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<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2023.1069439</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association of inflammation and cognition in the elderly: A systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Leonardo</surname> <given-names>Sofia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2052219/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fregni</surname> <given-names>Felipe</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/12651/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Ph.D. Department, Universidad Francisco Marroqu&#x00ED;n</institution>, <addr-line>Guatemala City</addr-line>, <country>Guatemala</country></aff>
<aff id="aff2"><sup>2</sup><institution>Center for Neuromodulation and Clinical Research Learning, Spaulding Rehabilitation Hospital and Massachusetts General Hospital</institution>, <addr-line>Boston, MA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: John Semmler, The University of Adelaide, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Allan Bregola, University Hospitals Bristol and Weston NHS Foundation Trust, United Kingdom; David Adamowicz, University of California, San Diego, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Sofia Leonardo, <email>Sleonardo@hsph.harvard.edu</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Neuroinflammation and Neuropathy, a section of the journal Frontiers in Aging Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>15</volume>
<elocation-id>1069439</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Leonardo and Fregni.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Leonardo and Fregni</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>The development of mild cognitive impairment (MCI) and Alzheimer&#x2019;s disease (AD) may be associated with an inflammatory process. Inflammatory cytokines may be a surrogate for systemic inflammation leading to worsening neurological function. We aim to investigate the association between cognitive impairment and inflammation by pooling and analyzing the data from previously published studies.</p>
</sec>
<sec>
<title>Methods</title>
<p>We performed a systematic literature search on MEDLINE, PubMed, Embase, Web of Science, and Scopus for prospective longitudinal and cross-sectional studies evaluating the relationship between inflammation and cognitive functions.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 79 articles were included in our systematic review and meta-analysis. Pooled estimates from cross-sectional studies have demonstrated an increased level of C-reactive protein (CRP) [Hedges&#x2019;s g 0.35, 95% CI (0.16, 0.55), <italic>p</italic> &#x003C; 0.05], IL-1&#x03B2; [0.94, 95% CI (&#x2212;0.04, 1.92), <italic>p</italic> &#x003C; 0.05], interleukin-6 (IL-6) [0.46, 95% CI (0.05, 0.88), <italic>p</italic> &#x003C; 0.005], TNF alpha [0.22, 95% CI (&#x2212;0.24, 0.68), <italic>p</italic> &#x003C; 0.05], sTNFR-1 [0.74, 95% CI (0.46, 1.02), <italic>p</italic> &#x003C; 0.05] in AD compared to controls. Similarly, higher levels of IL-1&#x03B2; [0.17, 95% CI (0.05, 0.28), <italic>p</italic> &#x003C; 0.05], IL-6 [0.13, 95% CI (0.08, 0.18), <italic>p</italic> &#x003C; 0.005], TNF alpha [0.28, 95% CI (0.07, 0.49), <italic>p</italic> &#x003C; 0.05], sTNFR-1 [0.21, 95% CI (0.05, 0.48), <italic>p</italic> &#x003C; 0.05] was also observed in MCI vs. control samples. The data from longitudinal studies suggested that levels of IL-6 significantly increased the risk of cognitive decline [OR = 1.34, 95% CI (1.13, 1.56)]. However, intermediate levels of IL-6 had no significant effect on the final clinical endpoint [OR = 1.06, 95% CI (0.8, 1.32)].</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The data from cross-sectional studies suggest a higher level of inflammatory cytokines in AD and MCI as compared to controls. Moreover, data from longitudinal studies suggest that the risk of cognitive deterioration may increase by high IL-6 levels. According to our analysis, CRP, antichymotrypsin (ACT), Albumin, and tumor necrosis factor (TNF) alpha may not be good surrogates for neurological degeneration over time.</p>
</sec>
</abstract>
<kwd-group>
<kwd>elderly</kwd>
<kwd>inflammation</kwd>
<kwd>cytokines</kwd>
<kwd>CRP</kwd>
<kwd>IL-6</kwd>
<kwd>cognition</kwd>
</kwd-group>
<counts>
<fig-count count="12"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="115"/>
<page-count count="19"/>
<word-count count="10684"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>A variety of cell types can produce cytokines and non-antibody proteins. Interleukins (IL-1&#x2013;24), tumor necrosis factors (TNFs), and transforming growth factors (TGFs Beta 1&#x2013;3) are among the approximately 30 cytokines known. Cytokines are proteins that mediate cellular communication by autocrine, paracrine, or endocrine processes. Unique cytokine cell membrane receptors dictate the specificity of the cytokine response. The total response relies on its different components&#x2019; synergistic or antagonistic activities. Cytokine actions are the product of a complex network, frequently comprising feedback loops and cascades. The exact activities of different cytokines are hard to identify because of their pleiotropism (<xref ref-type="bibr" rid="B69">Papanicolaou et al., 1998</xref>; <xref ref-type="bibr" rid="B105">Wilson et al., 2002</xref>). IL-1, IL-6, and TNF are regarded as proinflammatory, but IL-4, IL-10, and IL-13 are typically considered anti-inflammatory in the periphery (<xref ref-type="bibr" rid="B52">Kronfol and Remick, 2000</xref>). The aging process is associated with a general decrease in immune function. Increasing age has been related to variations in blood levels of different cytokines (<xref ref-type="bibr" rid="B104">Wells et al., 2000</xref>). It has been extensively observed that serum IL-6 levels rise with aging in a variety of healthy groups (<xref ref-type="bibr" rid="B103">Wei et al., 1992</xref>; <xref ref-type="bibr" rid="B30">Ershler, 1993</xref>; <xref ref-type="bibr" rid="B36">Hager et al., 1994</xref>; <xref ref-type="bibr" rid="B75">Roubenoff et al., 1998</xref>). As a result, increases in IL-6 appear to be the normal outcome of aging, regardless of co-morbidity. Thymic atrophy and inhibition of thymopoiesis during aging may be linked to an increase in IL-6 with age (<xref ref-type="bibr" rid="B81">Sempowski et al., 2000</xref>).</p>
<p>It has been hypothesized that Alzheimer&#x2019;s disease (AD) inflammation is linked and contributes to vascular dementia (<xref ref-type="bibr" rid="B105">Wilson et al., 2002</xref>). Central nervous system (CNS) levels of certain cytokines appear to increase as a function of age. Neurologically intact patients show a progressive increase in brain level of IL-1 and microglial activation with age (<xref ref-type="bibr" rid="B84">Sheng et al., 1998</xref>). Brain IL-6 levels in the mouse brain have been observed to rise with age, most likely as a result of increasing microglial output (<xref ref-type="bibr" rid="B109">Ye and Johnson, 1999</xref>). Cytokines&#x2019; impacts on cognition work in two ways, with systemic cytokines signaling the CNS inflammation and the behavioral effects of systemic cytokines producing systemic consequences that eventually negatively influence cognition. The cognitive manifestations of the abovementioned neural degeneration processes arise when acute and chronic excessive cytokine levels exceed a person&#x2019;s homeostatic threshold, which may be measured by synaptic density or plasticity, and is termed a &#x201C;cognitive reserve&#x201D; (<xref ref-type="bibr" rid="B105">Wilson et al., 2002</xref>).</p>
<p>Beyond the conventional paradigms of cytokine-induced neurodegeneration and consequent cognitive impairment, processes affecting cognition in its broadest meaning must be investigated. The relationship between increased inflammatory markers in the serum and the occurrence and deterioration of cognitive degenerative diseases is still ambiguous. The correlation between inflammation and cognitive decline has been poorly studied. Older persons with no signs of dementia had higher levels of the inflammatory biomarkers interleukin-6 (IL-6) and C-reactive protein (CRP), according to a cross-sectional studies from the Netherlands (<xref ref-type="bibr" rid="B80">Schram et al., 2007</xref>) and the US (<xref ref-type="bibr" rid="B106">Yaffe et al., 2003</xref>). Consistently contradictory findings may be seen in longitudinal investigations of populations without dementia. Among older Finnish women, a higher CRP level at baseline was associated with worse cognitive performance 12 years later (<xref ref-type="bibr" rid="B50">Komulainen et al., 2007</xref>), while a cognitive decline was observed after 2 years in white and black elderly Americans (<xref ref-type="bibr" rid="B106">Yaffe et al., 2003</xref>). In white and black Americans, IL-6 predicted the cognitive decline after 2 years (<xref ref-type="bibr" rid="B106">Yaffe et al., 2003</xref>), while in Dutch older adults after 5 years (<xref ref-type="bibr" rid="B102">Weaver et al., 2002</xref>). Although, there are few systematic reviews and meta-analyses where authors have reviewed the level of biomarkers in cognitive decline (<xref ref-type="bibr" rid="B89">Swardfager et al., 2010</xref>; <xref ref-type="bibr" rid="B40">Holmes, 2013</xref>) but all of them have considered cross sectional studies only and mostly focused on AD vs. normal comparison in blood samples.</p>
