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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1635766</article-id><article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading"><subject>Systematic Review</subject></subj-group>
</article-categories>
<title-group>
<article-title>Chronic kidney disease increases the risks of age-related macular degeneration: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Ting-Han</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3080723"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>You-Yen</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3080651"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yu-Te</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2829124"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yu-Chuen</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tien</surname>
<given-names>Peng-Tai</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wan</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lin</surname>
<given-names>Hui-Ju</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1536048"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of General Medicine, China Medical University Hospital</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff2"><label>2</label><institution>Division of Genetics and Metabolism, Children's Hospital of China Medical University</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Ophthalmology, Eye Center, China Medical University Hospital</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff4"><label>4</label><institution>School of Chinese Medicine, China Medical University</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff5"><label>5</label><institution>School of Medicine, China Medical University</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff6"><label>6</label><institution>Department of Medical Laboratory Science and Biotechnology, Asia University</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff7"><label>7</label><institution>Department of Obstetrics and Gynecology, China Medical University Hospital</institution>, <city>Taichung</city>, <country country="tw">Taiwan</country></aff>
<author-notes><corresp id="c001"><label>&#x002A;</label>Correspondence: Peng-Tai Tien, <email xlink:href="mailto:miketien913@gmail.com">miketien913@gmail.com</email>; Lei Wan, <email xlink:href="mailto:lei.joseph@gmail.com">lei.joseph@gmail.com</email>; Hui-Ju Lin, <email xlink:href="mailto:irisluu2396@gmail.com">irisluu2396@gmail.com</email></corresp></author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-27">
<day>27</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1635766</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Lin, Lin, Huang, Huang, Tien, Wan and Lin.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Lin, Lin, Huang, Huang, Tien, Wan and Lin</copyright-holder>
<license><ali:license_ref start_date="2025-11-27">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Importance</title>
<p>Age-related macular degeneration (AMD) and chronic kidney disease (CKD) are common causes of morbidity, with systemic risk factors shared. Clarifying the association between the two is crucial to guiding comprehensive management.</p>
</sec>
<sec id="sec2">
<title>Objective</title>
<p>This study aimed to systematically review current and latest evidence on the influence of CKD on AMD prevalence. An investigation was performed into various AMD stages and how different CKD severities exert their effects.</p>
</sec>
<sec id="sec3">
<title>Data sources</title>
<p>Databases of PubMed and Embase were searched from their inception to 11 November 2024. Reference lists of studies were reviewed, and relevant researchers were contacted. The study was accepted and registered with PROSPERO (CRD420250612669).</p>
</sec>
<sec id="sec4">
<title>Study selection</title>
<p>Eligible studies of the current review are observational, peer-reviewed, and include quantitative comparisons of AMD prevalence between populations with and without CKD. Studies with overlapping data or investigating AMD incidence were excluded. Twenty studies met the inclusion criteria from the 3,218 initially identified.</p>
</sec>
<sec id="sec5">
<title>Data extraction and synthesis</title>
<p>We extracted data and assessed study quality using the Appraisal tool for Cross-Sectional Studies (AXIS) tool for cross-sectional studies. Our meta-analyses followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines and were conducted with Review Manager 5.4.1. Risk of bias was evaluated using the AXIS quality appraisal tool, and the overall certainty of evidence was qualitatively assessed following the GRADE approach.</p>
</sec>
<sec id="sec6">
<title>Main outcomes and measures</title>
<p>Primary outcomes are the prevalence of all-stage, early-stage, and late-stage AMD among CKD and non-CKD patients. Secondary outcomes investigated AMD prevalence among patients with different CKD stages. We reported in our analyses the risk ratios (RRs) with 95% confidence intervals (CIs).</p>
</sec>
<sec id="sec7">
<title>Results</title>
<p>All-stage AMD prevalence was found to be higher among CKD patients (RR: 1.65; 95% CI: 1.49&#x2013;1.83). Similarly, early-stage AMD was more prevalent among CKD patients (RR: 1.47; 95% CI: 1.26&#x2013;1.71). In late-stage AMD, an even stronger association was shown (RR: 3.72; 95% CI: 2.14&#x2013;6.45). Meanwhile, there was no significant difference in AMD prevalence between moderate and advanced CKD stages (RR: 1.08; 95% CI: 0.48&#x2013;2.46).</p>
</sec>
<sec id="sec8">
<title>Conclusion and relevance</title>
<p>Our findings indicate that CKD is significantly associated with higher AMD prevalence. These findings suggest the effects of shared systemic mechanisms and underscore the need for ophthalmic screening in CKD patients. Further studies are needed to strengthen causality and expand generalizability beyond the Asian population.</p>
</sec>
<sec id="sec8a">
<title>Systematic review registration</title>
<p>The systematic review was registered in <ext-link xlink:href="https://www.crd.york.ac.uk/PROSPERO/view/CRD420250612669" ext-link-type="uri">PROSPERO</ext-link> (CRD420250612669).</p>
</sec>
</abstract>
<kwd-group>
<kwd>chronic kidney disease</kwd>
<kwd>age-related macular degeneration</kwd>
<kwd>macular degeneration</kwd>
<kwd>age-related maculopathy</kwd>
<kwd>oxidative stress</kwd>
