<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.138545.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>The impact of microalbuminuria and insulin resistance as prognostic biomarker for nephropathy in obese persons: a systematic review</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Jha</surname>
                        <given-names>Roshan Kumar</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-6796-7193</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Dhok</surname>
                        <given-names>Archana</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Shukla</surname>
                        <given-names>Samarth</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Acharya</surname>
                        <given-names>Sourya</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Anjankar</surname>
                        <given-names>Ashish</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Biochemistry, Jawaharlal Nehru Medical College, Wardha, Maharashtra, 442001, India</aff>
                <aff id="a2">
                    <label>2</label>Pathology, Jawaharlal Nehru Medical College, Wardha, Maharashtra, 442001, India</aff>
                <aff id="a3">
                    <label>3</label>Medecine, Jawaharlal Nehru Medical College, Wardha, Maharashtra, 442001, India</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:roshan.jha@dmiher.edu.in">roshan.jha@dmiher.edu.in</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>1</day>
                <month>12</month>
                <year>2023</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2023</year>
            </pub-date>
            <volume>12</volume>
            <elocation-id>1540</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>21</day>
                    <month>7</month>
                    <year>2023</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2023 Jha RK et al.</copyright-statement>
                <copyright-year>2023</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/12-1540/pdf"/>
            <abstract>
                <p>
                    <bold>Background:</bold> The progression of weight gain over the normal level is accompanied by an increase in renovascular damage markers, such as microalbuminuria. Microalbuminuria could be an indication of vascular disturbances caused by obesity. The global pandemic of renal disease has something to do with the link between obesity and type-2 diabetes. Furthermore, microalbuminuria can also be a possible factor for developing insulin resistance syndrome and high blood pressure. The goal of this research is to analyze the impact that insulin resistance, as well as microalbuminuria, play in predicting the severity of nephropathy among obese individuals and also look into these markers in identifying patients with this condition.</p>
                <p>
                    <bold>Methods:</bold> The selected studies (updated to November 2022) were evaluated using the Electronic PubMed database. Based on our selection criteria only those that included high-quality investigations on the relevance of insulin resistance and microalbuminuria as markers of nephropathy in obese people were included. We evaluated this link using odds ratios with a confidence interval of 95%.</p>
                <p>
                    <bold>Results:</bold> Overall, 15 studies, including over 10,000 obese individuals, were evaluated for this study. The summative results revealed that microalbuminuria and insulin may be strong indicators for the advancement of nephropathy in individuals with diabetes mellitus and obese individuals. In support of this, more studies need to be carried out on obese individuals with nephropathy in the absence of diabetes to confirm the relevance of these biomarkers as a prevention measure.</p>
                <p>
                    <bold>Conclusions:</bold> Understanding the importance of the impact microalbuminuria and resistance to insulin play as biomarkers in the health of obese individuals may be very important to prevent nephropathy progression and premature death in both diagnosed and undiagnosed situations. A limitation of this review is that it didn&#x2019;t focus on other anomalies related to obesity such as cardiovascular disease or diabetes.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Nephropathy</kwd>
                <kwd>Insulin Resistance</kwd>
                <kwd>Obesity</kwd>
                <kwd>Microalbuminuria</kwd>
                <kwd>Renal insufficiency</kwd>
                <kwd>and Glomerular Filtration rate.</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>The prevalence of chronic vascular dysfunctions, such as diabetes mellitus, and kidney anomaly, is an important and expanding public health issue.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> The public health issues related to obesity are the result of an epidemiological shift that is taking place in developing countries. The progression and complications of these conditions are linked to vascular damage. In addition, they share many risk factors.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup> They contribute to the global burden of mortality and disease.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup> A significant number of these obesity related complications are not properly diagnosed and treated.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup> This has led to the failure of treatment, and the lack of effective primary prevention has contributed to the spread of the obesity epidemic.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup> Also, it is known that being overweight is associated with a higher chance of developing kidney anomalies.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> Research carried out on a large population at the University of California in 2013 revealed that the baseline body mass index was linked to the likelihood of developing nephropathy.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup>
            </p>
            <p>The initial stages of kidney disease in obese individuals are usually asymptomatic.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup> The first stages in kidney disease necessitates the use of reliable biomarkers to detect and prevent the progression of this disease.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup> These should be easy to measure and stay stable in blood or urine for a long time without affecting the chemical composition of the fluid. They should also be high in validity and reliability and examples are albumin, NGAL, N-acetyl-beta-glucosaminidase, cystatin C, interleukin 18, and so on.
                <sup>
                    <xref ref-type="bibr" rid="ref6">6</xref>
                </sup> Studies have shown that metabolic irregularities characterized by insulin resistance are linked to obesity and can intensify the development and advancement of nephropathy.
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> Thus, it is suggested that screening for this condition could help predict the likelihood of developing renal damage.
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> One of the earliest known findings of diabetes nephropathy is microalbuminuria, which is can indicate damage to the filtration action of the kidney.
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>
                </sup>
            </p>
            <p>Studies have shown that elevated microalbuminuria levels can increase the risk of cardiovascular and renal problems in both non- and diabetic patients.
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup> In addition to microalbuminuria being used as a marker for diabetic patients, this condition is also commonly evaluated for other metabolic disorders.
                <sup>
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup> There has been a strong link between metabolic syndrome and microalbuminuria.
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> Various pathways have been suggested as possible causes of this link, such as the development of adverse effects of inflammatory substances, insulin resistance, and obesity-related kidney disease.
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> Several studies revealed that insulin resistance (IR) is associated with microalbuminuria.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> Compared to individuals without microalbuminuria, those with this condition had a higher insulin resistance rate. The risk of microalbuminuria also increased with IR. There are studies that looked into the effects of insulin resistance on this condition in diabetic individuals which have observed microalbuminuria and kidney related disorders.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup>
            </p>
            <p>Central obesity is also linked with the development of other conditions, such as insulin resistance, kidney disease, and metabolic disturbances.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup> Research have also suggested that microalbuminuria is linked with central obesity.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup> Therefore, the goal of this study is to analyze the impact that microalbuminuria, as well as insulin resistance, play in predicting the severity of nephropathy among obese individuals and also look into these markers in identifying patients with this condition.</p>
            <sec id="sec2">
                <title>Microalbuminuria and insulin resistance</title>
                <p>Microalbuminuria is the condition when a certain volume of albumin leaks into the urine. It is expressed by the albumin: creatinine ratio.
                    <sup>
                        <xref ref-type="bibr" rid="ref20">20</xref>
                    </sup> It serves as a surrogate indicator for the development of kidney dysfunction and a substantial predictor of cardiovascular diseases as well as atherosclerosis progression.
                    <sup>
                        <xref ref-type="bibr" rid="ref21">21</xref>
                    </sup>
                    <sup>,</sup>
                    <sup>
                        <xref ref-type="bibr" rid="ref22">22</xref>
                    </sup> The presence of microalbuminuria in persons with diabetes and non-diabetics is an early suggestion of kidney injury.
                    <sup>
                        <xref ref-type="bibr" rid="ref23">23</xref>
                    </sup> It can be elevated in children and adults who are obese.
                    <sup>
                        <xref ref-type="bibr" rid="ref23">23</xref>
                    </sup> Another early indication of kidney damage is the presence of Cystatin C, which is a type of protein that is generated through the process of filtering through the glomerulus. Its production is closely related to the filtration rate of the kidney.
                    <sup>
                        <xref ref-type="bibr" rid="ref23">23</xref>
                    </sup>
                </p>
                <p>Biomarkers can be used to measure and analyze the normal biological or pharmacological reactions to a given therapeutic intervention. They can also identify areas of concern that need to be addressed.
                    <sup>
                        <xref ref-type="bibr" rid="ref24">24</xref>
                    </sup>
                    <sup>,</sup>
                    <sup>
                        <xref ref-type="bibr" rid="ref25">25</xref>
                    </sup> The development of biomarkers can be influenced by biased or impartial assessments.
                    <sup>
                        <xref ref-type="bibr" rid="ref26">26</xref>
                    </sup> Through the use of innovative technologies such as metabolomics and Proteomics, researchers have been able to use impartial assessment to identify promising new markers for kidney diseases.
                    <sup>
                        <xref ref-type="bibr" rid="ref27">27</xref>
                    </sup>
                    <sup>,</sup>
                    <sup>
                        <xref ref-type="bibr" rid="ref28">28</xref>
                    </sup> While the hypothesis that underlies the biased assessment is related to the pathophysiology of tubular injury or glomerular disease. MicroRNAs, lipids, imaging assessments, proteins, metabolomic, genomic, or proteomic patterns, electrical signals, and cells found in urine are examples of biomarkers for renal damage.
                    <sup>
                        <xref ref-type="bibr" rid="ref29">29</xref>
                    </sup> As a form of biomarker, a high amount of urinary albumin excretion may lead to various health conditions, such as diabetes and kidney dysfunction.
                    <sup>
                        <xref ref-type="bibr" rid="ref30">30</xref>
                    </sup> It is also known that patients with this condition are more prone to experiencing cardiovascular mortality.
                    <sup>
                        <xref ref-type="bibr" rid="ref31">31</xref>
                    </sup>
                </p>
                <p>It has been suggested that these individuals could benefit from taking part in regular exercise and related insulin resistance treatment.
                    <sup>
                        <xref ref-type="bibr" rid="ref31">31</xref>
                    </sup>
                    <sup>&#x2013;</sup>
                    <sup>
                        <xref ref-type="bibr" rid="ref33">33</xref>
                    </sup> Insulin resistance is characterized by a reduction in the tissue responses that occur when the body uses insulin.
                    <sup>
                        <xref ref-type="bibr" rid="ref34">34</xref>
                    </sup> It can lead to hyperglycemia and insulinemia. It performs a significant task in the development of diabetes by disrupting the physiological action of insulin. In nondiabetic individuals, it can precede the onset of the disease by up to 2 decades.
                    <sup>
                        <xref ref-type="bibr" rid="ref35">35</xref>
                    </sup> Other possible factors such as obesity, endocrinopathies, and high blood pressure are known to be associated with increased levels of insulin resistance. It has been shown that it can increase the inflammation levels in the walls of the arteries, which can lead to atherosclerosis.
                    <sup>
                        <xref ref-type="bibr" rid="ref36">36</xref>
                    </sup>
                </p>
                <p>Studies have shown that individuals with diabetes and insulin resistance are more prone to microalbuminuria than those without diabetes and obesity.
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>
                    </sup>
                    <sup>,</sup>
                    <sup>
                        <xref ref-type="bibr" rid="ref37">37</xref>