<p>As a result, we aim to systematically review studies comparing cytokine levels between AD and mild cognitive impairment (MCI) vs. healthy controls from the cross-sectional as well as longitudinal studies to test the hypothesis of increased inflammatory levels associated with cognitive decline in this population.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<p>To conduct this systematic review and meta-analysis: we followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statements guidelines (<xref ref-type="bibr" rid="B68">Page et al., 2021</xref>), as well as the standards of the Cochrane Handbook for systematic review.</p>
<sec id="S2.SS1">
<title>2.1. Literature search strategy</title>
<p>We searched the published literature in two electronic databases including MEDLINE, PubMed, Embase, and Web of Science and Scopus up to December 2021. Search terms were as follows:</p>
<list list-type="simple">
<list-item>
<label>(1)</label>
<p><italic>Cognition OR cognitive decline OR cognitive function OR cognitive impairment OR cognitive loss OR memory.</italic></p>
</list-item>
<list-item>
<label>(2)</label>
<p><italic>Peripheral OR blood OR plasma OR plasm&#x002A; OR serum OR sera</italic>.</p>
</list-item>
<list-item>
<label>(3)</label>
<p><italic>Inflammatory markers OR inflammation OR cytokine OR chemokine OR IFN OR interleukin OR TGF OR TNF OR CRP.</italic> Boolean operators (AND/OR) were used to combine the respective searches. We also manually searched the biography of the included studies for any additional relevant references cited within retrieved articles that were not retrieved during the literature search.</p>
</list-item>
</list>
</sec>
<sec id="S2.SS2">
<title>2.2. Eligibility criteria and study selection</title>
<p>Studies were included if they met the following criteria: (i) the study had a cross sectional or longitudinal prospective cohort design; (ii) the cross sectional studies should have reported data of AD, MCI with respect to controls, while in longitudinal studies, cognition performance was used at baseline and follow-up; in (iii) levels of cytokines were measured in blood; (iv) the longitudinal study measured the association of cytokine level and cognitive decline; (v) the article was available in English. Exclusion criteria included: (i) participants with dementia or cognitive impairment were included at baseline; (ii) the association between baseline cytokine level and cognitive decline was not reported; (iii) if the concentration of cytokine markers were measured in post-mortem samples. (iv) Small sample size less than 5 was used.</p>
</sec>
<sec id="S2.SS3">
<title>2.3. Quality assessment</title>
<p>The quality assessment was performed by two authors independently according to the Newcastle&#x2013;Ottawa Scale, and disputes were resolved by discussion. The quality score was calculated based on three major components of cohort studies: quality of selection (zero to four stars), comparability (zero to two stars), and exposure and outcome of study participants (zero to three stars). A higher score represents better methodological quality. Studies were defined as high (greater than seven stars), medium (six to seven stars), or low quality (less than six stars).</p>
</sec>
<sec id="S2.SS4">
<title>2.4. Data extraction</title>
<p>Each type of dataset was extracted independently by two authors. Discrepancies were reconciled through full discussion and consensus among the reviewers. For longitudinal studies, the extracted data involved the following: (I) summary and baseline of patients included in our study including study ID (name of the author, year, and setting of the publication), study design, subjects at baseline, the proportion of females at baseline, mean age at baseline (years), mean follow up assessment of global cognition in months, and the conclusion of each study; (II) risk of bias (ROB) domains including three major components of cohort studies: quality of selection (zero to four stars), comparability (zero to two stars), and exposure and outcome of study participants (zero to three stars); and (III) the outcome measures. The outcome measures were extracted as odds ratio (OR) and 95% confidence intervals (CIs) for the adjusted model, and confounders were adjusted for in the regression analysis. For cross sectional studies, the sample sizes and mean (&#x00B1;SD) concentrations of markers were extracted and Hedge&#x2019;s g was used for effect size (ES) for meta-analysis.</p>
</sec>
<sec id="S2.SS5">
<title>2.5. Data analysis</title>
<p>Statistical analyses were performed using Open Meta Analyst (<italic>AHRQ, CEBM; Brown University, Providence, RI, USA</italic>) and STATA version 16.0 (<italic>StataCorp LLC, College Station, TX, USA</italic>). We ultimately employed the random-effects model with the DerSimonian and Liard method (<xref ref-type="bibr" rid="B23">DerSimonian and Laird, 1986</xref>). From cross sectional studies, the sample sizes and mean (&#x00B1;SD) concentrations of markers were extracted and Hedges&#x2019;s g was used for ES for meta-analysis. For longitudinal studies, all data were dichotomous (events and no events) and were pooled as weighted proportions and risk ratios (RRs) with 95% CI (<xref ref-type="bibr" rid="B17">Cumpston et al., 2019</xref>). Pooled rates of proportions were calculated through the Freeman&#x2013;Tukey transformation meta-analysis of proportions using MedCalc (Version 15.0; MedCalc Software, Ostend, Belgium).</p>
<p>Heterogeneity between studies was examined visually and statistically through Chi-square and I2 tests: a <italic>Q</italic> statistic with <italic>P</italic> &#x003C; 0.1 indicated heterogeneity, whereas I2 values of 0, 25, 50, and 75% represented no, low, moderate, and high heterogeneity, respectively (<xref ref-type="bibr" rid="B39">Higgins et al., 2003</xref>). When detecting considerable heterogeneity, we performed sensitivity analyses to ascertain the source of heterogeneity by excluding one study at a time in addition to and subgroup analyses. Publication bias was visually examined through funnel plot symmetry as well as mathematically through Egger&#x2019;s regression test, Begg&#x2019;s test, and Duval&#x2019;s non-parametric trim-and-fill analysis (<xref ref-type="bibr" rid="B5">Begg and Mazumdar, 1994</xref>; <xref ref-type="bibr" rid="B41">Irwig et al., 1998</xref>; <xref ref-type="bibr" rid="B27">Duval and Tweedie, 2000</xref>).</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3. Results</title>
<sec id="S3.SS1">
<title>3.1. Search results and characteristics of included studies</title>
<p>Our search extracted 25,513 unique citations after searching electronic databases. Following title and abstract screening, 619 full-text articles were retrieved and screened for eligibility. Of them, 540 articles were excluded, and 79 studies were reviewed in detail and included in this meta-analysis (PRISMA flow diagram; <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g001.tif"/>
</fig>
<p>The bibliography of the included randomized control trials (RCTs) was manually searched but added no further records. All studies were conducted between 2002 and 2021. <xref ref-type="table" rid="T1">Table 1</xref> summarizes the characteristics of included patients and cross-sectional studies, while <xref ref-type="table" rid="T2">Table 2</xref> represents longitudinal studies.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Characteristics of included patients and cross-sectional studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Sr. No</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">References</td>
<td valign="top" align="center" colspan="3" style="color:#ffffff;background-color: #7f8080;">Samples</td>
<td valign="top" align="center" colspan="3" style="color:#ffffff;background-color: #7f8080;">Age (mean &#x00B1; SD)</td>
<td valign="top" align="center" colspan="3" style="color:#ffffff;background-color: #7f8080;">Female (%)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Diagnosis</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Sample type</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Assay type</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"><bold>AD</bold></td>
<td valign="top" align="center"><bold>MCI</bold></td>
<td valign="top" align="center"><bold>CI</bold></td>
<td valign="top" align="center"><bold>AD</bold></td>
<td valign="top" align="center"><bold>MCI</bold></td>
<td valign="top" align="center"><bold>CT</bold></td>
<td valign="top" align="center"><bold>AD</bold></td>
<td valign="top" align="center"><bold>MCI</bold></td>
<td valign="top" align="center"><bold>CT</bold></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B93">Teunissen et al., 2003</xref></td>
<td valign="top" align="center">34</td>
<td/>
<td valign="top" align="center">61</td>
<td valign="top" align="center">73.0 &#x00B1; 10.0</td>
<td/>
<td valign="top" align="center">68.0 &#x00B1; 6.7</td>
<td valign="top" align="center">59</td>
<td/>
<td valign="top" align="center">43</td>
<td valign="top" align="center">DSM-IV; NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B16">Ciabattoni et al., 2007</xref></td>