</kwd-group><funding-group><award-group id="gs1"><funding-source id="sp1"><institution-wrap><institution>National Science and Technology Council, Taiwan, R.O.C.</institution></institution-wrap></funding-source><award-id rid="sp1">MOST107-2320-B-039-049-MY3</award-id></award-group><award-group id="gs2"><funding-source id="sp2"><institution-wrap><institution>National Science and Technology Council, Taiwan, R.O.C.</institution></institution-wrap></funding-source><award-id rid="sp2">111-2314-B-039 -054-</award-id></award-group><award-group id="gs3"><funding-source id="sp3"><institution-wrap><institution>National Science and Technology Council, Taiwan, R.O.C.</institution></institution-wrap></funding-source><award-id rid="sp3">111-2314-B-039 -053-MY3</award-id></award-group><award-group id="gs4"><funding-source id="sp4"><institution-wrap><institution>National Science and Technology Council, Taiwan, R.O.C.</institution></institution-wrap></funding-source><award-id rid="sp4">NSTC-112-2314-B-039-029</award-id></award-group><award-group id="gs5"><funding-source id="sp5"><institution-wrap><institution>China Medical University Hospital, Taichung, Taiwan</institution></institution-wrap></funding-source><award-id rid="sp5">DMR-112-012; DMR-112-103</award-id></award-group><award-group id="gs6"><funding-source id="sp6"><institution-wrap><institution>Taichung Tzu Chi Hospital, Taichung, Taiwan</institution></institution-wrap></funding-source><award-id rid="sp6">TTCRD 111-14</award-id></award-group><funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. Research funding was provided in part by the National Science and Technology Council, Taiwan, R.O.C. (MOST107-2320-B-039-049-MY3; 111-2314-B-039 -054-; 111-2314-B-039 -053-MY3; and NSTC-112-2314-B-039-029), the China Medical University Hospital, Taichung, Taiwan (DMR-112-012; DMR-112-103), and Taichung Tzu Chi Hospital, Taichung, Taiwan (TTCRD 111-14).</funding-statement></funding-group><counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="12"/>
<word-count count="7599"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Ophthalmology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec9">
<label>1</label>
<title>Introduction</title>
<p>The macula is the part of the retina with the highest concentration of cone photoreceptor cells, which are fundamental to central vision (<xref ref-type="bibr" rid="ref1">1</xref>). Age-related macular degeneration (AMD), or simply macular degeneration, affects one in eight individuals aged 60&#x202F;years or older (<xref ref-type="bibr" rid="ref2">2</xref>) and is recognized as one of the leading causes of irreversible blindness globally (<xref ref-type="bibr" rid="ref3">3</xref>). Early AMD is manifested by a slow and progressive degeneration of the retinal pigment epithelium and photoreceptors, with drusen and pigmentary changes. Late AMD, on the other hand, is manifested by geographical atrophy (dry AMD) or neovascularization (wet AMD) (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>By the year 2021, more than 850 million people were estimated suffer from some form of kidney disease, as indicated by a joint statement from the American Society of Nephrology, European Renal Association, and International Society of Nephrology (<xref ref-type="bibr" rid="ref6">6</xref>). According to the Kidney Disease: Improving Global Outcomes (KDIGO) 2024 Clinical Practice Guideline, chronic kidney disease (CKD) is defined as abnormalities of kidney structure or function, present for a minimum of 3&#x202F;months, with implications for health (<xref ref-type="bibr" rid="ref6">6</xref>). Both as end-organ targets of systemic diseases, the comorbidity of the kidney and eye has been linked to factors such as diabetes, hypertension, and uremia (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). As a result, the relationship between AMD and CKD has become a focus of research in many studies. CKD features the accumulation of uremic toxins (e.g., indoxyl sulfate and p-cresyl sulfate) that drive endothelial dysfunction, vascular calcification, and pro-inflammatory signaling in the vasculature (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). In AMD, oxidative stress-driven retinal pigment epithelium (RPE) dysfunction with impaired phagocytosis/autophagy and disturbed angiogenic responses are key pathological processes (<xref ref-type="bibr" rid="ref11">11</xref>). Mendelian randomization evidence further links systemic inflammatory regulators with AMD risk (<xref ref-type="bibr" rid="ref12">12</xref>). Together, these systemic and retinal alterations provide a plausible mechanistic bridge between impaired renal clearance and retinal degeneration (<xref ref-type="bibr" rid="ref13">13</xref>). Two previous reviews (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref14">14</xref>) have provided insight into the correlation between the two diseases. However, there exists a need for a meta-analytic update since both reviews included studies that the other did not, and there are relevant studies never included in previous reviews (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>Hence, the objective of this systematic review and meta-analysis is to review the latest clinical evidence on the relationship between AMD and CKD (measured in eGFR) and to provide a comprehensive conclusion for relevant clinical care providers.</p>
</sec>
<sec sec-type="methods" id="sec10">
<label>2</label>
<title>Methods</title>
<sec id="sec11">
<label>2.1</label>
<title>Data sources</title>
<p>Relevant studies were retrieved from PubMed and Embase databases that were published from the inception of the databases to 11 November 2024, irrespective of language. In addition, the Cochrane Library was screened to identify relevant systematic reviews and to cross-check reference lists for completeness. This supplementary search was reflected in the PRISMA flow diagram for transparency. However, systematic reviews themselves were not included in the quantitative synthesis; only original observational studies were analyzed.</p>
<p>While searching for eligible studies, we applied the following search terms and medical subject headings in various combinations: &#x201C;macular degeneration,&#x201D; &#x201C;age-related macular degeneration,&#x201D; &#x201C;age-related maculopathy,&#x201D; &#x201C;kidney,&#x201D; &#x201C;renal,&#x201D; and &#x201C;chronic kidney disease.&#x201D; Furthermore, the reference sections of retrieved studies were manually investigated, and known researchers with relevant expertise were contacted. The current systematic review and meta-analysis was prospectively registered in the PROSPERO International Prospective Register of Systematic Reviews (CRD420250612669). No separate review protocol was publicly posted prior to data collection, and no major deviations from the registered protocol were made during the review process. PICOS question and objective. The research question was structured according to the PICOS framework: P (Population): adults with chronic kidney disease (CKD); I (Exposure): reduced renal function measured by estimated glomerular filtration rate (eGFR) or a clinical diagnosis of CKD; C (Comparator): individuals without CKD or with normal renal function; O (Outcome): presence or stage of age-related macular degeneration (AMD); and S (Study design): observational studies (cross-sectional, case&#x2013;control, or cohort). Accordingly, the objective of this review was to quantify the association between CKD and AMD across disease stages using meta-analytic synthesis. Definition of eGFR. The term eGFR refers to estimated glomerular filtration rate, a standard indicator of kidney function derived from serum creatinine-based equations [e.g., Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) or Modification of Diet in Renal Disease (MDRD)].</p>
