the intervention (and its 95% CI)</italic>.</p></fn>
<p><italic><bold>CI:</bold> Confidence interval</italic>.</p>
<p><italic>GRADE Working Group grades of evidence <bold>High quality:</bold> Further research is very unlikely to change our confidence in the estimate of effect. <bold>Moderate quality:</bold> Further research is likely to have an important impact on our confidence in the estimate of effect and may change the estimate. <bold>Low quality:</bold> Further research is very likely to have an important impact on our confidence in the estimate of effect and is likely to change the estimate. <bold>Very low quality:</bold> We are very uncertain about the estimate</italic>.</p>
<fn id="TN1a"><label>a</label> <p><italic>Unclear allocation concealment</italic>.</p></fn>
<fn id="TN1b"><label>b</label> <p><italic>Unclear random sequence generation method</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Quantitative Synthesis</title>
<sec>
<title>Mini-Mental State Examination</title>
<p>Data regarding Mini-Mental State Examination (MMSE) were reported in three studies. No significant differences were found between the trial and the control group (WMD = 1.08, 95% CI: &#x02212;0.34 to 2.50, <italic>P</italic> = 0.137, <italic>I</italic><sup>2</sup> = 92.6%) (<xref ref-type="fig" rid="F3">Figure 3A</xref>). After Hartung-Knapp adjustment due to few studies included in the analysis, the results were still non-significant (MD = 1.08, 95%CI = &#x02212;2.03 to 4.19).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Forest plots showing the effect of probiotic administration on cognitive function. <bold>(A)</bold> MMSE; <bold>(B)</bold> RBANS.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-757673-g0003.tif"/>
</fig>
</sec>
<sec>
<title>Repeatable Battery for the Assessment of Neuropsychological Status</title>
<p>Data regarding repeatable battery for the assessment of neuropsychological status (RBANS) were reported in two studies. No significant differences were found between the trial and the control group (WMD = 6.01, 95% CI: &#x02212;4.85 to 16.86, <italic>P</italic> = 0.278, <italic>I</italic><sup>2</sup> = 91.2%) (<xref ref-type="fig" rid="F3">Figure 3B</xref>). After Hartung-Knapp adjustment, non-significant differences were still shown (MD = 6.01, 95% CI = &#x02212;64.36 to 76.37).</p>
</sec>
<sec>
<title>High-Sensitivity C-Reactive Protein</title>
<p>Data regarding high-sensitivity C-reactive protein (hs-CRP) were reported in three studies. No significant differences were found between the trial and the control group before Hartung-Knapp adjustment (WMD = &#x02212;1.31, 95% CI: &#x02212;3.31 to 0.69, <italic>P</italic> = 0.198, <italic>I</italic><sup>2</sup> = 98.2%) (<xref ref-type="fig" rid="F4">Figure 4A</xref>), and after Hartung-Knapp adjustment (MD = &#x02212;1.31, 95%CI = &#x02212;5.53 to 2.91).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Forest plots showing the effect of probiotic administration on the level of clinical biomarkers. <bold>(A)</bold> hs-CRP; <bold>(B)</bold> HOMA-IR; <bold>(C)</bold> MDA; <bold>(D)</bold> triglycerides; <bold>(E)</bold> total cholesterol; <bold>(F)</bold> VLDL; and <bold>(G)</bold> QUICKI.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-757673-g0004.tif"/>
</fig>
</sec>
<sec>
<title>Homeostasis Model Assessment&#x02013;Insulin Resistance</title>
<p>Data regarding HOMA-IR were reported in two studies. The results showed that homeostasis model assessment&#x02013;insulin resistance (HOMA-IR) were significantly reduced in the trial group compared with the control group (WMD = &#x02212;0.34, 95% CI: &#x02212;0.44 to 0.24, <italic>P</italic> &#x0003C; 0.001, <italic>I</italic><sup>2</sup> = 0%) (<xref ref-type="fig" rid="F4">Figure 4B</xref>). However, after Hartung-Knapp adjustments, no significant differences were seen between the two groups (MD = &#x02212;0.34, 95%CI = &#x02212;0.58 to &#x02212;0.11).</p>
</sec>
<sec>
<title>Malondialdehyde</title>
<p>Data regarding malondialdehyde (MDA) were reported in three studies. No significant differences were found between the trial and the control group before Hartung-Knapp adjustment (WMD = &#x02212;0.50, 95% CI: &#x02212;1.10 to 0.10, <italic>P</italic> = 0.101, <italic>I</italic><sup>2</sup> = 98.7%) (<xref ref-type="fig" rid="F4">Figure 4C</xref>), and after Hartung-Knapp adjustment (MD = &#x02212;0.5, 95%CI = &#x02212;1.92 to 0.92).</p>
</sec>
<sec>
<title>Triglycerides</title>
<p>Data regarding triglycerides were reported in two studies. The results showed that triglyceride levels were significantly reduced in the trial group compared with the control group (WMD = &#x02212;15.65, 95% CI: &#x02212;27.48 to &#x02212;3.83, <italic>P</italic> = 0.009, <italic>I</italic><sup>2</sup> = 63.4%) (<xref ref-type="fig" rid="F4">Figure 4D</xref>). However, after Hartung-Knapp adjustment, the results became non-significant (MD = &#x02212;15.73, 95%CI = &#x02212;40.31 to 8.84).</p>
</sec>
<sec>
<title>Total Cholesterol</title>