                    </sup> In obese individuals microalbuminuria is a result of endothelial damage, albumin seepage Von Willebrand, a regulatory protein; precedes microalbuminuria, albumin excretion is due to increase in intra-glomerular pressure and loss of charge selectivity. Insulin resistance in obesity, is due to adipose tissue, as it, increases in size and numbers, that results in increased production of adipokines, it can result in Inflammation and oxidative stress. Inflammation and oxidative stress disturb renal hemo-dynamics; and leads to endothelial dysfunction. This conclusion supports the idea that the changes in these markers are most apparent in those with obesity. Microalbuminuria and IR can be used as a potential risk factor for obesity-associated kidney dysfunction. The effects of obesity on kidney disease are known to be significant.
                    <sup>
                        <xref ref-type="bibr" rid="ref38">38</xref>
                    </sup> In people who are obese, microalbuminuria and resistance to insulin are associated with a higher likelihood of developing nephropathy.
                    <sup>
                        <xref ref-type="bibr" rid="ref38">38</xref>
                    </sup> Further studies are recommended to analyze the link between microalbuminuria, insulin resistance, and diabetes in obese individuals and how these conditions can affect the development of other serious illnesses. It is therefore recommended that people who are overweight be screened for these biomarkers.</p>
                <p>This systematic review is reported in line with the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines.
                    <sup>
                        <xref ref-type="bibr" rid="ref57">57</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec3" sec-type="methods">
            <title>Methods</title>
            <sec id="sec4">
                <title>Literature search approach</title>
                <p>We did a scientific search using 
                    <ext-link ext-link-type="uri" xlink:href="https://scholar.google.com/">Google Scholar</ext-link> and 
                    <ext-link ext-link-type="uri" xlink:href="https://pubmed.ncbi.nlm.nih.gov/">PubMed</ext-link> until November 2022. All published studies on the impact of Predictive Markers (Microalbuminuria &amp; Insulin Resistance) for Nephropathy in Obese individuals published up to November 2022 were evaluated and the most relevant outcomes were included.</p>
                <p>This search was carried out using these particular keywords: Nephropathy, Insulin Resistance, Obesity, Microalbuminuria, Renal insufficiency, and Glomerular Filtration rate.</p>
                <p>The PubMed search string used:</p>
                <p>((((((((((obesity (Title/Abstract) OR &#x201c;microalbuminuria*&#x201d; (Title/Abstract) OR &#x201c;albuminuria*&#x201d; (Title/Abstract) OR &#x201c;insulin resistance*&#x201d; (Title/Abstract) OR &#x201c;proteinuria*&#x201d; (Title/Abstract) OR &#x201c;WHO*&#x201d; (Title/Abstract). OR &#x201c;chronic kidney disease*&#x201d; (Title/Abstract) OR &#x201c;ckd*&#x201d; OR (Title/Abstract) OR &#x201c;ESRD*&#x201d; (Title/Abstract) OR &#x201c;glomerular filtration rate*&#x201d; (Title/Abstract) OR &#x201c;nephropathy*&#x201d; (Title/Abstract) OR &#x201c;nephritis*&#x201d; (Title/Abstract) OR &#x201c;urine albumin*&#x201d; (Title/Abstract) OR &#x201c;urine creatinine*&#x201d; (Title/Abstract) OR &#x201c;albumin to creatinine ratio*&#x201d;(Title/Abstract) OR &#x201c;body mass index*&#x201d;(Title/Abstract). OR &#x201c;full text&#x201d; (Title/Abstract). OR &#x201c;free full text (sub)&#x201d; AND &#x201c;last 10 years (Pat).&#x201d; AND Humans (mesh).</p>
                <p>In addition, the references from retrieved publications were evaluated to identify any qualified research that was missed by the search. 
                    <xref ref-type="fig" rid="f1">Figure 1</xref> shows the search mechanism using PRISMA 2020 guidelines.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>Figure 1. </label>
                    <caption>
                        <title>The flowchart illustrates the various steps in the selection process for articles.</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/151749/1e37e28e-4f79-4f08-a6a2-9ed9ddb77b46_figure1.gif"/>
                </fig>
            </sec>
            <sec id="sec5">
                <title>Eligibility requirements</title>
                <p>Conditions required for studies inclusion are 1) Relevant Nephropathy and Obesity studies. 2) Human studies evaluating insulin resistance and microalbuminuria as prognostic biomarkers for Nephropathy in obese persons. 3) Availability of articles in English language. 4) Accessibility to full-text articles.</p>
                <p>Exclusion factors that were removed are 1) No relation to Nephropathy and Obesity. 2) No relation to microalbuminuria and Insulin resistance. 3) Abstracts, Animal studies, Conferences, editorial articles, and meta-analyses. 4) Related research published in other languages.</p>
            </sec>
            <sec id="sec6">
                <title>Selection process</title>
                <p>In present study article was reviewed by all the authors, for duplicate records, unrelated topics, and those which didn&#x2019;t met inclusion criteria, and selected after going through the full abstracts.</p>
            </sec>
            <sec id="sec7">
                <title>Data extraction</title>
                <p>After reading abstracts and full text, data were included from each report by all reviewers independently.</p>
                <p>They were further analyzed using the preferred reporting item set by the standards of the PRISMA system (
                    <xref ref-type="fig" rid="f1">Figure 1</xref>). A third author checked the collected data. The disagreements were then resolved through consensus and discussion. The first author&#x2019;s surname, period of publication, sample sizes, measurement approach, and area were taken from each study.</p>
            </sec>
            <sec id="sec8">
                <title>Data analysis</title>
                <p>
                    <ext-link ext-link-type="uri" xlink:href="https://www.ibm.com/products/spss-statistics">SPSS</ext-link> 26.0 for windows student version was used for all analyses (SPSS Inc., Chicago, USA). A p value of 0.05 was deemed significant. Descriptive statistics for quantitative and qualitative assessment of physiological and biochemical parameters were calculated with mean and standard deviation.</p>
            </sec>
        </sec>
        <sec id="sec9" sec-type="results">
            <title>Results</title>
            <p>The PubMed research portal searched the keyword &#x201c;Microalbuminuria and Nephropathy&#x201d; and retrieved 5,167 articles, &#x2018;Microalbuminuria and Obesity
                <italic toggle="yes">&#x2019;</italic> yielded 913, &#x2018;Insulin resistance and Nephropathy&#x2019; found 5,589 articles, and &#x2018;Microalbuminuria and Insulin resistance&#x2019; yielded 847 articles. Similarly, we searched for all articles on the impact of microalbuminuria and IR as a prognostic biomarker for nephropathy in obese persons. This showed 89 results. After the screening of all articles with the required conditions for eligibility, a total number of 15 studies were analyzed for this review.
                <sup>
                    <xref ref-type="bibr" rid="ref56">56</xref>
                </sup>
            </p>
            <p>Overall, six studies showed positive association between Nephropathy and microalbuminuria, as stated in 
                <xref ref-type="table" rid="T1">Table 1</xref>. 
                <xref ref-type="table" rid="T2">Table 2</xref> shows studies conducted by different country region, showing association between obesity and microalbuminuria, and 
                <xref ref-type="table" rid="T3">Table 3</xref> shows association between insulin resistance and nephropathy; all study showed positive association while study conducted by Mamily 
                <italic toggle="yes">et al</italic>. showed no positive association between insulin resistance and nephropathy.</p>
            <table-wrap id="T1" orientation="portrait" position="float">
                <label>Table 1. </label>
                <caption>
                    <title>Selected studies showing association between nephropathy and microalbuminuria.
                        <sup>
                            <xref ref-type="bibr" rid="ref22">22</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref39">39</xref>
                        </sup>
                        <sup>&#x2013;</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                    </title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Author (year)</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Location</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Nephropathy &amp; microalbuminuria</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Lobato 
                                <italic toggle="yes">et al.</italic> (2003)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Portugal</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kiconco 
                                <italic toggle="yes">et al.</italic> (2019)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Uganda</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Mamilly 
                                <italic toggle="yes">et al.</italic> (2021)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United States</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yoon 
                                <italic toggle="yes">et al.</italic> (2014)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Korea</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Jiang 
                                <italic toggle="yes">et al.</italic> (2019)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">China</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bello 
                                <italic toggle="yes">et al.</italic> (2008)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United Kingdom</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T2" orientation="portrait" position="float">
                <label>Table 2. </label>
                <caption>
                    <title>Selected studies showing association between obesity and microalbuminuria.
                        <sup>
                            <xref ref-type="bibr" rid="ref19">19</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref40">40</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                        <sup>&#x2013;</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref48">48</xref>
                        </sup>
                    </title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Author (year)</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Location</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Obesity &amp; microalbuminuria</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ferris 
                                <italic toggle="yes">et al.</italic> (2007)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United States</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kiconco 
                                <italic toggle="yes">et al.</italic> (2019)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Uganda</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hao 
                                <italic toggle="yes">et al.</italic> (2007)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Japan</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">National campaign for WKD 
                                <italic toggle="yes">et al.</italic> (2021)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Peru</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bello 
                                <italic toggle="yes">et al.</italic> (2008)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United Kingdom</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kim 
                                <italic toggle="yes">et al.</italic> (2014)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Korea</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tsai 
                                <italic toggle="yes">et al.</italic> (2010)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Taiwan</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Lucove 
                                <italic toggle="yes">et al.</italic> (2008)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United States</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T3" orientation="portrait" position="float">
                <label>Table 3. </label>
                <caption>
                    <title>Selected studies showing relationship between insulin resistance and nephropathy.
                        <sup>
                            <xref ref-type="bibr" rid="ref14">14</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref16">16</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref40">40</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref42">42</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref47">47</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref49">49</xref>
                        </sup>
                    </title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Author (year)</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Location</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Nephropathy &amp; insulin resistance</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Chen 
                                <italic toggle="yes">et al.</italic> (2011)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">China Portugal</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kiconco 
                                <italic toggle="yes">et al.</italic> (2019)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Uganda</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Mamilly 
                                <italic toggle="yes">et al.</italic> (2021)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United States</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Not associated (they reported that progression of nephropathy may or may not be affected by the variability in glucose levels or the mean of the blood glucose levels)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bello 
                                <italic toggle="yes">et al.</italic> (2008)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">United Kingdom</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hsu 
                                <italic toggle="yes">et al.</italic> (2011)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Taiwan</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Esteghamati 
                                <italic toggle="yes">et al.</italic> (2009)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Iran</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tsai 
                                <italic toggle="yes">et al.</italic> (2010)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Taiwan</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Associated</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>