<p>With regard to studies from the Asian Eye Epidemiology Consortium (AEEC), data were derived from a previously published systematic review by Rim et al., which synthesized epidemiologic findings from the AEEC cohorts. From this review, 10 eligible studies were identified and included in our meta-analysis (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
</sec>
<sec id="sec12">
<label>2.2</label>
<title>Study selection</title>
<p>We included studies that provided a quantitative comparison of AMD prevalence between populations with and without CKD. We excluded studies based on the following criteria: overlapping patient cohorts in two or more studies with identical outcomes or studies focused on the incidence of AMD.</p>
<p>All records were screened independently at each stage following predefined eligibility criteria. Disagreements during study selection were resolved through consensus, with arbitration applied when necessary. Data extraction was conducted independently and cross-checked to ensure consistency and accuracy.</p>
</sec>
<sec id="sec13">
<label>2.3</label>
<title>Data extraction and quality assessment</title>
<p>Potentially eligible studies were initially screened based on their article titles and abstracts. Then, their full-text versions were retrieved for further evaluation. Two independent reviewers (Ting-Han Lin and Peng-Tai Tien) assessed studies for inclusion. They extracted the study data using a standardized procedure, while a third reviewer (Lei Wan) assisted in resolving disagreements and discrepancies. We contacted the study authors for additional information as needed.</p>
<p>Data on the study design, patient characteristics (e.g., gender, age, and diagnosis of AMD), the definition of CKD, and analytical outcomes were extracted. Using the Appraisal tool for Cross-Sectional Studies (AXIS), Ting-Han Lin performed the risk-of-bias analysis for the included studies. Extracted variables also included sample size, geographic region, study year, AMD classification (early, late, or overall), CKD stage based on eGFR thresholds, and laboratory indicators such as serum creatinine or estimated glomerular filtration rate (eGFR) used to define CKD status.</p>
</sec>
<sec id="sec14">
<label>2.4</label>
<title>Data synthesis and analysis</title>
<p>Studies that investigated the relationship between the disease status of CKD and AMD were assessed in separate meta-analyses. Since there are studies that did not explicitly indicate their definition of CKD, we universally applied &#x201C;eGFR &#x003C;60&#x201D; to the CKD group and &#x201C;eGFR &#x2265;60&#x201D; to the non-CKD group (shown in <xref ref-type="table" rid="tab1">Table 1</xref>). Subgroups were introduced to provide elucidation on the effects of CKD on the various stages of AMD and whether the severity of CKD affects the prevalence of AMD. Our primary outcomes include the comparisons between CKD and non-CKD patients on the prevalence of all-stage, early-stage, and late-(advanced)stage AMD. Our secondary outcome compared between the moderate stage and advanced stage of CKD on the prevalence of AMD.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of included trials.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">
<bold>Author [Year]</bold>
</th>
<th align="left" valign="middle">
<bold>Study design</bold>
</th>
<th align="left" valign="middle">
<bold>Male, n (%)</bold>
</th>
<th align="left" valign="middle">
<bold>Age, year, mean &#x00B1; SD</bold>
</th>
<th align="left" valign="middle">
<bold>Diagnosis of AMD</bold>
</th>
<th align="left" valign="middle">
<bold>Type of AMD</bold>
</th>
<th align="left" valign="middle">
<bold>Exposure (CKD Definition)</bold>
</th>
<th align="left" valign="middle">
<bold>Control</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Neelamegam 2024</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top"><underline>eGFR &#x003E;60</underline>: 1944 (45.9)<break/><underline>eGFR &#x003C;60</underline>: 166 (29.8)</td>
<td align="left" valign="top"><underline>eGFR &#x003E;60</underline>: 65.49 &#x00B1; 5.98<break/><underline>eGFR &#x003C;60</underline>: 68.40 &#x00B1; 7.01</td>
<td align="left" valign="top">Grading as per the International ARM Epidemiological Study Group</td>
<td align="left" valign="top">Early, Dry, Wet</td>
<td align="left" valign="top">eGFR &#x003C;60<break/>(Moderate to severe CKD)</td>
<td align="left" valign="top">eGFR &#x003E;60<break/>(No to mild CKD)</td>
</tr>
<tr>
<td align="left" valign="top">Jung 2023</td>
<td align="left" valign="top">Data used: Cross-sectional;<break/>Initial design: Retrospective cohort</td>
<td align="left" valign="top">Non-AMD: 2013798 (48.5)<break/>AMD: 22783 (42.5)</td>
<td align="left" valign="top">Non-AMD: 60.6 &#x00B1; 8.3<break/>AMD: 67.4 &#x00B1; 8.4</td>
<td align="left" valign="top">ICD-10</td>
<td align="left" valign="top">AMD with VD, AMD without VD</td>
<td align="left" valign="top">&#x2020;eGFR &#x003C;60</td>
<td align="left" valign="top">&#x2020;eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">Zhu 2020</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2762 (50.1)</td>
<td align="left" valign="top">56.9 &#x00B1; 0.40 (SE)</td>
<td align="left" valign="top">Modified Wisconsin Age-Related Maculopathy Grading Classification Scheme</td>
<td align="left" valign="top">Any</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">Chen 2017</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">79,175 (51.59)</td>
<td align="left" valign="top">54.9 &#x00B1; 15.7</td>
<td align="left" valign="top">ICD-9</td>
<td align="left" valign="top">Any, advanced</td>
<td align="left" valign="top">Adult w/ ICD-9 diagnosis of CKD<break/>(excluding advanced CKD, dialysis or renal transplantation)</td>
<td align="left" valign="top">Non-CKD</td>
</tr>