<p>Data regarding total cholesterol were reported in three studies. No significant differences were found between the trial and the control group before Hartung-Knapp adjustment (WMD = 0.05, 95% CI: &#x02212;0.29 to 0.39, <italic>P</italic> = 0.788, <italic>I</italic><sup>2</sup> = 48%) (<xref ref-type="fig" rid="F4">Figure 4E</xref>), and after Hartung-Knapp adjustment (MD = &#x02212;1.22, 95%CI = &#x02212;4.3 to 1.86).</p>
</sec>
<sec>
<title>Very Low&#x02013;Density Lipoprotein (VLDL)</title>
<p>Data regarding VLDL were reported in two studies. The results showed that VLDL levels were significantly reduced in the trial group compared with the control group (WMD = &#x02212;3.71, 95% CI: &#x02212;6.11 to &#x02212;1.32, <italic>P</italic> = 0.002, <italic>I</italic><sup>2</sup> = 57.7%) (<xref ref-type="fig" rid="F4">Figure 4F</xref>). However, non-significant differences were observed between the two groups after Hartung-Knapp adjustment (MD = &#x02212;3.71, 95%CI = &#x02212;19.26 to 11.83).</p>
</sec>
<sec>
<title>Quantitative Insulin Sensitivity Check Index</title>
<p>Data regarding quantitative insulin sensitivity check index (QUICKI) were reported in two studies. QUICKI was significantly increased in the trial group compared with the control group (WMD = 0.01, 95% CI: 0.00&#x02013;0.01, <italic>P</italic> = 0.003, <italic>I</italic><sup>2</sup> = 51%) (<xref ref-type="fig" rid="F4">Figure 4G</xref>), but no significant differences were seen after Hartung-Knapp adjustment (MD = &#x02212;0.01, 95%CI = &#x02212;0.02 to 0.04).</p>
</sec>
</sec>
<sec>
<title>Publication BiasN</title>
<p>Publication bias across the included studies was assessed using the funnel plot (<xref ref-type="fig" rid="F5">Figure 5</xref>) and Begg&#x00027;s and Egger&#x00027;s tests. The results for total cholesterol (Begg&#x00027;s test <italic>P</italic> = 1.000, Egger&#x00027;s test <italic>P</italic> = 0.342) showed no evidence of publication bias.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Funnel plot for publication bias test of total cholesterol. Each point represents a separate study for the indicated association.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-757673-g0005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>All included studies were RCTs, which further improved the preciseness and credibility of this meta-analysis. The present study revealed that the probiotic administration had favorable effects on HOMA-IR, VLDL, QUICKI, and triglyceride levels in the patients with AD without Hartung-Knapp adjustment. However, the changes in MMSE, RBANS, and other biomarkers of oxidative stress, inflammation, and lipid profiles (hs-CRP, MDA, and total cholesterol) were negligible.</p>
<p>Recently, Tamtaji et al. (<xref ref-type="bibr" rid="B27">27</xref>) conducted a systematic review and meta-analysis to evaluate the effects of probiotic supplementation on metabolic status in patients with neurological disorders (including AD, parkinson&#x00027;s disease, multiple sclerosis, and migraine). Tamtaji et al. (<xref ref-type="bibr" rid="B27">27</xref>) demonstrated beneficial effects of probiotics on CRP, MDA, insulin, HOMA-IR, triglyceride, VLDL cholesterol, and HDL cholesterol levels in patients with neurological diseases. Compared with the study by Tamtaji et al. (<xref ref-type="bibr" rid="B27">27</xref>), we only focused on patients with MCI and AD. The strengths of our meta-analysis included a comprehensive search strategy, supplemented by manual search, bias risk assessment and GRADE certainty of evidence assessment for each outcome. In addition, we used Hartung-Knapp adjustment to provide conservative summary estimates with wide confidence intervals.</p>
<p>The intestinal microbiota is an ecosystem formed by a broad range of symbiotic communities of non-pathogenic microorganisms that exist in the distal end of the human intestine. Gut flora plays an important role in the normal physiological functions of organisms (<xref ref-type="bibr" rid="B28">28</xref>). The imbalance of intestinal microbiota, that is, intestinal disorders, is directly related to the origin of various acute and chronic dysfunction processes in the host (<xref ref-type="bibr" rid="B29">29</xref>). Therefore, intervention in the gut microbiota is becoming a possible strategy for the treatment of various diseases such as heart failure (HF) (<xref ref-type="bibr" rid="B30">30</xref>). Recent preclinical and clinical studies have emphasized the key role of the gut microbiota in cardiovascular health, especially HF prognosis (<xref ref-type="bibr" rid="B31">31</xref>). Some probiotic strains (particularly <italic>Lactobacillus, Bifidobacterium</italic>, and <italic>Saccharomyces boulardii</italic>) can be used as adjuvants for conventional treatment of HF (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>Dementia, especially AD, is a chronic and progressive syndrome that takes more than 20 years to manifest into cognitive impairment (<xref ref-type="bibr" rid="B32">32</xref>). Therefore, finding safe drugs to prevent dementia has become a subject of increasing interest. Previous studies showed that probiotic