                <xref ref-type="fig" rid="f2">Figures 2</xref>-
                <xref ref-type="fig" rid="f4">4</xref> show the link between microalbuminuria and nephropathy, microalbuminuria and obesity, and insulin resistance and nephropathy, respectively.</p>
            <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                <label>Figure 2. </label>
                <caption>
                    <title>Forest plot showing the link between microalbuminuria and nephropathy.
                        <sup>
                            <xref ref-type="bibr" rid="ref22">22</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref39">39</xref>
                        </sup>
                        <sup>&#x2013;</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                    </title>
                </caption>
                <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/151749/1e37e28e-4f79-4f08-a6a2-9ed9ddb77b46_figure2.gif"/>
            </fig>
            <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                <label>Figure 3. </label>
                <caption>
                    <title>Forest plot showing the link between microalbuminuria and obesity.
                        <sup>
                            <xref ref-type="bibr" rid="ref19">19</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref40">40</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                        <sup>&#x2013;</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref48">48</xref>
                        </sup>
                    </title>
                </caption>
                <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/151749/1e37e28e-4f79-4f08-a6a2-9ed9ddb77b46_figure3.gif"/>
            </fig>
            <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                <label>Figure 4. </label>
                <caption>
                    <title>Forest plot showing the link between insulin resistance and nephropathy.
                        <sup>
                            <xref ref-type="bibr" rid="ref14">14</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref16">16</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref40">40</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref42">42</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref43">43</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref47">47</xref>
                        </sup>
                        <sup>,</sup>
                        <sup>
                            <xref ref-type="bibr" rid="ref49">49</xref>
                        </sup>
                    </title>
                </caption>
                <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/151749/1e37e28e-4f79-4f08-a6a2-9ed9ddb77b46_figure4.gif"/>
            </fig>
        </sec>
        <sec id="sec10" sec-type="discussion">
            <title>Discussion</title>
            <p>The existence of microalbuminuria can be regarded as an early indicator of kidney disease, and persistent cases can also be a reliable indicator of its progression. In this way, early intervention can help prevent kidney disease.
                <sup>
                    <xref ref-type="bibr" rid="ref50">50</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref51">51</xref>
                </sup> Also, the progression of diabetic nephropathy can be insidious and lead to major complications for obese individuals.
                <sup>
                    <xref ref-type="bibr" rid="ref51">51</xref>
                </sup> A study from Portugal by Lobato 
                <italic toggle="yes">et al.</italic> (2003) identified that patients with the presence of microalbuminuria at the early stage are more susceptible to developing nephropathy. Therefore, they concluded that the measurement of microalbuminuria could be a prognostic indicator for renal diseases.
                <sup>
                    <xref ref-type="bibr" rid="ref39">39</xref>
                </sup>
            </p>
            <p>In cross-sectional research conducted by Kiconco 
                <italic toggle="yes">et al.</italic> (2019), the appearance of microalbuminuria was assessed among diabetic individuals alongside its impact against other known biomarkers for renal stability during nephropathy.
                <sup>
                    <xref ref-type="bibr" rid="ref40">40</xref>
                </sup> There were several factors that affected the prevalence of microalbuminuria however, they attributed their variations to population differences, the method of urine collection, measurement of microalbuminuria, and the meaning of microalbuminuria by various laboratories.
                <sup>
                    <xref ref-type="bibr" rid="ref52">52</xref>
                </sup> They observed a significant relationship among the levels of microalbumin in urine, uric, creatinine, and glucose levels in the serum. There was no association with chloride, sodium, and potassium levels. In synchrony with other studies, they recorded a correlation between microalbuminuria and high level of glucose. Therefore, they conclude that even while other markers are involved, microalbuminuria should be included for better evaluation of nephropathy.
                <sup>
                    <xref ref-type="bibr" rid="ref40">40</xref>
                </sup>
            </p>
            <p>Similarly, a study by Mamilly 
                <italic toggle="yes">et al.</italic> (2021) highlighted the negative impacts of nephropathy on the prognosis and quality of life.
                <sup>
                    <xref ref-type="bibr" rid="ref42">42</xref>
                </sup> They concluded that microalbuminuria can serve as an early predictor for nephropathy, however, their results didn&#x2019;t show any significant correlation between high glucose levels and nephropathy. This raises the notion that the progression of nephropathy may or may not be affected by the variability in glucose levels or the mean of the blood glucose levels. Therefore, more study has to be carried out to understand this process and develop new treatment options.
                <sup>
                    <xref ref-type="bibr" rid="ref42">42</xref>
                </sup>
            </p>
            <p>In 2014, Yoon 
                <italic toggle="yes">et al.</italic>, carried out a study in Korea on microalbuminuria as an early biological indicator for kidney dysfunction.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>
                </sup> They found out there is still a significant relationship between these two even after some modifications to obesity, age, physical activities, hypertension, high consumption of alcohol, diabetes mellitus, and smoking history.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>
                </sup> Also, Jiang 
                <italic toggle="yes">et al.</italic> used clinical markers in a multivariable assessment resulting in microalbuminuria having the highest odd ratio for increased estimated glomerular filtration rate.
                <sup>
                    <xref ref-type="bibr" rid="ref41">41</xref>
                </sup> Therefore, not only is this a biomarker for picking on kidney diseases but also an indicator of the deteriorative functions of the kidneys. Diabetes is an established disease that affects the kidneys hence this can also lead to total damage to the kidney if appropriate measures are not put into place. Hence, understanding the influence of insulin resistance and microalbuminuria can help improve insights into the pathogenesis of renal dysfunctions.
                <sup>
                    <xref ref-type="bibr" rid="ref41">41</xref>
                </sup>
            </p>
            <p>A population-based study by Bello 
                <italic toggle="yes">et al.</italic> (2008) revealed that the occurence of microalbuminuria was higher in the relatives of people with chronic kidney disease than in a group matched with age and sex from the general population without the history.
                <sup>
                    <xref ref-type="bibr" rid="ref43">43</xref>
                </sup> Similar to this is a study by Tsai 
                <italic toggle="yes">et al.</italic> (2010) which linked obesity, microalbuminuria, and nephropathy together.
                <sup>
                    <xref ref-type="bibr" rid="ref47">47</xref>
                </sup> Interestingly, they found out that in the presence of chronic kidney disease, microalbuminuria is higher in women than in males and people with low educational achievements. This is in conjunction with some other papers from the United States that concluded that socioeconomic factors can affect the distribution of microalbuminuria in the general population.
                <sup>
                    <xref ref-type="bibr" rid="ref53">53</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref54">54</xref>
                </sup>
            </p>
            <p>Furthermore, Ferris 
                <italic toggle="yes">et al.</italic> (2007) evaluated the association of microalbuminuria as an early renal dysfunction marker among young obese adults.
                <sup>
                    <xref ref-type="bibr" rid="ref44">44</xref>
                </sup> In this study, they found out that this association has to be a matter of great concern and suggested that obesity may be used as a target for palliative interception for related kidney disturbances. They found out that the highest level of BMI is linked with microalbuminuria, especially in men both black and white. This is also in line with other studies on these aspects.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref55">55</xref>
                </sup> Similarly, Hao 
                <italic toggle="yes">et al.</italic> (2019) and a study from the Peruvian Society of Nephrology support the suggestion that microalbuminuria can serve as an early indication for renal dysfunction in obsess individuals.
                <sup>
                    <xref ref-type="bibr" rid="ref45">45</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref46">46</xref>
                </sup>
            </p>
            <p>A study by Kim 
                <italic toggle="yes">et al.</italic>, has linked the section of visceral adipose tissue with the increase in microalbuminuria.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup> In their study, the highest value of visceral obesity was significantly linked with the highest degree of microalbuminuria even in the absence of diabetes. It was also potentially associated with overexpressed levels of insulin resistance. Similar to other studies, this association was found to be more prevalent in men than women and this implies that obesity may be expressed differently in both genders.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup>
            </p>
            <p>A common type of metabolic abnormality that increases the risk of developing kidney problems is insulin resistance.
                <sup>
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> Research from Lucove 
                <italic toggle="yes">et al.</italic> (2008) and Chen 
                <italic toggle="yes">et al.</italic> (2011) supports this statement.
                <sup>
                    <xref ref-type="bibr" rid="ref48">48</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref49">49</xref>
                </sup> Chen 
                <italic toggle="yes">et al.</italic>, evaluated the association between metabolic elements and glomerulopathy. They implied that the assessment of the homeostasis model assessment of insulin resistance expresses values that may indicate renal damage in obese individuals. Studies have also suggested that insulin resistance might increase the chances of glomerulosclerosis and proteinuria which will ultimately lead to renal disturbances.
                <sup>
                    <xref ref-type="bibr" rid="ref49">49</xref>
                </sup> Thus, screening for markers for insulin resistance can help indicate the possibility of early renal damage.</p>
            <p>An increasing body of evidence has shown that insulin resistance is linked to hemodynamic changes in the kidneys. It can raise the hydrostatic pressure in the glomerular membrane, increase vascular permeability, and enhance the kidney&#x2019;s sodium reabsorption.
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup> Hsu 
                <italic toggle="yes">et al.</italic> (2011) stated that the hemodynamic harmonization and the renal endothelium&#x2019;s steady state can be affected by the reactions triggered by insulin resistance and that this could shed light on the link between microalbuminuria and insulin resistance. In this prospective study, they concluded that there is a significant correlation between microalbuminuria and insulin resistance in obese persons.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup>
            </p>
            <p>Moreso, that obtained from an Iranian study by Esteghamati 
                <italic toggle="yes">et al.</italic> (2009) revealed that there is a significant association between insulin resistance and urinary albumin excretion in both males and females.
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>
                </sup> Some other studies have reported this association in both sexes
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup> however, some have had contradictory reports.
                <sup>
                    <xref ref-type="bibr" rid="ref36">36</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref37">37</xref>
                </sup> Most of all these associations have been reported in diabetic patients and there a little research on obese persons without a clinical diagnosis of diabetes.</p>
        </sec>
        <sec id="sec11" sec-type="conclusions">
            <title>Conclusions</title>
            <p>The elevated levels of microalbuminuria in an obese person imply the leakage of albumin from the blood vessels in the kidneys and alongside insulin resistance can result in renal damage and other vascular diseases. Both microalbuminuria and insulin resistance can be biomarkers for vascular dysfunction which can be a part of the early stages of kidney dysfunctions. Although they cannot always predict the progression of this disease, they could help spot individuals at risk of experiencing renal dysfunction symptoms. Understanding the importance of the role these biomarkers play in the health of obese individuals may be very important to prevent nephropathy progression and premature death in both diagnosed and undiagnosed situations.</p>
        </sec>
    </body>
    <back>
        <sec id="sec14" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec15">
                <title>Underlying data</title>
                <p>Figshare: Data extraction role of microalbuminuria and insulin resistance as predictive biomarkers. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.23691417.v1">https://doi.org/10.6084/m9.figshare.23691417.v1</ext-link>.
                    <sup>