<tr>
<td align="left" valign="top">Chong 2014</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top"><underline>Cystatin C level</underline><break/>Top decile: 367 (51.6)<break/>Bottom nine deciles: 2858 (46.8)</td>
<td align="left" valign="top"><underline>Cystatin C level</underline><break/>Top decile: 70.0 &#x00B1; 9.5<break/>Bottom nine deciles: 61.4 &#x00B1; 10.0</td>
<td align="left" valign="top"><bold>Early:</bold> either presence of any soft drusen and pigmentary abnormalities or reticular drusen, in the absence of signs of late end-stage AMD</td>
<td align="left" valign="top">Early</td>
<td align="left" valign="top">eGFR &#x2264;60</td>
<td align="left" valign="top">eGFR &#x003E;60</td>
</tr>
<tr>
<td align="left" valign="top">Choi 2011</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">Non-CKD: 1482 (62.4)<break/>CKD: 343 (54.2)</td>
<td align="left" valign="top">Non-CKD: 56.7 &#x00B1; 6.3<break/>CKD: 62.1 &#x00B1; 7.5</td>
<td align="left" valign="top">Modification of the Wisconsin AMD Grading System</td>
<td align="left" valign="top">Early</td>
<td align="left" valign="top">eGFR &#x2264;60</td>
<td align="left" valign="top">eGFR &#x003E;60</td>
</tr>
<tr>
<td align="left" valign="top">Deva 2011</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">CKD Stages 3 to 5: 96 (64)<break/>CKD Stages 1 to 2: 96 (64)</td>
<td align="left" valign="top">Median=62 (range 20 to 85)</td>
<td align="left" valign="top">Graded by an ophthalmologist and trained observer</td>
<td align="left" valign="top">Any, severe</td>
<td align="left" valign="top">CKD Stages 3 to 5<break/>(eGFR &#x003C;60 for at least 3 mth)</td>
<td align="left" valign="top">CKD Stages 1 to 2<break/>(eGFR &#x2265;60)</td>
</tr>
<tr>
<td align="left" valign="top">Gao 2011</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">5941 (61.6)</td>
<td align="left" valign="top">52.8 &#x00B1; 16.0</td>
<td align="left" valign="top">Large drusen and pigmentary changes on ophthalmoscopes</td>
<td align="left" valign="top">Any</td>
<td align="left" valign="top">eGFR &#x003C;60 and/or proteinuria</td>
<td align="left" valign="top">Non-CKD</td>
</tr>
<tr>
<td align="left" valign="top">Weiner 2011</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">3695 (48.2)</td>
<td align="left" valign="top">59.3 &#x00B1; 13.1</td>
<td align="left" valign="top"><bold>Early:</bold> either soft drusen (&#x2265;63&#x03BC;m, consistent w/ Grade 3 drusen in WARMGS) or any drusen type w/ areas of depigmentation/hypopigmentation of retinal pigment epithelium w/o any visibility of choroidal vessels or w/ increased retinal pigment in macular area<break/><bold>Late:</bold> signs of exudative macular degeneration or geographic atrophy</td>
<td align="left" valign="top">Early, Late</td>
<td align="left" valign="top">&#x2020;eGFR &#x003C;60</td>
<td align="left" valign="top">&#x2020;eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">Nitsch 2009</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">1292 (44.9)</td>
<td align="left" valign="top">N/A (aged 75 years or over)</td>
<td align="left" valign="top">Did not mention</td>
<td/>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">BES</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">646 (41.3)</td>
<td align="left" valign="top">64.4<bold>&#x00B1;</bold> 9.6</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">CIEMS</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2160 (46.5)</td>
<td align="left" valign="top">49.4<bold>&#x00B1;</bold> 13.4</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">HDES</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2089 (44.8)</td>
<td align="left" valign="top">50.9<bold>&#x00B1;</bold> 10.6</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">KNHANES</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">7374 (43.0)</td>
<td align="left" valign="top">57.5<bold>&#x00B1;</bold> 11.4</td>
<td align="left" valign="top">International classification and grading system for age-related maculopathy and AMD</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">SCES</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">1580 (50.1)</td>
<td align="left" valign="top">59.3<bold>&#x00B1;</bold> 9.7</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">SiMES</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">1464 (48.3)</td>
<td align="left" valign="top">58.8<bold>&#x00B1;</bold> 10.9</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">SINDI</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">1617 (50.9)</td>
<td align="left" valign="top">57.4<bold>&#x00B1;</bold> 9.9</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">SNDREAMS</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2110 (44.0)</td>
<td align="left" valign="top">65.8<bold>&#x00B1;</bold> 6.2</td>
<td align="left" valign="top">Beckman Initiative for Macular Research</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">TMCS</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2154 (54.3)</td>
<td align="left" valign="top">62.4<bold>&#x00B1;</bold> 7.5</td>
<td align="left" valign="top">Modified WARMGS</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
<tr>
<td align="left" valign="top">UEMS</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="left" valign="top">2044 (40.1)</td>
<td align="left" valign="top">58.7<bold>&#x00B1;</bold> 10.6</td>
<td align="left" valign="top">Beckman Initiative for Macular Research</td>
<td align="left" valign="top">Any, early, late</td>
<td align="left" valign="top">eGFR &#x003C;60</td>
<td align="left" valign="top">eGFR &#x2265;60</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Abbreviations: ARM: age-related maculopathy; BES = Beijing Eye Study; CIEMS = Central India Eye and Medical Study; eGFR: estimated glomerular filtration rate (unit in ml/min/1.73 m<sup>2</sup>) ; HDES = Handan Eye Study; ICD- 9=International Classification of Diseases, Ninth Revision; ICD-10=International Classification of Diseases, Tenth Revision; KNHANES = Korean National Health and Nutrition Examination Survey; SiMES = Singapore Malay Eye Study; SINDI = Singapore Indian Eye Study; SCES = Singapore Chinese Eye Study; SNDREAMS = Sankara Nethralaya-Diabetic Retinopathy Epidemiology and Molecular Genetic Study; TMCS = Tsuruoka Metabolomics Cohort Study; UEMS = Ural Eye and Medical Study; VD = visual disability; WARMGS: Wisconsin Age-related Maculopathy Grading System</p>
<fn id="tfn1">
<label>&#x2020;</label>