<td valign="top" align="center">44</td>
<td/>
<td valign="top" align="center">44</td>
<td valign="top" align="center">73.0 &#x00B1; 8.0</td>
<td/>
<td valign="top" align="center">75.0 &#x00B1; 7.0</td>
<td valign="top" align="center">56.8</td>
<td/>
<td valign="top" align="center">61.4</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA, Bio-Plex cytokine assay</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B47">Kassner et al., 2008</xref></td>
<td valign="top" align="center">5</td>
<td/>
<td valign="top" align="center">5</td>
<td valign="top" align="center">75.2 &#x00B1; 3.5</td>
<td/>
<td valign="top" align="center">71.0 &#x00B1; 3.2</td>
<td valign="top" align="center">40</td>
<td/>
<td valign="top" align="center">40</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B70">Porcellini et al., 2008</xref></td>
<td valign="top" align="center">195</td>
<td valign="top" align="center">69</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">79.2 &#x00B1; 8.3</td>
<td valign="top" align="center">78.0 &#x00B1; 8.0</td>
<td valign="top" align="center">73.0 &#x00B1; 6.0</td>
<td valign="top" align="center">69.7</td>
<td valign="top" align="center">53.6</td>
<td valign="top" align="center">54.2</td>
<td valign="top" align="center">DSM-IV; NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA, Immunonephelometry</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Davis et al., 2009</xref></td>
<td valign="top" align="center">18</td>
<td/>
<td valign="top" align="center">51</td>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">NINCDS-ADRDA; DSM-IVR</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Immunoturbidimetric assay</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B108">Yarchoan et al., 2013</xref></td>
<td valign="top" align="center">203</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">117</td>
<td valign="top" align="center">74.5 &#x00B1; 7.7</td>
<td valign="top" align="center">71.6 &#x00B1; 8.4</td>
<td valign="top" align="center">69.9 &#x00B1; 10.1</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B11">Bozluolcay et al., 2016</xref></td>
<td valign="top" align="center">145</td>
<td/>
<td valign="top" align="center">25</td>
<td valign="top" align="center">73.2 &#x00B1; 10.2</td>
<td/>
<td valign="top" align="center">73.1 &#x00B1; 10.6</td>
<td valign="top" align="center">50</td>
<td/>
<td valign="top" align="center">48</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA, Immunonephelometry</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B98">Villarreal et al., 2016</xref></td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">81.9 &#x00B1; 9.2</td>
<td valign="top" align="center">81.2 &#x00B1; 7.8</td>
<td valign="top" align="center">76.5 &#x00B1; 6.7</td>
<td valign="top" align="center">78.6</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">64.9</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Multiplex assay</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B25">Dukic et al., 2016</xref></td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">74.0 &#x00B1; 7.6</td>
<td valign="top" align="center">72.0 &#x00B1; 6.1</td>
<td valign="top" align="center">67.3 &#x00B1; 7.6</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">60</td>
<td valign="top" align="center">NINCDS-ADRDA; the Petersen rating criteria</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Complex</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B49">King et al., 2018</xref></td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">75.9 &#x00B1; 6.7</td>
<td valign="top" align="center">78.5 &#x00B1; 6.4</td>
<td valign="top" align="center">75.9 &#x00B1; 7.3</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">NINCDS-ADRDA; NIA-AA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">Mixed</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B15">Choi et al., 2008</xref></td>
<td valign="top" align="center">11</td>
<td/>
<td valign="top" align="center">13</td>
<td valign="top" align="center">73.5 &#x00B1; 4.0</td>
<td/>
<td valign="top" align="center">68.5 &#x00B1; 7.2</td>
<td valign="top" align="center">81.8</td>
<td/>
<td valign="top" align="center">61.5</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum, CSF</td>
<td valign="top" align="center">Immunoassay</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B59">Llano et al., 2012</xref></td>
<td valign="top" align="center">15</td>
<td/>
<td valign="top" align="center">7</td>
<td valign="top" align="center">70.2 &#x00B1; 7.4</td>
<td/>
<td valign="top" align="center">65.0 &#x00B1; 5.2</td>
<td valign="top" align="center">20</td>
<td/>
<td valign="top" align="center">28.6</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">MSD</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B55">Leung et al., 2013</xref></td>
<td valign="top" align="center">117</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">112</td>
<td valign="top" align="center">76.2 &#x00B1; 6.1</td>
<td valign="top" align="center">73.9 &#x00B1; 5.6</td>
<td valign="top" align="center">72.3 &#x00B1; 6.7</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">49.2</td>
<td valign="top" align="center">53.6</td>
<td valign="top" align="center">MMSE; CDR; CERAD; ADAS-Cog</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">Multiplex, ELISA</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B76">Rubio-Perez and Morillas-Ruiz, 2013</xref></td>
<td valign="top" align="center">48</td>
<td/>
<td valign="top" align="center">52</td>
<td valign="top" align="center">76.5 &#x00B1; 3.5</td>
<td/>
<td valign="top" align="center">79.0 &#x00B1; 4.0</td>
<td valign="top" align="center">72.9</td>
<td/>
<td valign="top" align="center">76.9</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Immunoassay</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B56">Licastro et al., 2000</xref></td>
<td valign="top" align="center">145</td>
<td/>
<td valign="top" align="center">51</td>
<td valign="top" align="center">75.0 &#x00B1; 12.0</td>
<td/>
<td valign="top" align="center">78.0 &#x00B1; 14.3</td>
<td valign="top" align="center">62.8</td>
<td/>
<td valign="top" align="center">60.8</td>
<td valign="top" align="center">NINCDS-ADRDA; DSM-III R</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B21">De Luigi et al., 2002</xref></td>
<td valign="top" align="center">58</td>
<td/>
<td valign="top" align="center">47</td>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B115">Zuliani et al., 2007</xref></td>
<td valign="top" align="center">60</td>
<td/>
<td valign="top" align="center">42</td>
<td valign="top" align="center">78.5 &#x00B1; 7.6</td>
<td/>
<td valign="top" align="center">72.3 &#x00B1; 5.8</td>
<td valign="top" align="center">65</td>
<td/>
<td valign="top" align="center">46</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B31">Forlenza et al., 2009</xref></td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">76.3 &#x00B1; 6.5</td>
<td valign="top" align="center">70.7 &#x00B1; 10.3</td>
<td valign="top" align="center">69.9 &#x00B1; 6.7</td>
<td valign="top" align="center">82.8</td>
<td valign="top" align="center">74.3</td>
<td valign="top" align="center">64.5</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B46">Kamer et al., 2009</xref></td>
<td valign="top" align="center">18</td>
<td/>
<td valign="top" align="center">16</td>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">78</td>
<td/>
<td valign="top" align="center">94</td>
<td valign="top" align="center">DSM-IV; NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">Immunoassay</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B73">Richardson et al., 2013</xref></td>
<td valign="top" align="center">24</td>
<td/>
<td valign="top" align="center">35</td>
<td valign="top" align="center">79.0 &#x00B1; 6.3</td>
<td/>
<td valign="top" align="center">75.6 &#x00B1; 7.6</td>
<td valign="top" align="center">63.8</td>
<td/>
<td valign="top" align="center">61.8</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B11">Bozluolcay et al., 2016</xref></td>
<td valign="top" align="center">145</td>
<td/>
<td valign="top" align="center">25</td>
<td valign="top" align="center">73.2 &#x00B1; 10.2</td>
<td/>
<td valign="top" align="center">73.1 &#x00B1; 10.6</td>
<td valign="top" align="center">50</td>
<td/>
<td valign="top" align="center">48</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Immunoassay</td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B26">Dursun et al., 2015</xref></td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">74.0 &#x00B1; 3.9</td>
<td valign="top" align="center">74.4 &#x00B1; 2.9</td>
<td valign="top" align="center">72.1 &#x00B1; 3.4</td>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">DSM-IV</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B18">D&#x2019;Anna et al., 2017</xref></td>
<td valign="top" align="center">27</td>
<td/>
<td valign="top" align="center">18</td>
<td valign="top" align="center">74.3 &#x00B1; 8.0</td>
<td/>
<td valign="top" align="center">70.7 &#x00B1; 5.0</td>
<td valign="top" align="center">51.9</td>
<td/>
<td valign="top" align="center">44.4</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Pro human cytokine 10-Plex</td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B112">Zhao et al., 2012</xref></td>
<td valign="top" align="center">150</td>
<td/>