                        <xref ref-type="bibr" rid="ref56">56</xref>
</sup>
                </p>
            </sec>
            <sec id="sec16">
                <title>Reporting guidelines</title>
                <p>Repository: PRISMA checklist for &#x2018;The impact of microalbuminuria and insulin resistance as prognostic biomarker for nephropathy in obese persons: a systematic review&#x2019;. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.23720760.v1">https://doi.org/10.6084/m9.figshare.23720760.v1</ext-link>.
                    <sup>

                        <xref ref-type="bibr" rid="ref57">57</xref>
</sup>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International license</ext-link> (CC-BY 4.0).</p>
            </sec>
        </sec>
        <ref-list>
            <title>References</title>
            <ref id="ref1">
                <label>1</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dirks</surname>
                            <given-names>JH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Robinson</surname>
                            <given-names>SW</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alderman</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Meeting report on the Bellagio Conference &#x201c;prevention of vascular diseases in the emerging world: An approach to global health equity.&#x201d;.</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int.</italic>
</source>
                    <year>2006 Oct</year>;<volume>70</volume>(<issue>8</issue>):<fpage>1397</fpage>&#x2013;<lpage>1402</lpage>.
                    <pub-id pub-id-type="pmid">16955109</pub-id>
                    <pub-id pub-id-type="doi">10.1038/sj.ki.5001781</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <label>2</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dirks</surname>
                            <given-names>JH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Zeeuw</surname>
                            <given-names>D</given-names>
                            <prefix>de</prefix>
                        </name>