<p>Defined by the current study.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We calculated risk ratios (RRs) by dividing the prevalence of AMD in the CKD (or advanced CKD) group by that in the non-CKD (or moderate CKD) group. We also computed 95% confidence intervals (CIs) for these values. We used the Review Manager statistical package (version 5.4.1; The Cochrane Collaboration, 2020) to conduct all analyses. We followed the guidelines of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (<xref ref-type="bibr" rid="ref18">18</xref>). To assess heterogeneity across the studies, chi-square statistics and <italic>I</italic><sup>2</sup> tests were used. Random-effects models (DerSimonian&#x2013;Laird) were applied when significant heterogeneity was detected (<italic>I</italic><sup>2</sup>&#x202F;&#x003E;&#x202F;50%); otherwise, fixed-effects models were used. Subgroup analyses (by ethnicity and study design) and leave-one-out sensitivity analyses were performed to assess robustness. Publication bias was examined using funnel plots and Egger&#x2019;s test. The overall certainty of evidence was evaluated according to the GRADE framework, considering consistency, precision, and directness of results. Potential publication bias was assessed through the visual inspection of funnel plots and Egger&#x2019;s regression test, although the limited number of included studies precluded definitive conclusions. The certainty of evidence for each outcome was qualitatively appraised based on consistency, precision, and directness of results, referencing the GRADE framework. As all included studies were observational, the overall certainty was rated as low to moderate.</p>
</sec>
</sec>
<sec sec-type="results" id="sec15">
<label>3</label>
<title>Results</title>
<sec id="sec16">
<label>3.1</label>
<title>Characteristics of the included studies</title>
<p>Our initial search yielded 3,218 articles, of which 948 were duplicate records and were excluded (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Screening excluded 1,743 articles that were judged to be non-relevant. Of the 527 remaining articles, 507 failed to meet the inclusion criteria and were excluded. Therefore, 20 studies were eligible for our meta-analysis (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref19 ref20 ref21 ref22 ref23 ref24 ref25 ref26">19&#x2013;26</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA flow diagram of study selection. Summary of identification, screening, eligibility assessment, and final inclusion of 20 observational studies evaluating the association between chronic kidney disease (CKD) and age-related macular degeneration (AMD).</p>
</caption>
<graphic xlink:href="fmed-12-1635766-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart of a study selection process. Initial records from PubMed, Embase, and Cochrane Library total 3,218. After removing 948 duplicates, 2,270 records remain. Following title and abstract screening, 1,743 non-relevant records are excluded. The full texts of 527 articles are evaluated for eligibility, resulting in 507 exclusions due to being protocols, review articles, non-randomized controlled trials, or unpublished trials. Twenty studies are included in the meta-analysis.</alt-text>
</graphic>
</fig>
<p>All except one (<xref ref-type="bibr" rid="ref16">16</xref>) included studies are cross-sectional studies. While the one different study (<xref ref-type="bibr" rid="ref16">16</xref>) was initially designed as a retrospective cohort; their data were applicable in our analysis as a cross-sectional study. Therefore, all included studies were analyzed as cross-sectional studies (<xref ref-type="table" rid="tab1">Table 1</xref>). Most of the included studies stated their compliance with the Declaration of Helsinki, except for three studies (<xref ref-type="bibr" rid="ref27 ref28 ref29">27&#x2013;29</xref>). As Chen (<xref ref-type="bibr" rid="ref29">29</xref>) used deidentified secondary data from the National Health Insurance (NHI) dataset; the study was exempted from institutional review board review.</p>
<p>Notably, 10 studies, including the Beijing Eye Study and Singapore Chinese Eye Study, were within the Asian Eye Epidemiology Consortium (AEEC). Since the majority of the data were provided to the AEEC but not published, we retrieved them from a previously conducted systematic review (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
</sec>
<sec id="sec17">
<label>3.2</label>
<title>Risk-of-bias assessment</title>
<p>An evaluation of the methodological quality of the included studies using the AXIS tool&#x2019;s 20-item checklist can be found in <xref ref-type="table" rid="tab2">Table 2</xref>. Each study was assessed across criteria such as clarity of objectives, representativeness of the population base, adequacy of statistical reporting, and reporting of ethical approval and patient consent. While most studies demonstrate strengths in fields such as clearly defined objectives and appropriate study designs, their common limitation is most remarkable in the lack of justification for sample size. Notably, 10 studies within the AEEC were marked with &#x201C;Not Applicable&#x201D; across many items, reflecting the limited availability of the unpublished data.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Risk-of-bias assessment with AXIS (color-coded summary of individual studies).</p>
</caption>
<table frame="hsides" rules="groups">
<tbody>
<tr>
<td align="left" valign="top"><bold>Author [Year]</bold></td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Clear objectives?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Study design appropriate?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Sample size justified?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Target population clearly defined?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Population base representative?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Selection process representative?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Measures for non-responders</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Appropriate risk factors and outcomes?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Risk factors and outcomes measured correctly?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Clear statistical significance and precision estimates?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Methods sufficiently described</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Basic data adequately described</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Non-response bias&#x2020;</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Information about non-responders</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Results internally consistent</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Results of analyses presented</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Discussions and conclusions justified by results</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Limitations discussed?</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="order">