supplementation had beneficial effects on the cognitive function of patients with AD (<xref ref-type="bibr" rid="B16">16</xref>), so it might be developed as a dietary supplement for MCI. Dietary habits and regular consumption of functional foods prior to the onset of AD may be beneficial to health and reduce the risk of the disease. The present study showed no significant difference in cognitive function between the trial group and the control group. The results were consistent with those of the study by Kr&#x000FC;ger et al. (<xref ref-type="bibr" rid="B33">33</xref>). Moreover, Ticinesi et al. (<xref ref-type="bibr" rid="B34">34</xref>) found that although several observational and interventional studies in animal models of Alzheimer&#x00027;s disease supported the concept of gut&#x02013;brain regulation of cognitive symptoms, the lack of human data prevented any clinical recommendations on this topic. The effect of probiotics on MCI and moderate AD needs further exploration.</p>
<p>Patients with AD are prone to a variety of complications, such as increased inflammatory markers and oxidative damage, mortality (<xref ref-type="bibr" rid="B35">35</xref>), microvascular disease, dyslipidemia, and insulin resistance (<xref ref-type="bibr" rid="B36">36</xref>). Current research showed that probiotics could significantly improve HOMA-IR, QUICKI, and triglyceride and VLDL levels in patients with AD, but had no effect on hs-CRP, MDA, and total cholesterol levels. New evidence suggests that brain insulin resistance, as a key mediator of prediabetes and diabetes, might play a role in AD (<xref ref-type="bibr" rid="B37">37</xref>). Insulin resistance is important in the development of cognitive dysfunction in elderly patients with essential hypertension (<xref ref-type="bibr" rid="B38">38</xref>). On the contrary, the role of lipids in the pathogenesis and progression of AD remains unclear. In a meta-analysis conducted by Kasi&#x00144;ska et al. (<xref ref-type="bibr" rid="B38">38</xref>), probiotics significantly reduced the HbA1c levels and HOMA-IR in patients with type 2 diabetes, but had no significant effect on fasting glucose, insulin, and lipid profiles. Insulin simulation and lipid-lowering effects of probiotic supplements might be mediated by reducing oxidative stress and pro-inflammatory markers (<xref ref-type="bibr" rid="B39">39</xref>), and increasing B-oxidation of long-chain fatty acids in liver and muscle tissue (<xref ref-type="bibr" rid="B40">40</xref>). Probiotics can regulate serum lipoproteins by increasing the activities of cholesterol 7&#x003B1;-hydroxylase (CYP7&#x003B1;1), liver X receptor &#x003B1; and CYP7&#x003B1;1 enzyme. This may be the mechanism by which they reduce total cholesterol and triglycerides, increase the production of short-chain fatty acids, and regulate the expression of lipid and sugar genes of glucose-6-polyphosphatase and glucose transporter (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>This meta-analysis had some limitations that might have affected the interpretation of the results. First, as a protocol has not been pre-registered for this meta-analysis, it may introduce potential bias. Second, the heterogeneity in this study was significant. Due to the small number of studies, subgroup and meta-regression analyses were not possible to be performed to explore the sources of heterogeneity. Third, the number of human participants was limited. Some data were used for two trials, which might lead to bias. Finally, the evaluation of cognitive function lacked consistency and objectivity, and more accurate methods were needed for evaluation.</p>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>In conclusion, the present study demonstrated that the consumption of probiotics had favorable effects on the HOMA-IR in patients with AD. However, the probiotic treatment did not affect cognitive function, other biomarkers of oxidative stress, and other lipid profiles. More randomized controlled trials are warranted to produce robust results and definite conclusions.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>XL, CL, and JS contributed to conception and design of the study. XL organized the database. CL performed the statistical analysis. JS wrote the first draft of the manuscript. XL, CL, JS, and JL wrote sections of the manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This study was supported by Key Science and Technology Research Program for Medical Science Research in Hebei Province (20190215).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;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>
</body>
<back>
<ack><p>The authors would like to thank all study participants who were enrolled in this study.</p>
</ack>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2021.757673/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnut.2021.757673/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOC" id="SM1" mimetype="application/msword" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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