<td valign="top" align="center">150</td>
<td valign="top" align="center">70.7 &#x00B1; 4.3</td>
<td/>
<td valign="top" align="center">69.9 &#x00B1; 5.2</td>
<td valign="top" align="center">47.3</td>
<td/>
<td valign="top" align="center">41.3</td>
<td valign="top" align="center">Peterson et al&#x2019;s clinical criteria</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B101">Wang et al., 2014</xref></td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">73.7 &#x00B1; 9.4</td>
<td valign="top" align="center">76.6 &#x00B1; 9.1</td>
<td valign="top" align="center">73.7 &#x00B1; 8.4</td>
<td valign="top" align="center">44.3</td>
<td valign="top" align="center">57.4</td>
<td valign="top" align="center">54.0</td>
<td valign="top" align="center">DSM-IV; NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B98">Villarreal et al., 2016</xref></td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">81.9 &#x00B1; 9.2</td>
<td valign="top" align="center">81.2 &#x00B1; 7.8</td>
<td valign="top" align="center">76.5 &#x00B1; 6.7</td>
<td valign="top" align="center">78.6</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">64.9</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Multiplex assay</td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B48">Kim et al., 2017</xref></td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">77.7 &#x00B1; 8.1</td>
<td valign="top" align="center">75.0 &#x00B1; 7.5</td>
<td valign="top" align="center">72.0 &#x00B1; 7.3</td>
<td valign="top" align="center">71.4</td>
<td valign="top" align="center">61.5</td>
<td valign="top" align="center">57.1</td>
<td valign="top" align="center">NINCDS-ADRDA; IWG criteria</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B114">Zhu et al., 2017</xref></td>
<td valign="top" align="center">96</td>
<td valign="top" align="center">140</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">77.3 &#x00B1; 7.3</td>
<td valign="top" align="center">71.2 &#x00B1; 8.1</td>
<td valign="top" align="center">68.3 &#x00B1; 6.0</td>
<td valign="top" align="center">62.5</td>
<td valign="top" align="center">47.9</td>
<td valign="top" align="center">51.9</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Luminex assays</td>
</tr>
<tr>
<td valign="top" align="left">29</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B9">Bonotis et al., 2008</xref></td>
<td valign="top" align="center">49</td>
<td/>
<td valign="top" align="center">21</td>
<td valign="top" align="center">75.0 &#x00B1; 6.0</td>
<td/>
<td valign="top" align="center">71.2 &#x00B1; 4.4</td>
<td valign="top" align="center">57.1</td>
<td/>
<td valign="top" align="center">52.4</td>
<td valign="top" align="center">INCDS-ADRDA</td>
<td valign="top" align="center">Blood</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">30</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B11">Bozluolcay et al., 2016</xref></td>
<td valign="top" align="center">145</td>
<td/>
<td valign="top" align="center">25</td>
<td valign="top" align="center">73.2 &#x00B1; 10.2</td>
<td/>
<td valign="top" align="center">73.1 &#x00B1; 10.6</td>
<td valign="top" align="center">50</td>
<td/>
<td valign="top" align="center">48</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA, immunoassays</td>
</tr>
<tr>
<td valign="top" align="left">31</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B29">Eriksson et al., 2011</xref></td>
<td valign="top" align="center">71</td>
<td/>
<td valign="top" align="center">205</td>
<td valign="top" align="center">81.6 &#x00B1; 5.3</td>
<td/>
<td valign="top" align="center">81.3 &#x00B1; 5.6</td>
<td valign="top" align="center">73.3</td>
<td/>
<td valign="top" align="center">62</td>
<td valign="top" align="center">NINCDS-ADRDA; DSM-III R, IV</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Immunoassays</td>
</tr>
<tr>
<td valign="top" align="left">32</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B46">Kamer et al., 2009</xref></td>
<td valign="top" align="center">18</td>
<td/>
<td valign="top" align="center">16</td>
<td valign="top" align="center">NA</td>
<td/>
<td/>
<td valign="top" align="center">78</td>
<td/>
<td valign="top" align="center">94</td>
<td valign="top" align="center">DSM-IV; NINCDS-ADRDA</td>
<td valign="top" align="center">Plasma</td>
<td valign="top" align="center">Immunoassays</td>
</tr>
<tr>
<td valign="top" align="left">33</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B51">Kong et al., 2002</xref></td>
<td valign="top" align="center">70</td>
<td/>
<td valign="top" align="center">52</td>
<td valign="top" align="center">71.8 &#x00B1; 9.7</td>
<td/>
<td valign="top" align="center">69.0 &#x00B1; 4.0</td>
<td valign="top" align="center">51.4</td>
<td/>
<td valign="top" align="center">51.9</td>
<td valign="top" align="center">DSM-IV R, MMSE, ADL</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
<tr>
<td valign="top" align="left">34</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B67">O&#x2019;Bryant et al., 2016</xref></td>
<td valign="top" align="center">79</td>
<td/>
<td valign="top" align="center">65</td>
<td valign="top" align="center">76.1 &#x00B1; 8.6</td>
<td/>
<td valign="top" align="center">71.2 &#x00B1; 9.2</td>
<td valign="top" align="center">70</td>
<td/>
<td valign="top" align="center">68</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">Multiplex biomarker assay</td>
</tr>
<tr>
<td valign="top" align="left">35</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B74">Richartz et al., 2005</xref></td>
<td valign="top" align="center">20</td>
<td/>
<td valign="top" align="center">21</td>
<td valign="top" align="center">72.0 (60.0&#x2013;88.0)</td>
<td valign="top" align="center">68.0 (59.0&#x2013;82.0)</td>
<td/>
<td valign="top" align="center">80</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">NINCDS-ADRDA</td>
<td valign="top" align="center">Serum</td>
<td valign="top" align="center">ELISA</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Characteristics of included patients and longitudinal studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">References</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Cohort</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Setting</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Subjects at baseline (<italic>n</italic>)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Female (%)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Mean age at baseline (years)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Mean follow up (years)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Conclusion</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B24">Dik et al., 2005</xref></td>
<td valign="top" align="center">Longitudinal aging study Amsterdam</td>
<td valign="top" align="center">The Netherlands</td>
<td valign="top" align="center">1,284</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">75.4 &#x00B1; 6.6</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">Serum inflammatory protein _1-antichymotrypsin (ACT) is associated with cognitive decline in older persons, whereas C-reactive protein (CRP), interleukin-6 (IL-6), and albumin are not.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B44">Jordanova et al., 2007</xref></td>
<td valign="top" align="center">N/A</td>
<td valign="top" align="center">Britain</td>
<td valign="top" align="center">290</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">65.5 &#x00B1; 5.5</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">Raised IL-6 but not CRP predicted cognitive decline in this population inflammatory changes associated with cognitive decline may be specific to particular causal pathways.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B72">Rafnsson et al., 2007</xref></td>
<td valign="top" align="center">Edinburgh artery study</td>
<td valign="top" align="center">Britain</td>
<td valign="top" align="center">452</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">73.1 &#x00B1; 5.0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">Systemic markers of inflammation and hemostasis are associated with a progressive decline in general and specific cognitive abilities in older people, independent of major vascular comorbidity.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B80">Schram et al., 2007</xref> (Rotterdam study)</td>
<td valign="top" align="center">Rotterdam cohort</td>
<td valign="top" align="center">The Netherlands</td>
<td valign="top" align="center">3,874</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">72.1 &#x00B1; 6.9</td>
<td valign="top" align="center">4.6</td>
<td valign="top" align="center">Systemic markers of inflammation are only moderately associated with cognitive function and decline and tend to be stronger in carriers of the APOE e4 allele. Systemic markers of inflammation are not suitable for risk stratification.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B80">Schram et al., 2007</xref> (Leiden 85-plus Study)</td>
<td valign="top" align="center">Leiden 85-Plus cohort</td>
<td valign="top" align="center">The Netherlands</td>
<td valign="top" align="center">491</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">85</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Systemic markers of inflammation are only moderately associated with cognitive function and decline and tend to be stronger in carriers of the APOE e4 allele. Systemic markers of inflammation are not suitable for risk stratification.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B87">Singh-Manoux et al., 2014</xref></td>