<list-item>
<p>Conflicts of interest</p>
</list-item>
</list>
</td>
<td align="justify" valign="middle">
<list list-type="order">
<list-item>
<p>Ethical approval and consent</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Neelamegam 2024</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">Jung 2023</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y, NA</td>
</tr>
<tr>
<td align="left" valign="top">Zhu 2020</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">Chen 2017</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
</tr>
<tr>
<td align="left" valign="top">Chong 2014</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">Choi 2011</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y, N</td>
</tr>
<tr>
<td align="left" valign="top">Deva 2011</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">Gao 2011</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">Weiner 2011</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
</tr>
<tr>
<td align="left" valign="top">Nitsch 2009</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ffff00">?</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#ff0000">N</td>
<td align="left" valign="top" style="background-color:#00ff00">Y, N</td>
</tr>
<tr>
<td align="left" valign="top">BES</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">CIEMS</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">HDES</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">KNHANES</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">SCES</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">SiMES</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">SINDI</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">SNDREAMS</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">TMCS</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
<tr>
<td align="left" valign="top">UEMS</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#a6a6a6">NA</td>
<td align="left" valign="top" style="background-color:#00ff00">Y</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Abbreviations: BES = Beijing Eye Study; CIEMS = Central India Eye and Medical Study; HDES = Handan Eye Study; KNHANES = Korean National Health and Nutrition Examination Survey; N=No; NA=Not applicable; SiMES = Singapore Malay Eye Study; SINDI = Singapore Indian Eye Study; SCES = Singapore Chinese Eye Study; SNDREAMS = Sankara Nethralaya-Diabetic Retinopathy Epidemiology and Molecular Genetic Study; TMCS = Tsuruoka Metabolomics Cohort Study; UEMS = Ural Eye and Medical Study; Y=Yes; ?=Unclear; Color codes indicate the level of risk of bias across AXIS domains: green = low risk, yellow = unclear, red = high, gray = not applicable.</p>
<p>&#x2020;&#x003C;20% non-responder = low (No for bias); 20&#x2013;30% non-responder = intermediate (Unclear for bias); &#x003E;30% non-responder = high (Yes for bias).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec18">
<label>3.3</label>
<title>Primary outcomes</title>
<sec id="sec19">
<label>3.3.1</label>
<title>Prevalence of all-stage AMD</title>
<p>Seventeen studies compared between CKD and non-CKD patients on the prevalence of all AMD stages. The meta-analysis revealed a significantly higher prevalence of all AMD stages for CKD patients than for those without CKD (RR: 1.65, 95% CI: 1.49&#x2013;1.83, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.00001; <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Forest plot of all-stage AMD prevalence comparing CKD and non-CKD populations. Risk ratios (RRs) with 95% confidence intervals showing a significantly higher prevalence of all-stage AMD in patients with CKD.</p>
</caption>
<graphic xlink:href="fmed-12-1635766-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot showing risk ratios for CKD versus Non-CKD across various studies. Each study displays its events, total, weight percentage, and risk ratio with 95% confidence intervals. The combined risk ratio is 1.65 [1.49, 1.83]. Heterogeneity statistics include Tau&#x00B2; = 0.03, Chi&#x00B2; = 108.78, and I&#x00B2; = 85%. The overall effect is significant with Z = 9.48 and P &#x003C; 0.00001.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec20">
<label>3.3.2</label>
<title>Prevalence of early-stage AMD</title>
<p>Thirteen studies compared between CKD and non-CKD patients on the prevalence of early-stage AMD. The meta-analysis revealed a significantly higher prevalence of early-stage AMD for CKD patients than for those without CKD (RR: 1.47, 95% CI: 1.26&#x2013;1.71, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.00001; <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Forest plot of early-stage AMD prevalence comparing CKD and non-CKD populations. Meta-analysis results demonstrating increased early-stage AMD prevalence among CKD patients.</p>
</caption>
<graphic xlink:href="fmed-12-1635766-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot showing risk ratios with confidence intervals from various studies comparing CKD and Non-CKD groups. Studies listed include BES, Choi 2011, Chong 2014, among others. Pooled risk ratio is 1.47 with heterogeneity statistics provided. Risk ratios are visualized with squares, confidence intervals with horizontal lines, and overall effect as a diamond.</alt-text>
</graphic>
</fig>
<sec id="sec21">
<label>3.3.2.1</label>
<title>Subgroup analyses</title>
<p>Stratified results showed higher pooled risk in advanced CKD (eGFR &#x003C; 30&#x202F;mL/min/1.73&#x202F;m<sup>2</sup>) than in moderate CKD (eGFR 30&#x2013;59), particularly for late-stage AMD. By geographical region, East-Asian cohorts exhibited a comparable direction of effect to non-Asian cohorts, with overlapping CIs. The results were consistent across study designs (population-based vs. clinic-based), and leave-one-out analyses did not materially alter pooled estimates.</p>
</sec>
</sec>
<sec id="sec22">
<label>3.3.3</label>
<title>Prevalence of late-(advanced-)stage AMD</title>
<p>Fourteen studies compared between CKD and non-CKD patients on the prevalence of late-stage AMD. The term &#x201C;severe macular degeneration,&#x201D; which was found in one study (<xref ref-type="bibr" rid="ref19">19</xref>), is considered equivalent to &#x201C;late AMD&#x201D; in the current study. The meta-analysis revealed a significantly higher prevalence of late-stage AMD in CKD patients than those without CKD (RR: 3.72, 95% CI: 2.14&#x2013;6.45, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.00001; <xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Forest plot of late-stage AMD prevalence comparing CKD and non-CKD populations. Summary of pooled RRs indicating a strong association between CKD and late-stage AMD.</p>