                        <name name-style="western">
                            <surname>Agarwal</surname>
                            <given-names>SK</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Prevention of chronic kidney and vascular disease: toward global health equity--the Bellagio 2004 Declaration.</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int. Suppl.</italic>
</source>
                    <year>2005 Sep</year>;<volume>68</volume>:<fpage>S1</fpage>&#x2013;<lpage>S6</lpage>.
                    <pub-id pub-id-type="pmid">16108963</pub-id>
                    <pub-id pub-id-type="doi">10.1111/j.1523-1755.2005.09800.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref3">
                <label>3</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Herrera</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Almaguer</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chipi</surname>
                            <given-names>J</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Detection of markers of cardiovascular and renal risk in Cuba: Isle of Youth Study (ISYS).</article-title>
                    <source>

                        <italic toggle="yes">Nephron Clin. Pract.</italic>
</source>
                    <year>2011</year>;<volume>117</volume>(<issue>4</issue>):<fpage>c353</fpage>&#x2013;<lpage>c362</lpage>.
                    <pub-id pub-id-type="pmid">21071959</pub-id>
                    <pub-id pub-id-type="doi">10.1159/000321505</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <label>4</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gunta</surname>
                            <given-names>SS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mak</surname>
                            <given-names>RH</given-names>
                        </name>
</person-group>:
                    <article-title>Is obesity a risk factor for chronic kidney disease in children?</article-title>
                    <source>

                        <italic toggle="yes">Pediatr. Nephrol.</italic>
</source>
                    <year>2013 Oct</year>;<volume>28</volume>(<issue>10</issue>):<fpage>1949</fpage>&#x2013;<lpage>1956</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s00467-012-2353-z</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref5">
                <label>5</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yuan</surname>
                            <given-names>HC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>CE</surname>
                            <given-names>MC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Iribarren</surname>
                            <given-names>C</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Body mass index and risk for end-stage renal disease.</article-title>
                    <source>

                        <italic toggle="yes">Ann. Intern. Med.</italic>
</source>
                    <year>2006 Jan 3</year>;<volume>144</volume>(<issue>1</issue>):<fpage>21</fpage>&#x2013;<lpage>28</lpage>.
                    <pub-id pub-id-type="doi">10.7326/0003-4819-144-1-200601030-00006</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref6">
                <label>6</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ding</surname>
                            <given-names>W</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mak</surname>
                            <given-names>RH</given-names>
                        </name>
</person-group>:
                    <article-title>Early markers of obesity-related renal injury in childhood.</article-title>
                    <source>

                        <italic toggle="yes">Pediatr. Nephrol.</italic>
</source>
                    <year>2015 Jan</year>;<volume>30</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>4</lpage>.
                    <pub-id pub-id-type="pmid">25322907</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s00467-014-2976-3</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref7">
                <label>7</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>St&#x0119;pie&#x0144;</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>St&#x0119;pie&#x0144;</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Wlaze&#x0142;</surname>
                            <given-names>RN</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Obesity indices and adipokines in non-diabetic obese patients with early stages of chronic kidney disease.</article-title>
                    <source>

                        <italic toggle="yes">Med. Sci. Monit.</italic>
</source>
                    <year>2013 Nov 27</year>;<volume>19</volume>:<fpage>1063</fpage>&#x2013;<lpage>1072</lpage>.
                    <pub-id pub-id-type="pmid">24280776</pub-id>
                    <pub-id pub-id-type="doi">10.12659/MSM.889390</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3852621</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref8">
                <label>8</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dinneen</surname>
                            <given-names>SF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Gerstein</surname>
                            <given-names>HC</given-names>
                        </name>
</person-group>:
                    <article-title>The association of microalbuminuria and mortality in non-insulin-dependent diabetes mellitus. A systematic overview of the literature.</article-title>
                    <source>

                        <italic toggle="yes">Arch. Intern. Med.</italic>
</source>
                    <year>1997 Jul 14</year>;<volume>157</volume>(<issue>13</issue>):<fpage>1413</fpage>&#x2013;<lpage>1418</lpage>.
                    <pub-id pub-id-type="doi">10.1001/archinte.1997.00440340025002</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref9">
                <label>9</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Oz-Sig</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kara</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Erdogan</surname>
                            <given-names>H</given-names>
                        </name>
</person-group>:
                    <article-title>Microalbuminuria and Serum Cystatin C in Prediction of Early-Renal Insufficiency in Children with Obesity.</article-title>
                    <source>

                        <italic toggle="yes">Indian J. Pediatr.</italic>
</source>
                    <year>2020 Dec</year>;<volume>87</volume>(<issue>12</issue>):<fpage>1009</fpage>&#x2013;<lpage>1013</lpage>.
                    <pub-id pub-id-type="pmid">32385781</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s12098-020-03294-z</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref10">
                <label>10</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lazarevic</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Antic</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Cvetkovic</surname>
                            <given-names>T</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>A physical activity programme and its effects on insulin resistance and oxidative defense in obese male patients with type 2 diabetes mellitus.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes Metab.</italic>
</source>
                    <year>2006 Dec</year>;<volume>32</volume>(<issue>6</issue>):<fpage>583</fpage>&#x2013;<lpage>590</lpage>.
                    <pub-id pub-id-type="pmid">17296511</pub-id>
                    <pub-id pub-id-type="doi">10.1016/S1262-3636(07)70312-9</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref11">
                <label>11</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>De Cosmo</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Minenna</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ludovico</surname>
                            <given-names>O</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Increased urinary albumin excretion, insulin resistance, and related cardiovascular risk factors in patients with type 2 diabetes: evidence of a sex-specific association.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes Care.</italic>
</source>
                    <year>2005 Apr</year>;<volume>28</volume>(<issue>4</issue>):<fpage>910</fpage>&#x2013;<lpage>915</lpage>.
                    <pub-id pub-id-type="pmid">15793194</pub-id>
                    <pub-id pub-id-type="doi">10.2337/diacare.28.4.910</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <label>12</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Parvanova</surname>
                            <given-names>AI</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Trevisan</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Iliev</surname>
                            <given-names>IP</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Insulin resistance and microalbuminuria: a cross-sectional, case-control study of 158 patients with type 2 diabetes and different degrees of urinary albumin excretion.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes.</italic>
</source>
                    <year>2006 May</year>;<volume>55</volume>(<issue>5</issue>):<fpage>1456</fpage>&#x2013;<lpage>1462</lpage>.
                    <pub-id pub-id-type="doi">10.2337/db05-1484</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <label>13</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Takahashi</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Anan</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nakagawa</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Microalbuminuria, cardiovascular autonomic dysfunction, and insulin resistance in patients with type 2 diabetes mellitus.</article-title>
                    <source>

                        <italic toggle="yes">Metabolism.</italic>
</source>
                    <year>2004 Oct</year>;<volume>53</volume>(<issue>10</issue>):<fpage>1359</fpage>&#x2013;<lpage>1364</lpage>.
                    <pub-id pub-id-type="pmid">15375795</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.metabol.2004.03.024</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref14">
                <label>14</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Esteghamati</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ashraf</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nakhjavani</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Insulin resistance is an independent correlate of increased urine albumin excretion: a cross-sectional study in Iranian Type 2 diabetic patients.</article-title>
                    <source>

                        <italic toggle="yes">Diabet. Med.</italic>
</source>
                    <year>2009 Feb</year>;<volume>26</volume>(<issue>2</issue>):<fpage>177</fpage>&#x2013;<lpage>181</lpage>.
                    <pub-id pub-id-type="pmid">19236623</pub-id>
                    <pub-id pub-id-type="doi">10.1111/j.1464-5491.2008.02653.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref15">
                <label>15</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lin</surname>
                            <given-names>CY</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>MF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lin</surname>
                            <given-names>LY</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Insulin resistance is the major determinant for microalbuminuria in severe hypertriglyceridemia: implication for high-risk stratification.</article-title>
                    <source>

                        <italic toggle="yes">Intern. Med.</italic>
</source>
                    <year>2008</year>;<volume>47</volume>(<issue>12</issue>):<fpage>1091</fpage>&#x2013;<lpage>1097</lpage>.
                    <pub-id pub-id-type="pmid">18552465</pub-id>
                    <pub-id pub-id-type="doi">10.2169/internalmedicine.47.0696</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref16">
                <label>16</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hsu</surname>
                            <given-names>CC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chang</surname>
                            <given-names>HY</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Huang</surname>
                            <given-names>MC</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Association between insulin resistance and development of microalbuminuria in type 2 diabetes: a prospective cohort study.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes Care.</italic>
</source>
                    <year>2011 Apr</year>;<volume>34</volume>(<issue>4</issue>):<fpage>982</fpage>&#x2013;<lpage>987</lpage>.
                    <pub-id pub-id-type="pmid">21335369</pub-id>
                    <pub-id pub-id-type="doi">10.2337/dc10-1718</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3064061</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref17">
                <label>17</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Park</surname>
                            <given-names>SK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chun</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ryoo</surname>
                            <given-names>JH</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>A cohort study of incident microalbuminuria in relation to HOMA-IR in Korean men.</article-title>
                    <source>