<td valign="top" align="center">The Whitehall II Study</td>
<td valign="top" align="center">Britain</td>
<td valign="top" align="center">5,217</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">55.7 &#x00B1; 6.0</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Elevated IL-6 but not CRP in midlife predicts cognitive decline; the combined cross sectional and longitudinal effects over the 10-year observation period corresponded to an age effect of 3.9 years.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B102">Weaver et al., 2002</xref></td>
<td valign="top" align="center">The MacArthur study of successful aging</td>
<td valign="top" align="center">America</td>
<td valign="top" align="center">1,189</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">74.3 &#x00B1; 2.7</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">There is a relationship between elevated baseline plasma IL-6 and risk for subsequent decline in cognitive function. These findings are consistent with the hypothesized relationship between brain inflammation, as measured here by elevated plasma IL-6, and neuropathologic disorders.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B106">Yaffe et al., 2003</xref></td>
<td valign="top" align="center">The health ABC study</td>
<td valign="top" align="center">America</td>
<td valign="top" align="center">3,031</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">73.6 &#x00B1; 2.9</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">Serum markers of inflammation, especially IL-6 and CRP, are prospectively associated with cognitive decline in well-functioning elders. These findings support the hypothesis that inflammation contributes to cognitive decline in the elderly.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B2">Alley et al., 2008</xref></td>
<td valign="top" align="center">MacArthur study of successful aging</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">533</td>
<td valign="top" align="center">51.8</td>
<td valign="top" align="center">74.4</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">Although high levels of inflammation are associated with incident cognitive impairment, these results do not generalize to the full range of cognitive changes, where the role of inflammation appears to be marginal.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B13">Chen et al., 2014</xref></td>
<td valign="top" align="center">Prospective, observational, cohort study</td>
<td valign="top" align="center">China</td>
<td valign="top" align="center">109</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">74.1 &#x00B1; 6.0</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Increased CRP was associated with cognitive impairment, and additive effects of increased CRP with hypertriglyceridemia and hyperglycemia on cognitive impairment were observed among elderly individuals.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B94">Tilvis et al., 2004</xref></td>
<td valign="top" align="center">Prospective cohort</td>
<td valign="top" align="center">Finland</td>
<td valign="top" align="center">650</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Five-year decline was predicted by the presence of atrial fibrillation [relative risk (RR) 2.8], APOE4 (RR 2.4), elevated CRP (RR 2.3), diabetes mellitus (RR 2.2), and heart failure (RR 1.8). They also tended to increase 5-year all-cause mortality.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B1">Adriaensen et al., 2014</xref></td>
<td valign="top" align="center">Prospective, observational, cohort study</td>
<td valign="top" align="center">Belgium</td>
<td valign="top" align="center">303</td>
<td valign="top" align="center">37.3</td>
<td valign="top" align="center">84.3 &#x00B1; 3.4</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Simple serum levels of IL-6 may be very useful in short-term identification or evaluation of global functional status in the oldest old.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B3">Ashraf-Ganjouei et al., 2020</xref></td>
<td valign="top" align="center">Longitudinal study</td>
<td valign="top" align="center">Iran</td>
<td valign="top" align="center">216</td>
<td valign="top" align="center">36.1</td>
<td valign="top" align="center">39.12 &#x00B1; 20.19</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Healthy subjects with higher levels of CRP exhibit poorer performance in verbal learning memory and general wakefulness domains of cognition.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B4">Baierle et al., 2015</xref></td>
<td valign="top" align="center">Prospective cohort</td>
<td valign="top" align="center">Brazil</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">64.9</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Individuals with lower antioxidant status are more vulnerable to oxidative stress, which is associated with cognitive function, leading to reduced life quality and expectancy.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Beydoun et al., 2018</xref></td>
<td valign="top" align="center">Prospective cohort</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">2,574</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">46.9</td>
<td valign="top" align="center">4.64</td>
<td valign="top" align="center">Strong associations between systemic inflammation and longitudinal cognitive performance were detected, largely among older individuals (&#x003E;50 y) and African-Americans. Randomized trials targeting inflammation are warranted.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Beydoun et al., 2019</xref></td>
<td valign="top" align="center">Prospective cohort</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">195</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">46.90 &#x00B1; 1.00</td>
<td valign="top" align="center">4.64</td>
<td valign="top" align="center">Cytokines were shown to be associated with age-related cognitive decline among middle-aged and older urban adults in an age group and race-specific manner.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B10">Boots et al., 2020</xref></td>
<td valign="top" align="center">Longitudinal secondary analysis</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">86</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">69.03 &#x00B1; 6.65</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Peripheral inflammation is inversely associated with select cognitive domains and white matter integrity (but not WMHs), particularly in older Black adults. It is important to consider race when investigating inflammatory associates of brain and behavior.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Chi et al., 2017</xref></td>
<td valign="top" align="center">Longitudinal study</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">1,182</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">78.9 &#x00B1; 3.4</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">Inflammation is associated with memory and psychomotor speed. In particular, systemic inflammation, vascular inflammation, and altered endothelial function may play roles in domain-specific cognitive decline of non-demented individuals.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B33">Giudici et al., 2019</xref></td>
<td valign="top" align="center">Prospective observational study</td>
<td valign="top" align="center">France</td>
<td valign="top" align="center">1,516</td>
<td valign="top" align="center">64.5</td>
<td valign="top" align="center">75.4 &#x00B1; 4.5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Low-grade inflammation and hyperhomocysteinemia were both related with impairment on the combined IC levels among older adults after a 5-year follow-up. Identifying biomarkers that strongly associate with IC may help to settle strategies aiming to prevent the incidence and slow down the evolution of age-related functional decline and care dependency.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Goldstein et al., 2015</xref></td>
<td valign="top" align="center">Longitudinal study</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">278</td>
<td valign="top" align="center">63.7</td>
<td valign="top" align="center">57.4 &#x00B1; 5.4</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">There is strong association between IL-8 and cognitive performance in African Americans than Caucasians. This relationship should be further examined in larger samples that are followed over time.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B35">Gunathilake et al., 2016</xref></td>
<td valign="top" align="center">Longitudinal study</td>
<td valign="top" align="center">Australia</td>