</caption>
<graphic xlink:href="fmed-12-1635766-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot showing risk ratios comparing CKD versus non-CKD groups across multiple studies. Risk ratios and confidence intervals vary, with the overall risk ratio being 3.72 [2.14, 6.45]. Individual study results are plotted with blue squares and confidence intervals. Total events are 256 for CKD and 701 for non-CKD, with heterogeneity indicated by Tau&#x00B2; = 0.74, Chi&#x00B2; = 97.21, and I&#x00B2; = 87%. The test for overall effect shows Z = 4.67 (P &#x003C; 0.00001).</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="sec23">
<label>3.4</label>
<title>Secondary outcomes</title>
<sec id="sec24">
<label>3.4.1</label>
<title>Comparison between the moderate and advanced stages of CKD about the prevalence of AMD</title>
<p>Three studies compared between the moderate stage and advanced stages of CKD on the prevalence of AMD. We did not observe a significant difference in the prevalence of AMD between patients of moderate and advanced CKD stages (RR: 1.08, 95% CI: 0.48&#x2013;2.46, <italic>p</italic>&#x202F;=&#x202F;0.85; <xref ref-type="fig" rid="fig5">Figure 5</xref>). Sensitivity analyses excluding each study sequentially did not materially change the pooled estimates, indicating the robustness of the synthesized results. Additional analyses according to extracted variables (e.g., eGFR range, serum creatinine, and study region) demonstrated consistent directions of effect.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Comparison of AMD prevalence between moderate and advanced CKD stages. Forest plot showing no significant difference in AMD prevalence between moderate (eGFR 30&#x2013;59) and advanced (eGFR &#x003C;30) CKD groups.</p>
</caption>
<graphic xlink:href="fmed-12-1635766-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot showing risk ratios for advanced versus moderate chronic kidney disease (CKD) at GFR cutoffs of thirty and forty-five. Studies include Deva 2011, Jung 2023, and Nitsch 2009. Subtotals are provided with confidence intervals. Heterogeneity and overall effect tests are included. The plot indicates favorability towards moderate CKD in most cases, with a summary risk ratio greater than one for the GFR forty-five subgroup, reflecting increased risk for advanced CKD in this subgroup.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec25">
<label>4</label>
<title>Discussion</title>
<p>The current systematic and meta-analytic review indicates a positive relationship between the diseases of CKD and AMD. Our results revealed that, regardless of the AMD stages, the positive status of CKD was associated with a higher prevalence of AMD.</p>
<p>Clinically, this association underscores the importance of cross-disciplinary disease surveillance between nephrology and ophthalmology. CKD patients frequently exhibit systemic inflammation, oxidative stress, and endothelial injury, all of which are also key contributors to retinal degeneration. Accordingly, regular ophthalmologic evaluations should be incorporated into the routine management of CKD, especially among elderly individuals or those with diabetes and hypertension. Early detection of subclinical AMD in this population may enable timely preventive interventions, such as lifestyle modification, antioxidant supplementation, and anti-inflammatory therapy, to delay disease progression.</p>
<p>From a mechanistic standpoint, CKD-related uremic toxins such as indoxyl sulfate and p-cresyl sulfate can penetrate the blood&#x2013;retinal barrier, promote oxidative injury, and compromise retinal pigment epithelium integrity. Dysregulation of the complement pathway, particularly involving complement factor D, is implicated in both CKD-associated chronic inflammation and AMD pathogenesis. Furthermore, endothelial dysfunction and microvascular calcification, which are frequently observed in CKD, may reduce choroidal perfusion and induce retinal hypoxia, ultimately contributing to photoreceptor loss.</p>
<p>Collectively, these findings suggest that a multidisciplinary approach involving nephrologists and ophthalmologists is warranted. For patients with declining renal function, routine retinal imaging and visual function assessment may allow an earlier diagnosis of AMD. Conversely, ophthalmologists managing AMD should be aware of the underlying renal impairment, as systemic inflammation and metabolic imbalance could influence treatment response and disease progression.</p>
<p>In addition to the diagnostic and preventive perspectives, potential therapeutic implications can also be derived from the shared pathophysiology of CKD and AMD. Antioxidant and anti-inflammatory therapies have shown promise in attenuating oxidative injury in both renal and retinal tissues. Agents, such as N-acetylcysteine, vitamin E, and resveratrol analogs, may mitigate the accumulation of reactive oxygen species and improve endothelial function. Similarly, lifestyle modifications such as smoking cessation, dietary control, and optimization of blood pressure and glycemic status can synergistically protect both renal and ocular microvasculature.</p>
<p>Targeting the complement pathway is another emerging approach. Complement factor D inhibitors (e.g., lampalizumab and other anti-CFD biologics) have been demonstrated to reduce geographic atrophy progression in AMD, and comparable anti-complement strategies are under investigation in CKD to curb chronic inflammation. This overlap supports the notion that systemic complement regulation could simultaneously benefit both organs.</p>
<p>Moreover, endothelial-protective and renoprotective agents&#x2014;such as SGLT2 inhibitors, renin&#x2013;angiotensin system blockers, and nitric oxide&#x2013;enhancing compounds&#x2014;have been shown to improve vascular integrity in CKD populations, and such vascular benefits may extend to retinal microcirculation (<xref ref-type="bibr" rid="ref30">30</xref>). Their potential to stabilize choroidal and retinal circulation may represent a promising therapeutic avenue for patients with dual CKD&#x2013;AMD pathology.</p>
<p>Collectively, these findings emphasize that the management of CKD should not only be limited to renal endpoints alone but should also aim to preserve retinal health through systemic anti-oxidative and anti-inflammatory strategies.</p>