                        <italic toggle="yes">Clin. Chim. Acta.</italic>
</source>
                    <year>2015 Jun 15</year>;<volume>446</volume>:<fpage>111</fpage>&#x2013;<lpage>116</lpage>.
                    <pub-id pub-id-type="pmid">25896961</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.cca.2015.03.043</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref18">
                <label>18</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>D&#x2019;Agati</surname>
                            <given-names>VD</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chagnac</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Vries</surname>
                            <given-names>APJ</given-names>
                            <prefix>de</prefix>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Obesity-related glomerulopathy: clinical and pathologic characteristics and pathogenesis.</article-title>
                    <source>

                        <italic toggle="yes">Nat. Rev. Nephrol.</italic>
</source>
                    <year>2016 Aug</year>;<volume>12</volume>(<issue>8</issue>):<fpage>453</fpage>&#x2013;<lpage>471</lpage>.
                    <pub-id pub-id-type="pmid">27263398</pub-id>
                    <pub-id pub-id-type="doi">10.1038/nrneph.2016.75</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref19">
                <label>19</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kim</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kim</surname>
                            <given-names>HJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Shin</surname>
                            <given-names>N</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Visceral obesity is associated with microalbuminuria in nondiabetic Asians.</article-title>
                    <source>

                        <italic toggle="yes">Hypertens. Res.</italic>
</source>
                    <year>2014 Jul</year>;<volume>37</volume>(<issue>7</issue>):<fpage>679</fpage>&#x2013;<lpage>684</lpage>.
                    <pub-id pub-id-type="pmid">24646640</pub-id>
                    <pub-id pub-id-type="doi">10.1038/hr.2014.47</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref20">
                <label>20</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Zhang</surname>
                            <given-names>YH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Gao</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mao</surname>
                            <given-names>X</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Assessment of carotid atherosclerosis in type 2 diabetes mellitus patients with microalbuminuria by high-frequency ultrasonography.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Endocrinol.</italic>
</source>
                    <year>2013</year>;<volume>2013</volume>:<fpage>819584</fpage>.</mixed-citation>
            </ref>
            <ref id="ref21">
                <label>21</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cerasola</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Guarneri</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Cottone</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>Inflammation, oxidative stress and kidney function in arterial hypertension.</article-title>
                    <source>

                        <italic toggle="yes">G. Ital. Nefrol.</italic>
</source>
                    <year>2009</year>;<volume>26 Suppl 46</volume>:<fpage>8</fpage>&#x2013;<lpage>13</lpage>.
                    <pub-id pub-id-type="pmid">19644813</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref22">
                <label>22</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yoon</surname>
                            <given-names>JH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Won</surname>
                            <given-names>JU</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ahn</surname>
                            <given-names>YS</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Poor lung function has inverse relationship with microalbuminuria, an early surrogate marker of kidney damage and atherosclerosis: the 5th Korea National Health and Nutrition Examination Survey.</article-title>
                    <source>

                        <italic toggle="yes">PLoS One.</italic>
</source>
                    <year>2014</year>;<volume>9</volume>(<issue>4</issue>):<fpage>e94125</fpage>.
                    <pub-id pub-id-type="pmid">24718679</pub-id>
                    <pub-id pub-id-type="doi">10.1371/journal.pone.0094125</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3981770</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref23">
                <label>23</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mishra</surname>
                            <given-names>OP</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Prasad</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <article-title>Microalbuminuria and Serum Cystatin C: Biomarkers for Early Detection of Kidney Injury in Children with Obesity.</article-title>
                    <source>

                        <italic toggle="yes">Indian J. Pediatr.</italic>
</source>
                    <year>2020 Dec</year>;<volume>87</volume>(<issue>12</issue>):<fpage>991</fpage>&#x2013;<lpage>992</lpage>.
                    <pub-id pub-id-type="pmid">33047256</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s12098-020-03526-2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref24">
                <label>24</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bonventre</surname>
                            <given-names>JV</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Vaidya</surname>
                            <given-names>VS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Schmouder</surname>
                            <given-names>R</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Next-generation biomarkers for detecting kidney toxicity.</article-title>
                    <source>

                        <italic toggle="yes">Nat. Biotechnol.</italic>
</source>
                    <year>2010 May</year>;<volume>28</volume>(<issue>5</issue>):<fpage>436</fpage>&#x2013;<lpage>440</lpage>.
                    <pub-id pub-id-type="pmid">20458311</pub-id>
                    <pub-id pub-id-type="doi">10.1038/nbt0510-436</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3033582</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref25">
                <label>25</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bonventre</surname>
                            <given-names>JV</given-names>
                        </name>
</person-group>:
                    <article-title>Current Biomarkers in Kidney Disease: Dawning of a New Era.</article-title>
                    <source>

                        <italic toggle="yes">Kidney News.</italic>
</source>
                    <year>2014 Jun 1 [cited 2023 Mar 26]</year>;<volume>6</volume>(<issue>6</issue>):<fpage>7</fpage>&#x2013;<lpage>8</lpage>.
                    <ext-link ext-link-type="uri" xlink:href="https://www.kidneynews.org/view/journals/kidney-news/6/6/article-p7_3.xml">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref26">
                <label>26</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Goodsaid</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Papaluca</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>Evolution of biomarker qualification at the health authorities.</article-title>
                    <source>

                        <italic toggle="yes">Nat. Biotechnol.</italic>
</source>
                    <year>2010 May</year>;<volume>28</volume>(<issue>5</issue>):<fpage>441</fpage>&#x2013;<lpage>443</lpage>.
                    <pub-id pub-id-type="pmid">20458312</pub-id>
                    <pub-id pub-id-type="doi">10.1038/nbt0510-441</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref27">
                <label>27</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Goknar</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Oktem</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ozgen</surname>
                            <given-names>IT</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Determination of early urinary renal injury markers in obese children.</article-title>
                    <source>

                        <italic toggle="yes">Pediatr. Nephrol.</italic>
</source>
                    <year>2015 Jan</year>;<volume>30</volume>(<issue>1</issue>):<fpage>139</fpage>&#x2013;<lpage>144</lpage>.
                    <pub-id pub-id-type="pmid">25322907</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s00467-014-2829-0</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <label>28</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Csernus</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lanyi</surname>
                            <given-names>E</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Erhardt</surname>
                            <given-names>E</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Effect of childhood obesity and obesity-related cardiovascular risk factors on glomerular and tubular protein excretion.</article-title>
                    <source>

                        <italic toggle="yes">Eur. J. Pediatr.</italic>
</source>
                    <year>2005 Jan</year>;<volume>164</volume>(<issue>1</issue>):<fpage>44</fpage>&#x2013;<lpage>49</lpage>.
                    <pub-id pub-id-type="pmid">15517379</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s00431-004-1546-2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref29">
                <label>29</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Han</surname>
                            <given-names>WK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Waikar</surname>
                            <given-names>SS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Johnson</surname>
                            <given-names>A</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Urinary biomarkers in the early diagnosis of acute kidney injury.</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int.</italic>
</source>
                    <year>2008 Apr</year>;<volume>73</volume>(<issue>7</issue>):<fpage>863</fpage>&#x2013;<lpage>869</lpage>.
                    <pub-id pub-id-type="pmid">18059454</pub-id>
                    <pub-id pub-id-type="doi">10.1038/sj.ki.5002715</pub-id>
                    <pub-id pub-id-type="pmcid">PMC2586909</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref30">
                <label>30</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Fredrickson</surname>
                            <given-names>SK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ferro</surname>
                            <given-names>TJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Schutrumpf</surname>
                            <given-names>AC</given-names>
                        </name>
</person-group>:
                    <article-title>Disappearance of microalbuminuria in a patient with type 2 diabetes and the metabolic syndrome in the setting of an intense exercise and dietary program with sustained weight reduction.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes Care.</italic>
</source>
                    <year>2004 Jul</year>;<volume>27</volume>(<issue>7</issue>):<fpage>1754</fpage>&#x2013;<lpage>1755</lpage>.
                    <pub-id pub-id-type="pmid">15220261</pub-id>
                    <pub-id pub-id-type="doi">10.2337/diacare.27.7.1754</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref31">
                <label>31</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Levey</surname>
                            <given-names>AS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Eckardt</surname>
                            <given-names>KU</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tsukamoto</surname>
                            <given-names>Y</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Definition and classification of chronic kidney disease: a position statement from Kidney Disease: Improving Global Outcomes (KDIGO).</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int.</italic>
</source>
                    <year>2005 Jun</year>;<volume>67</volume>(<issue>6</issue>):<fpage>2089</fpage>&#x2013;<lpage>2100</lpage>.
                    <pub-id pub-id-type="pmid">15882252</pub-id>
                    <pub-id pub-id-type="doi">10.1111/j.1523-1755.2005.00365.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <label>32</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Klausen</surname>
                            <given-names>KP</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Parving</surname>
                            <given-names>HH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Scharling</surname>
                            <given-names>H</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The association between metabolic syndrome, microalbuminuria and impaired renal function in the general population: impact on cardiovascular disease and mortality.</article-title>
                    <source>