<td valign="top" align="center">3,293</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">66.8 &#x00B1; 7.8</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">There is a weak positive association between obesity and cognitive performance in older persons, which is partially antagonized by inflammation and elevated fasting plasma glucose, but not hypertriglyceridemia.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Hajjar et al., 2018</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">511</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">49.1</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">Increased oxidative stress reflected by decreased glutathione was associated with a decline in executive function in a healthy population. In contrast, inflammation was not linked to cognitive decline. Oxidative stress may be an earlier biomarker that precedes the inflammatory phase of executive decline with aging.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B45">Jung et al., 2019</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">Republic of Korea</td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">44.2</td>
<td valign="top" align="center">25.68 &#x00B1; 3.89</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Cytokines, stress, and emotional and cognitive intelligence are closely connected one another related to brain structure and functions. Also, the pro-inflammatory cytokines tumor necrosis factor (TNF)-alpha and IL-6 had negative effects, whereas the anti-inflammatory cytokines [e.g., IL-10 and interferon (IFN)-gamma] showed beneficial effects, on stress levels, and multiple dimensions of emotional and cognitive intelligence.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B50">Komulainen et al., 2007</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">Finland</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">63.8</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">High serum hs-CRP concentration predicts poorer memory 12 years later in elderly women. Hs-CRP may be a useful biomarker to identify individuals at an increased risk for cognitive decline.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B60">Marioni et al., 2009</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">United Kingdom</td>
<td valign="top" align="center">3,350</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">61.9 &#x00B1; 6.7</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Increased circulating levels of CRP, fibrinogen, and elevated plasma viscosity predicted poorer subsequent cognitive ability and were associated with age-related cognitive decline in several domains, including general ability.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B63">McHugh Power et al., 2019</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">United Kingdom</td>
<td valign="top" align="center">116</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">65.81 &#x00B1; 6.63</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">Inflammatory markers, cognitive function, social support, and psychosocial wellbeing were evaluated. A structural equation modelling approach was used to analyse the data. The model was a good fit (_108 2 = 256.13, <italic>p</italic> &#x003C; 0.001).</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B66">Mooijaart et al., 2011</xref></td>
<td valign="top" align="center">Prospective observational study</td>
<td valign="top" align="center">Scotland, Ireland, and the Netherlands</td>
<td valign="top" align="center">5,680</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">75.3</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">Plasma CRP concentrations associate with cognitive performance in part through pathways independent of cardiovascular disease. However, lifelong exposure to higher CRP levels does not associate with poorer cognitive performance in old age.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B77">S&#x00E1;nchez-Rodr&#x00ED;guez et al., 2006</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">Mexico</td>
<td valign="top" align="center">189</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">66.8</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">The elderly in urban areas have more oxidative stress and a higher risk of developing confidence interval (CI) compared with elderly individuals in a rural environment.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B79">Sasayama et al., 2012</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">Japan</td>
<td valign="top" align="center">576</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">45.1 &#x00B1; 15.0</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Elevated IL-6 and soluble IL-6R levels in Ala carriers may have negative impact on acquiring verbal cognitive ability requiring long-term memory.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B82">Sharma et al., 2016</xref></td>
<td valign="top" align="center">Longitudinal case-cohort study</td>
<td valign="top" align="center">United States</td>
<td valign="top" align="center">1,298</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">79.0 &#x00B1; 3.4</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">This study did not find strong evidence of the utility of the biomarkers evaluated for identifying individuals at risk of cognitive decline.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B85">Shi et al., 2020</xref></td>
<td valign="top" align="center">Prospective observational study</td>
<td valign="top" align="center">China</td>
<td valign="top" align="center">372</td>
<td valign="top" align="center">31.5</td>
<td valign="top" align="center">60.58 &#x00B1; 7.86</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">IL-35 polymorphisms were not associated with cognitive decline in CHD patients over a 2-year period yet.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B88">Sochocka et al., 2017</xref></td>
<td valign="top" align="center">Longitudinal case-cohort study</td>
<td valign="top" align="center">Poland</td>
<td valign="top" align="center">128</td>
<td valign="top" align="center">64.8</td>
<td valign="top" align="center">55&#x2013;90</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">The comorbidity of the periodontal health status may deepen the cognitive impairment and neurodegenerative lesions and advance to dementia and Alzheimer&#x2019;s disease (AD).</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B107">Yang et al., 2020</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">China</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">49.18</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">T2DM patients have more cognitive impairment than T1DM patients. Changes in brain function connections and metabolites may be the structural basis of the differences in cognitive functional impairment. Inflammation is related to cognitive impairment in diabetes patients, especially in T2DM patients.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B110">Yirmiya et al., 2020</xref></td>
<td valign="top" align="center">Longitudinal cohort study</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">60.6</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Sleep impairments in individuals with 22q11.2 deletion syndrome, which might negatively affect their cognitive functioning, and corroborate a potential role of immunological pathways in the 22q11.2 deletion syndrome neuro-phenotype.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B113">Zheng et al., 2019</xref></td>
<td valign="top" align="center">Case-control study</td>
<td valign="top" align="center">China</td>
<td valign="top" align="center">126</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">74.06</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">Serum IL-6 and hs-CRP were associated with the risk of mild cognitive impairment (MCI) in Chinese patients with T2D. Serum folate might modify the association between serum hs-CRP and MCI in T2D patients.</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS2">
<title>3.2. The potential sources of bias</title>
<p>Following the Newcastle Ottawa Scale, the quality of the included studies ranged from moderate to high. The main concern was absent control groups. A summary of quality assessment domains with authors&#x2019; judgments is attached. Funnel plots of the inverse of the standard error vs. the ES demonstrated asymmetry. However, Egger&#x2019;s test (<italic>P</italic> = 0.08) and Begg&#x2019;s test (<italic>P</italic> = 0.13) indicated no small-study effects. Also, we employed the trim-and-fill approach to verify the robustness of the results, which exhibited no significant changes to the results when imputing three missing studies.</p>
</sec>
<sec id="S3.SS3">
<title>3.3. Comparisons between AD/control and MCI/control cross-sectional studies</title>