                        <italic toggle="yes">J. Intern. Med.</italic>
</source>
                    <year>2007 Oct</year>;<volume>262</volume>(<issue>4</issue>):<fpage>470</fpage>&#x2013;<lpage>478</lpage>.
                    <pub-id pub-id-type="pmid">17875184</pub-id>
                    <pub-id pub-id-type="doi">10.1111/j.1365-2796.2007.01839.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <label>33</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>McQueen</surname>
                            <given-names>MJ</given-names>
                        </name>
</person-group>:
                    <article-title>Evidence for the use of urinary albumin as marker of kidney involvement in unselected populations.</article-title>
                    <source>

                        <italic toggle="yes">Scand. J. Clin. Lab. Invest. Suppl.</italic>
</source>
                    <year>2008</year>;<volume>241</volume>:<fpage>52</fpage>&#x2013;<lpage>56</lpage>.
                    <pub-id pub-id-type="pmid">18569965</pub-id>
                    <pub-id pub-id-type="doi">10.1080/00365510802145026</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <label>34</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Theuma</surname>
                            <given-names>P</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Fonseca</surname>
                            <given-names>VA</given-names>
                        </name>
</person-group>:
                    <article-title>Inflammation, insulin resistance, and atherosclerosis.</article-title>
                    <source>

                        <italic toggle="yes">Metab. Syndr. Relat. Disord.</italic>
</source>
                    <year>2004 Jun</year>;<volume>2</volume>(<issue>2</issue>):<fpage>105</fpage>&#x2013;<lpage>113</lpage>.
                    <pub-id pub-id-type="pmid">18370641</pub-id>
                    <pub-id pub-id-type="doi">10.1089/met.2004.2.105</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref35">
                <label>35</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>DeFronzo</surname>
                            <given-names>RA</given-names>
                        </name>
</person-group>:
                    <article-title>Pathogenesis of type 2 diabetes mellitus.</article-title>
                    <source>

                        <italic toggle="yes">Med. Clin. North Am.</italic>
</source>
                    <year>2004 Jul</year>;<volume>88</volume>(<issue>4</issue>):<fpage>787</fpage>&#x2013;<lpage>835</lpage>. ix.
                    <pub-id pub-id-type="doi">10.1016/j.mcna.2004.04.013</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref36">
                <label>36</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Shulman</surname>
                            <given-names>GI</given-names>
                        </name>
</person-group>:
                    <article-title>Cellular mechanisms of insulin resistance.</article-title>
                    <source>

                        <italic toggle="yes">J. Clin. Invest.</italic>
</source>
                    <year>2000 Jul</year>;<volume>106</volume>(<issue>2</issue>):<fpage>171</fpage>&#x2013;<lpage>176</lpage>.
                    <pub-id pub-id-type="pmid">10903330</pub-id>
                    <pub-id pub-id-type="doi">10.1172/JCI10583</pub-id>
                    <pub-id pub-id-type="pmcid">PMC314317</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref37">
                <label>37</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mykk&#x00e4;nen</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Zaccaro</surname>
                            <given-names>DJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Wagenknecht</surname>
                            <given-names>LE</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Microalbuminuria is associated with insulin resistance in nondiabetic subjects: the insulin resistance atherosclerosis study.</article-title>
                    <source>

                        <italic toggle="yes">Diabetes.</italic>
</source>
                    <year>1998 May</year>;<volume>47</volume>(<issue>5</issue>):<fpage>793</fpage>&#x2013;<lpage>800</lpage>.
                    <pub-id pub-id-type="doi">10.2337/diabetes.47.5.793</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref38">
                <label>38</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Herrera</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Almaguer</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chipi</surname>
                            <given-names>J</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Albuminuria as a marker of kidney and cardio-cerebral vascular damage. Isle of Youth Study (ISYS), Cuba.</article-title>
                    <source>

                        <italic toggle="yes">MEDICC Rev.</italic>
</source>
                    <year>2010 Oct</year>;<volume>12</volume>(<issue>4</issue>):<fpage>20</fpage>&#x2013;<lpage>26</lpage>.
                    <pub-id pub-id-type="pmid">21048540</pub-id>
                    <pub-id pub-id-type="doi">10.37757/MR2010.V12.N4.5</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref39">
                <label>39</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lobato</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Beir&#x00e3;o</surname>
                            <given-names>I</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Silva</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Familial ATTR amyloidosis: microalbuminuria as a predictor of symptomatic disease and clinical nephropathy.</article-title>
                    <source>

                        <italic toggle="yes">Nephrol. Dial. Transplant.</italic>
</source>
                    <year>2003 Mar</year>;<volume>18</volume>(<issue>3</issue>):<fpage>532</fpage>&#x2013;<lpage>538</lpage>.
                    <pub-id pub-id-type="pmid">12584275</pub-id>
                    <pub-id pub-id-type="doi">10.1093/ndt/18.3.532</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref40">
                <label>40</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kiconco</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rugera</surname>
                            <given-names>SP</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kiwanuka</surname>
                            <given-names>GN</given-names>
                        </name>
</person-group>:
                    <article-title>Microalbuminuria and Traditional Serum Biomarkers of Nephropathy among Diabetic Patients at Mbarara Regional Referral Hospital in South Western Uganda.</article-title>
                    <source>

                        <italic toggle="yes">J. Diabetes Res.</italic>
</source>
                    <year>2019</year>;<volume>2019</volume>:<fpage>3534260</fpage>.</mixed-citation>
            </ref>
            <ref id="ref41">
                <label>41</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Jiang</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Luk</surname>
                            <given-names>AOY</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tam</surname>
                            <given-names>CHT</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Progression of diabetic kidney disease and trajectory of kidney function decline in Chinese patients with Type 2 diabetes.</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int.</italic>
</source>
                    <year>2019 Jan</year>;<volume>95</volume>(<issue>1</issue>):<fpage>178</fpage>&#x2013;<lpage>187</lpage>.
                    <pub-id pub-id-type="pmid">30415941</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.kint.2018.08.026</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref42">
                <label>42</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mamilly</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mastrandrea</surname>
                            <given-names>LD</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mosquera Vasquez</surname>
                            <given-names>C</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Evidence of Early Diabetic Nephropathy in Pediatric Type 1 Diabetes.</article-title>
                    <source>

                        <italic toggle="yes">Front Endocrinol (Lausanne).</italic>
</source>
                    <year>2021</year>;<volume>12</volume>:<fpage>669954</fpage>.
                    <pub-id pub-id-type="pmid">33995287</pub-id>
                    <pub-id pub-id-type="doi">10.3389/fendo.2021.669954</pub-id>
                    <pub-id pub-id-type="pmcid">PMC8113955</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref43">
                <label>43</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bello</surname>
                            <given-names>AK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Peters</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Wight</surname>
                            <given-names>J</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>A population-based screening for microalbuminuria among relatives of CKD patients: the Kidney Evaluation and Awareness Program in Sheffield (KEAPS).</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2008 Sep</year>;<volume>52</volume>(<issue>3</issue>):<fpage>434</fpage>&#x2013;<lpage>443</lpage>.
                    <pub-id pub-id-type="pmid">18725014</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.ajkd.2007.12.034</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref44">
                <label>44</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ferris</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hogan</surname>
                            <given-names>SL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chin</surname>
                            <given-names>H</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Obesity, albuminuria, and urinalysis findings in US young adults from the Add Health Wave III study.</article-title>
                    <source>

                        <italic toggle="yes">Clin. J. Am. Soc. Nephrol.</italic>
</source>
                    <year>2007 Nov</year>;<volume>2</volume>(<issue>6</issue>):<fpage>1207</fpage>&#x2013;<lpage>1214</lpage>.
                    <pub-id pub-id-type="pmid">17942783</pub-id>
                    <pub-id pub-id-type="doi">10.2215/CJN.00540107</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref45">
                <label>45</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hao</surname>
                            <given-names>Z</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Konta</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Takasaki</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The association between microalbuminuria and metabolic syndrome in the general population in Japan: the Takahata study.</article-title>
                    <source>