<p>A total of 46 studies were included in this analysis. Cross-sectional studies have demonstrated an increased level of CRP (Hedges&#x2019;s g 0.35, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F2">Figure 2</xref>), IL-1&#x03B2; (0.94, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F3">Figure 3</xref>), IL-6 (0.46, <italic>p</italic> &#x003C; 0.005) (<xref ref-type="fig" rid="F4">Figure 4</xref>), TNF alpha (0.22, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F5">Figure 5</xref>), and sTNFR-1 (0.74, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F6">Figure 6</xref>) in AD compared to controls. Similarly, higher levels of IL-1&#x03B2; (0.17, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F7">Figure 7</xref>), IL-6 (0.13, <italic>p</italic> &#x003C; 0.005) (<xref ref-type="fig" rid="F8">Figure 8</xref>), TNF alpha (0.28, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F9">Figure 9</xref>), and CRP (0.21, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="fig" rid="F10">Figure 10</xref>) was also observed in MCI vs. control samples.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high C-reactive protein (CRP) concentration in Alzheimer&#x2019;s disease (AD) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high IL-1&#x03B2; concentration in Alzheimer&#x2019;s disease (AD) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high IL-6 concentration in Alzheimer&#x2019;s disease (AD) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high tumor necrosis factor (TNF)-alpha concentration in Alzheimer&#x2019;s disease (AD) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high sTNFR-1 concentration in Alzheimer&#x2019;s disease (AD) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high IL-1&#x03B2; concentration in mild cognitive impairment (MCI) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high IL-6 concentration in mild cognitive impairment (MCI) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high tumor necrosis factor (TNF)-alpha concentration in mild cognitive impairment (MCI) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption><p>Forest plot of pooled Hedge&#x2019;s g depicting high C-reactive protein (CRP) concentration in mild cognitive impairment (MCI) samples compared to controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g010.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4. Outcomes from longitudinal studies</title>
<sec id="S3.SS4.SSS1">
<title>3.4.1. IL-6</title>
<p>A total of 33 studies were included in this analysis and they followed subjects for an average of 58.35 months (min. 24 months and max. 144 months). High levels (&#x003E;3.1 pg/ml) of IL-6 significantly increased the risk of cognitive decline [OR = 1.34, 95% CI (1.13, 1.56)]. However, intermediate levels (1.6&#x2013;3.1 pg/ml) of IL-6 had no significant effect on the final endpoint [OR = 1.06, 95% CI (0.8, 1.32)]. The pooled analysis was homogeneous (I2 = 0%, <italic>p</italic> = 0.5) (<xref ref-type="fig" rid="F11">Figures 11A, B</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption><p><bold>(A)</bold> Forest plot of pooled odds ratio (OR) for interleukin-6 (IL-6) high concentration and cognitive decline. <bold>(B)</bold> Forest plot of pooled odds ratio (OR) for IL-6 intermediate concentration and cognitive decline. <bold>(C)</bold> Forest plot of pooled odds ratio (OR) for C-reactive protein (CRP) high concentration and cognitive decline. <bold>(D)</bold> Forest plot of pooled odds ratio (OR) for CRP intermediate concentration and cognitive decline.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g011.tif"/>
</fig>
</sec>
<sec id="S3.SS4.SSS2">
<title>3.4.2. CRP</title>
<p>Interestingly, high and intermediate levels of CRP showed no significant impact on cognitive decline [OR = 1.08, 95% CI (0.74, 1.42)] and [OR = 1.05, 95% CI (0.64, 1.46)], respectively. The pooled analysis was moderately heterogeneous (I2 = 52.56%, <italic>p</italic> = 0.05), and heterogeneity did not resolve after further sensitivity analysis; thus, the random effect model was employed (<xref ref-type="fig" rid="F11">Figures 11C, D</xref>).</p>
</sec>
<sec id="S3.SS4.SSS3">
<title>3.4.3. ACT, Albumin, and TNF</title>
<p>Only two studies reported the effects of alpha1-antichymotrypsin (ACT), Albumin, and TNF alpha on cognitive outcomes. Neither ACT [OR = 1.6, 95% CI (0.9, 2.29)] Albumin [OR = 1.12, 95% CI (0.61, 1.63)] nor TNF [OR = 1.23, 95% CI (0.91, 1.55)] had a statistically significant effect on cognitive impairment. The pooled analysis was homogeneous (I2 = 0%, <italic>p</italic> = 0.5) (<xref ref-type="fig" rid="F12">Figure 12A</xref>). Funnel plots of the inverse of the standard error vs. the ES demonstrated asymmetry (<xref ref-type="fig" rid="F12">Figure 12B</xref>). However, Egger&#x2019;s test (<italic>P</italic> = 0.08) and Begg&#x2019;s test (<italic>P</italic> = 0.13) indicated no small-study effects.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption><p><bold>(A)</bold> Forest plot of pooled odds ratio (OR) for antichymotrypsin (ACT), albumin, tumor necrosis factor (TNF), and cognitive decline. <bold>(B)</bold> Funnel plot for the included longitudinal studies for interleukin-6 (IL-6) levels (intermediate and high).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-15-1069439-g012.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<p>In this meta-analysis, we have compiled and analyzed the varied results from individual studies that looked at the relationship between AD and MCI and inflammatory markers in peripheral blood or cerebrospinal fluid. Different levels of inflammatory markers were found to be significantly different across the AD, MCI, and control groups. A total of 79 articles were included in our systematic review and meta-analysis which include cross-sectional and longitudinal cohort studies and case-control. Cross-sectional studies demonstrated several changes in the inflammatory marker levels in the comparisons between AD, MCI, and control groups.</p>
<p>Notably, IL-6 level was found to be significantly increased in patients with AD compared with controls and MCI vs. controls. This meta-analysis confirmed the elevated levels of interleukin family molecules including as IL-1, IL-6, and IL-8 in AD patients. These cytokines and chemokines connect with the existence and breakdown of amyloid-beta (A&#x03B2;) or tau proteins, which contribute to neurodegeneration pathways in AD (<xref ref-type="bibr" rid="B92">Teixeira et al., 2008</xref>). Specifically, IL-6 was revealed to have a potential characteristic that identifies the extent of cognitive decline in AD patients. Deposition of A&#x03B2; has been demonstrated to stimulate IL-6 production by microglia and astrocytes, which may speed the progression of AD&#x2019;s degenerative cascade (<xref ref-type="bibr" rid="B96">Uslu et al., 2012</xref>). There are many common cytokines whose level were detected in AD and MCI conditions including CRP, IL1&#x03B2;, TNF&#x03B1;, IL6, and sTNFR1. However, their overall level was less in MCI compared to AD which suggest them as markers of neuroinflammation in AD and there may be an association between raised levels of cytokines in the blood and the development of AD.</p>
<sec id="S4.SS1">
<title>4.1. Impact of systemic inflammation on cognitive performance</title>
<p>One hypothesis to explain the effects of increased cytokines in MCI and AD as compared to healthy controls is the impact of systemic inflammation on brain plasticity and function. Systemic inflammation raises pro-inflammatory cytokines such as IL-6, TNF-, and CRP, which may interact with the CNS in three ways: (1) pro-inflammatory cytokine transport proteins facilitate active trafficking across the blood brain barrier (BBB) for central activity (<xref ref-type="bibr" rid="B19">Dantzer et al., 2008</xref>; <xref ref-type="bibr" rid="B32">Fung et al., 2012</xref>). (2) Systemically generated cytokines may excite afferent nerves (e.g., the vagal nerve), which send inflammation to the brain stem. Vagal nerve projects to the solitary tract nucleus and higher brain areas (<xref ref-type="bibr" rid="B62">McCusker and Kelley, 2013</xref>). (3) Circulating cytokines reach outside-BBB organs. There, cells expressing toll-like receptors react to the increased inflammation by releasing pro-inflammatory cytokines, which may reach the brain by volume diffusion (<xref ref-type="bibr" rid="B99">Vitkovic et al., 2000b</xref>; <xref ref-type="bibr" rid="B62">McCusker and Kelley, 2013</xref>; <xref ref-type="bibr" rid="B78">Sankowski et al., 2015</xref>). When triggered peripherally, these three routes activate brain microglia and astrocytes to create pro-inflammatory cytokines, spreading the signal into the neuronal environment (<xref ref-type="bibr" rid="B19">Dantzer et al., 2008</xref>; <xref ref-type="bibr" rid="B78">Sankowski et al., 2015</xref>).</p>
<p>The blood-brain barrier, often known as the BBB, is an important component in both the preservation of the CNS&#x2019;s highly specialized milieu and the facilitation of communication with the systemic compartment. Alterations to the BBB may be seen in a variety of CNS diseases, including AD. Some non-disruptive BBB alterations are mediated directly by cytokines (<xref ref-type="bibr" rid="B28">Ericsson et al., 1995</xref>). The cerebral endothelium expresses several cytokines, including IL-1, IL-6, and TNF- receptors. Activation of the endothelium is caused by IL-1 before that of neighboring brain regions, which suggests that activation of the BBB is an intermediary stage (<xref ref-type="bibr" rid="B38">Herkenham et al., 1998</xref>). It is interesting to note that IFN- decreases the transmigration of type 1 T helper lymphocytes without having any effect on the diffusibility of albumin. This suggests that the effect is not caused by a change in the tight junctions but rather by cytokine-induced non-disruptive changes that discourage neuroinflammation (<xref ref-type="bibr" rid="B71">Prat et al., 2005</xref>).</p>