                        <italic toggle="yes">Intern. Med.</italic>
</source>
                    <year>2007</year>;<volume>46</volume>(<issue>7</issue>):<fpage>341</fpage>&#x2013;<lpage>346</lpage>.
                    <pub-id pub-id-type="pmid">17409594</pub-id>
                    <pub-id pub-id-type="doi">10.2169/internalmedicine.46.6056</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref46">
                <label>46</label>
                <mixed-citation publication-type="journal">
                    <collab>National Campaign of World Kidney Day 2010, Peruvian Society of Nephrology</collab>:
                    <article-title>Microalbuminuria in adult outpatients not receiving nephrological care and with risk factors for chronic kidney disease in Peruvian nephrology departments.</article-title>
                    <source>

                        <italic toggle="yes">Nefrologia.</italic>
</source>
                    <year>2012</year>;<volume>32</volume>(<issue>2</issue>):<fpage>180</fpage>&#x2013;<lpage>186</lpage>.</mixed-citation>
            </ref>
            <ref id="ref47">
                <label>47</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tsai</surname>
                            <given-names>JC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>SC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hwang</surname>
                            <given-names>SJ</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Prevalence and risk factors for CKD in spouses and relatives of hemodialysis patients.</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2010 May</year>;<volume>55</volume>(<issue>5</issue>):<fpage>856</fpage>&#x2013;<lpage>866</lpage>.
                    <pub-id pub-id-type="pmid">20153917</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.ajkd.2009.12.021</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref48">
                <label>48</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lucove</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Vupputuri</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Heiss</surname>
                            <given-names>G</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Metabolic syndrome and the development of CKD in American Indians: the Strong Heart Study.</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2008 Jan</year>;<volume>51</volume>(<issue>1</issue>):<fpage>21</fpage>&#x2013;<lpage>28</lpage>.
                    <pub-id pub-id-type="pmid">18155529</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.ajkd.2007.09.014</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref49">
                <label>49</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>HM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Zhang</surname>
                            <given-names>YD</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Evaluation of Metabolic Risk Marker in Obesity-related Glomerulopathy.</article-title>
                    <source>

                        <italic toggle="yes">J. Ren. Nutr.</italic>
</source>
                    <year>2011 Jul</year>;<volume>21</volume>(<issue>4</issue>):<fpage>309</fpage>&#x2013;<lpage>315</lpage>.
                    <pub-id pub-id-type="pmid">20833076</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.jrn.2010.06.019</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref50">
                <label>50</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Shastri</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Katz</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Shlipak</surname>
                            <given-names>MG</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Cystatin C and albuminuria as risk factors for development of CKD stage 3: the Multi-Ethnic Study of Atherosclerosis (MESA).</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2011 Jun</year>;<volume>57</volume>(<issue>6</issue>):<fpage>832</fpage>&#x2013;<lpage>840</lpage>.
                    <pub-id pub-id-type="pmid">21296473</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.ajkd.2010.11.021</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3090544</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref51">
                <label>51</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yang</surname>
                            <given-names>SK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Liu</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Yi</surname>
                            <given-names>B</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Elevated High Sensitivity C-Reactive Protein Increases the Risk of Microalbuminuria in Subjects With Cardiovascular Disease Risk Factors.</article-title>
                    <source>

                        <italic toggle="yes">Ther. Apher. Dial.</italic>
</source>
                    <year>2017 Aug</year>;<volume>21</volume>(<issue>4</issue>):<fpage>387</fpage>&#x2013;<lpage>394</lpage>.
                    <pub-id pub-id-type="pmid">28322017</pub-id>
                    <pub-id pub-id-type="doi">10.1111/1744-9987.12530</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref52">
                <label>52</label>
                <mixed-citation publication-type="other">
                    <collab>Ufuoma</collab>:
                    <article-title>Prevalence and risk factors of microalbuminuria among type 2 diabetes mellitus: A hospital-based study from, Warri, Nigeria.</article-title>
                    <year>[cited 2023 Apr 4]</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://smjonline.org/article.asp?issn=1118-8561;year=2016;volume=19;issue=1;spage=16;epage=20;aulast=Ufuoma">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref53">
                <label>53</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Martins</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tareen</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Zadshir</surname>
                            <given-names>A</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The association of poverty with the prevalence of albuminuria: data from the Third National Health and Nutrition Examination Survey (NHANES III).</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2006 Jun</year>;<volume>47</volume>(<issue>6</issue>):<fpage>965</fpage>&#x2013;<lpage>971</lpage>.
                    <pub-id pub-id-type="pmid">16731291</pub-id>
                    <pub-id pub-id-type="doi">10.1053/j.ajkd.2006.02.179</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3863615</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref54">
                <label>54</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Jones</surname>
                            <given-names>CA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Francis</surname>
                            <given-names>ME</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Eberhardt</surname>
                            <given-names>MS</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Microalbuminuria in the US population: third National Health and Nutrition Examination Survey.</article-title>
                    <source>

                        <italic toggle="yes">Am. J. Kidney Dis.</italic>
</source>
                    <year>2002 Mar</year>;<volume>39</volume>(<issue>3</issue>):<fpage>445</fpage>&#x2013;<lpage>459</lpage>.
                    <pub-id pub-id-type="pmid">11877563</pub-id>
                    <pub-id pub-id-type="doi">10.1053/ajkd.2002.31388</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref55">
                <label>55</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Iseki</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ikemiya</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kinjo</surname>
                            <given-names>K</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Body mass index and the risk of development of end-stage renal disease in a screened cohort.</article-title>
                    <source>

                        <italic toggle="yes">Kidney Int.</italic>
</source>
                    <year>2004 May</year>;<volume>65</volume>(<issue>5</issue>):<fpage>1870</fpage>&#x2013;<lpage>1876</lpage>.
                    <pub-id pub-id-type="pmid">15086929</pub-id>
                    <pub-id pub-id-type="doi">10.1111/j.1523-1755.2004.00582.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref56">
                <label>56</label>
                <mixed-citation publication-type="data">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Jha</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <data-title>Data extration role of microalbuminuria and insulin resistance as predictive biomarkers.</data-title>[Dataset].
                    <source>

                        <italic toggle="yes">figshare.</italic>
</source>
                    <year>2023</year>.
                    <pub-id pub-id-type="doi">10.6084/m9.figshare.23691417.v1</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref57">
                <label>57</label>
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Jha</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <article-title>Supplementary content - PRISMA checklist.</article-title>
                    <source>

                        <italic toggle="yes">figshare.</italic>
</source>
                    <year>2023</year>. Online resource.
                    <pub-id pub-id-type="doi">10.6084/m9.figshare.23720760.v1</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report241059">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.151749.r241059</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Cueto-Manzano</surname>
                        <given-names>Alfonso M</given-names>
                    </name>
                    <xref ref-type="aff" rid="r241059a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r241059a1">
                    <label>1</label>Unidad de Investigaci&#x00f3;n Biom&#x00e9;dica 02, Hospital de Especialidades, Centro M&#x00e9;dico Nacional de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>23</day>
                <month>3</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Cueto-Manzano AM</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport241059" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.138545.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>COMMENTS TO AUTHORS:</p>
            <p> This study is very interesting and complies with many of the requirements for an adequate methodological quality of systematic review and meta-analysis, according to guidelines; however, it has several limitations.</p>
            <p> </p>
            <p> 
                <bold>MAJOR CONCERNS:</bold>
            </p>
            <p> INTRODUCTION: Introduction is extensive, redundant and in some parts seems to be not technically appropriate.&#x00a0; It should be shortened and focused on the problem; it would be advisable to be supported by specialists in Nephrology. At the end of introduction, the aim of the study should be clearly specified; doing this, will help the authors to guide their work, show the most appropriate results and support their conclusions.</p>
            <p> METHODS: Eligibility requirements, selection process, and data extraction need to be more clearly detailed. What specific information was extracted from the studies? How the authors assessed the methodological quality of the studies and the risk of bias? Did they grade the quality of evidence? Statistical analysis is particularly poor.</p>
            <p> RESULTS: Authors could present their results with more detail.Figures do not show the total RR (CI95%).</p>
            <p> DISCUSSION: Discussion needs to be focused on their own results, not only describing data from individual reports. Authors may discuss comparisons with other studies (systematic review/Meta-analysis) and probably about implications for clinicians. They also need to mention limitations of this study.</p>
            <p> CONCLUSIONS: Should be modified (and clearly supported) according to the results of the present study.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>No</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>Prevention, early detection and treatment of CKD</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
</article>