<p>Systemic inflammation is also known to play an important role in altering the hormonal levels. There are a number of cytokines, including TNF-alpha, interleukin-1 beta (IL-1 beta), and IL-6 that work as feedback loops to inhibit the immunological response when the hypothalamic-pituitary-adrenal (HPA) axis is stimulated by the stress of trauma or exercise (<xref ref-type="bibr" rid="B12">Brenner et al., 1997</xref>; <xref ref-type="bibr" rid="B57">Licinio and Wong, 1997</xref>; <xref ref-type="bibr" rid="B91">Teblick et al., 2019</xref>). However, persistent increase of cytokines might potentially inhibit the HPA axis, which can lead to decreased levels of glucocorticoids, growth hormone, and adrenocorticotropic hormone (<xref ref-type="bibr" rid="B91">Teblick et al., 2019</xref>).</p>
</sec>
<sec id="S4.SS2">
<title>4.2. Increased cytokine levels as a marker of central nervous system inflammation</title>
<p>Preclinical and clinical research have demonstrated that infection-related peripheral inflammation contributes to the development and progression of CNS disorders such AD, personality disorders (PD), Multiple Sclerosis (MS), and stroke. Patients with AD have increased levels of A&#x03B2; in their brains due to peripheral inflammation (<xref ref-type="bibr" rid="B54">Le Page et al., 2018</xref>). In amyloid precursor protein (APP) transgenic mice, peripheral lipopolysaccharide (LPS) injection enhanced BBB permeability, enabling proinflammatory factors such as IL-6 and TNF- to infiltrate the brain and promote disease development (<xref ref-type="bibr" rid="B42">Jaeger et al., 2009</xref>; <xref ref-type="bibr" rid="B90">Takeda et al., 2013</xref>). The increased level of cytokines in included studies suggests that patients might have CNS inflammation.</p>
</sec>
<sec id="S4.SS3">
<title>4.3. Longitudinal studies and risk of IL-6</title>
<p>Results from longitudinal studies also showed high levels of IL-6 significantly increased the risk of cognitive decline. However, intermediate levels of IL-6 had no significant effect on the final endpoint. Likewise, neither CRP, ACT, Albumin, or TNF alpha showed a significant impact on cognitive decline.</p>
<p>The neuronal and glial cell function is modulated by a highly controlled network of cytokines and soluble cytokine receptors (<xref ref-type="bibr" rid="B6">Benveniste, 1998</xref>; <xref ref-type="bibr" rid="B100">Vitkovic et al., 2000a</xref>). This is related to their capacity to modulate neurotransmission. Increases in noradrenergic, dopaminergic, and serotonergic metabolism in the hypothalamus, hippocampus, and nucleus accumbens can be caused by both systemic and central cytokine administration (<xref ref-type="bibr" rid="B65">Mohankumar et al., 1991</xref>; <xref ref-type="bibr" rid="B86">Shintani et al., 1993</xref>; <xref ref-type="bibr" rid="B58">Linthorst et al., 1995</xref>; <xref ref-type="bibr" rid="B64">Merali et al., 1997</xref>). IFN- stimulates neuronal differentiation, while IL-1, IL-6, and TNF- have trophic effects on developing neurons and glia (<xref ref-type="bibr" rid="B43">Jonakait, 1997</xref>; <xref ref-type="bibr" rid="B111">Zhao and Schwartz, 1998</xref>). In the developing brain, IL-1 may also play a role in regulating the synaptic plasticity that underpins learning and memory (<xref ref-type="bibr" rid="B111">Zhao and Schwartz, 1998</xref>).</p>
<p><xref ref-type="bibr" rid="B44">Jordanova et al. (2007)</xref>, <xref ref-type="bibr" rid="B87">Singh-Manoux et al. (2014)</xref> reported that raised IL-6 but not CRP predicted cognitive decline in this population. Inflammatory changes associated with cognitive decline may be specific to particular causal pathways which is consistent with our findings. <xref ref-type="bibr" rid="B102">Weaver et al. (2002)</xref>, <xref ref-type="bibr" rid="B79">Sasayama et al. (2012)</xref>, <xref ref-type="bibr" rid="B1">Adriaensen et al. (2014)</xref> found a strong association between the level of IL-6 and short-term identification or evaluation of global functional status in the old. They reported that elevated IL-6 and soluble IL-6R levels in Ala carriers may have a negative impact on acquiring verbal cognitive ability requiring long-term memory. <xref ref-type="bibr" rid="B66">Mooijaart et al. (2011)</xref> found that plasma CRP concentrations associate with cognitive performance in part through pathways independent of cardiovascular disease. However, lifelong exposure to higher CRP levels does not associate with poorer cognitive performance in old age.</p>
<p>On the other hand, <xref ref-type="bibr" rid="B106">Yaffe et al. (2003)</xref>, <xref ref-type="bibr" rid="B13">Chen et al. (2014)</xref> documented an association between CRP elevation and cognitive impairment which is inconsistent with our meta results. This may be because of the limited number of participants in these studies compared to our meta-analysis. <xref ref-type="bibr" rid="B3">Ashraf-Ganjouei et al. (2020)</xref> found that healthy subjects with higher levels of CRP exhibit poorer performance in verbal learning memory and general wakefulness domains of cognition.</p>
<p>Some other interleukins have a role in cognitive impairment other than IL-6. <xref ref-type="bibr" rid="B34">Goldstein et al. (2015)</xref> recorded strong relation between IL-8 and cognitive performance in African Americans than Caucasians. However, this relationship should be further examined in larger samples that are followed over time. Conversely, <xref ref-type="bibr" rid="B85">Shi et al. (2020)</xref> reported IL-35 polymorphisms were not associated with cognitive decline in coronary heart disease patients over 2 years.</p>
<p><xref ref-type="bibr" rid="B83">Shen et al. (2019)</xref> reported that inflammatory marker levels were found to be significantly different in AD and control groups, supporting the idea that AD is accompanied by inflammatory responses in the peripheral and cerebro spinal fluid (CSF). In a previous review, <xref ref-type="bibr" rid="B105">Wilson et al. (2002)</xref> reported that cytokine-mediated inflammation in neurodegenerative disorders such as AD and vascular dementia is increasingly appreciated. Cytokines are an important part of stress activation in the hypothalamic-hypo physiologic-adrenal axis.</p>
<p>Our study is the first meta-analysis to our knowledge to differentiate between several inflammatory cytokines and their relation individually to cognitive impairment. In spite of the large sample size of our study and the strength of meta-analysis, these results are limited by the study design of included studies and the insufficient data about other inflammatory markers other than IL-6. Only two studies reported the effects of ACT, Albumin, and TNF alpha on cognitive outcomes. We need more controlled studies that have the least confounders to assure the strength of results.</p>
</sec>
<sec id="S4.SS4">
<title>4.4. Future perspectives: Inflammatory markers as a novel therapeutic target for AD</title>
<p>Although this meta-analysis only provides additional evidence for the association between some inflammatory markers and cognitive decline, it is worthwhile to discuss the potential impact for the development of novel treatments for AD. There has been an important debate on the current therapeutic target for AD, the amyloid &#x03B2;-protein. However, studies have not demonstrated that anti-amyloid therapies have induced significant therapeutic effects. In this context, some inflammatory markers, especially if targeted before the onset of cognitive deterioration, may be an interesting marker to target. For instance, it has been suggested that some diets, such as the Mediterranean-DASH Intervention for Neurodegenerative Delay (MIND) diets, can improve cognition and also have an anti-inflammatory effect (<xref ref-type="bibr" rid="B97">van den Brink et al., 2019</xref>). Also, non-invasive brain stimulation can also improve cognition (<xref ref-type="bibr" rid="B61">Martins et al., 2017</xref>) and reduce inflammation in animal models (<xref ref-type="bibr" rid="B53">Laste et al., 2012</xref>; <xref ref-type="bibr" rid="B22">de Oliveira et al., 2019</xref>; <xref ref-type="bibr" rid="B95">Toledo et al., 2021</xref>). One of the limitations of the current review is not including studies related to comorbid vascular dementia, which is connected with AD and MCI especially in elderly patients.</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5. Conclusion</title>
<p>This review included inflammatory biomarkers in AD and MCI conditions supported from cross sectional and longitudinal studies. Cross sectional studies included in this review and meta-analysis demonstrated remarkable alterations in the peripheral levels of CRP, IL-1&#x03B2;, IL-6, sTNFR1, and TNF alpha. The findings from longitudinal studies indicated that the risk of cognitive deterioration has been substantially increased by high IL-6 levels. However, intermediate IL-6 levels did not affect the outcome significantly. Neither CRP, ACT, Albumin, or TNF alpha have had a major influence on cognitive degradation. These results provided further proof that AD and MCI are accompanied by inflammatory processes originating in the CNS.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in this article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>Both authors listed have made a substantial, direct, and intellectual contribution to the work, and approved it for publication.</p>
</sec>
</body>
<back>
<sec id="S8" 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="S9" 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>
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