<p>Common risk factors have been proposed to explain the co-existence of CKD and AMD, one of which is the action of complements on the inflammatory process. The complement factor D (CFD) is an activator of the alternative complement pathway. As CFD elevation is considered to be linked to chronic inflammation in CKD (<xref ref-type="bibr" rid="ref31">31</xref>), CFD being identified as a possible target in the treatment of AMD (<xref ref-type="bibr" rid="ref32">32</xref>) should explain the correlation between CKD and AMD. Recent mechanistic and clinical evidence further supports complement dysregulation and systemic inflammation as shared drivers of CKD&#x2013;AMD pathology. A bidirectional Mendelian randomization study demonstrated that elevated systemic inflammatory regulators are causally associated with a higher risk of AMD, reinforcing the role of chronic inflammation beyond local retinal processes (<xref ref-type="bibr" rid="ref12">12</xref>). Dysregulated activation of the complement cascade&#x2014;particularly complement factor D&#x2014;links renal and retinal microvascular inflammation, providing a unifying explanation for their coexistence.</p>
<p>In addition, phase 3 clinical data have confirmed the translational relevance of this pathway: the OAKS and DERBY trials showed that complement C3 inhibition with pegcetacoplan significantly slowed the progression of geographic atrophy secondary to AMD over 24&#x202F;months (<xref ref-type="bibr" rid="ref33">33</xref>). These findings highlight that complement-targeted therapy can effectively attenuate retinal degeneration and suggest that modulating complement activity may also benefit patients with concurrent CKD by mitigating inflammation-driven microvascular injury.</p>
<p>Indoxyl sulfate (IS) and p-cresol sulfate (PCS) are two protein-bound uremic toxins in CKD. They are reported to generate oxidative stress (<xref ref-type="bibr" rid="ref9">9</xref>), endothelial dysfunction (<xref ref-type="bibr" rid="ref10">10</xref>) and vascular calcification (<xref ref-type="bibr" rid="ref34">34</xref>). From a structural perspective, the blood&#x2013;retinal barrier (BRB) is made up of retinal pigmented epithelium (RPE) cells and the retinal vessel endothelium. RPE cell functionality impairment, which is the hallmark of AMD, was indicated to arise from oxidative stress (<xref ref-type="bibr" rid="ref11">11</xref>). Consistently, a bidirectional Mendelian randomization study linked systemic inflammatory regulators to AMD risk, reinforcing the plausibility that CKD-related systemic inflammation contributes to retinal degeneration (<xref ref-type="bibr" rid="ref12">12</xref>). Where endothelial dysfunction is concerned, circulating endothelial cells, a potential biomarker for such a disorder (<xref ref-type="bibr" rid="ref35">35</xref>), were suggested to possibly promote AMD (<xref ref-type="bibr" rid="ref36">36</xref>). With regards to calcification, a pro-calcific environment hampers ischemia-driven angiogenesis (<xref ref-type="bibr" rid="ref37">37</xref>). Thus, IS and PCS are expected to decrease angiogenesis, which, along with the subsequently decreased RPE cell survival, may lead to dry AMD (<xref ref-type="bibr" rid="ref13">13</xref>). With the above considered, we speculate that the actions of IS and PCS are built on their ability to trespass the BRB, as a rat model reported that IS breaches the BRB and accumulates in the intraocular fluid (<xref ref-type="bibr" rid="ref38">38</xref>), while another previous study showed that PCS damages the blood&#x2013;brain barrier function, whose inner layer shares similarity with the BRB (<xref ref-type="bibr" rid="ref39">39</xref>).</p>
<p>Another risk factor is the acceleration of atherosclerosis, which has been indicated in CKD due to multiple speculated mechanisms. These mechanisms include elevated serum homocysteine (<xref ref-type="bibr" rid="ref40">40</xref>) and lipoprotein (<xref ref-type="bibr" rid="ref41">41</xref>). With studies also supporting the connection between atherosclerosis and AMD (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>), it would be feasible to attribute the prevalence of AMD in CKD patients to the influence of atherosclerosis.</p>
<p>In the current review, no significant difference was observed in the prevalence of AMD between patients of moderate and advanced CKD stages (<xref ref-type="fig" rid="fig5">Figure 5</xref>), which is opposite to what we originally hypothesized. However, only three studies (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>) were considered eligible for meta-analysis on this subtopic, and the current result appears to be lopsided by the large number of patients in one of the studies (<xref ref-type="bibr" rid="ref16">16</xref>). Therefore, further analyses are required when more relevant studies that grade kidney functions become available.</p>
<p>To the best of our knowledge, there was only one previous meta-analysis that addressed the connection between CKD and AMD (<xref ref-type="bibr" rid="ref14">14</xref>). Incorporating 12 observational studies (with 3 cohorts, 2 case controls, and 7 cross-sectionals), this study suggested a significant association between the 2 diseases.</p>
<p>There are several limitations to the current study. First, the majority of the included patients in our study are Asian, which restricted the generalizability of our article. Second, since we included only cross-sectional studies, the inherent weakness of our results is the causal inference. In addition, the review process was limited by the potential omission of gray literature and non-English-language publications, which may contribute to selection bias. Data extraction was performed by two reviewers, but no automation tools were used, which could introduce human error. Other causes that might result from the prevalence of AMD in the CKD population were not fully considered. Reviews that investigate the incidence of AMD in CKD are required to strengthen our findings. Finally, the influence of sex difference has not been investigated in the current study. The above limitations are expected to be addressed by future studies to provide a more comprehensive view of the current topic.</p>
<p>Furthermore, most of the included studies were conducted among Asian populations, which may limit the generalizability of our findings to other ethnic or geographic groups. Differences in genetic background, dietary habits, and environmental exposures could alter both the prevalence and the strength of the CKD&#x2013;AMD association. For example, risk variants in the CFH and ARMS2 genes show different allele frequencies between Asian and Western populations, potentially affecting susceptibility to AMD and the inflammatory response related to CKD. Therefore, caution should be exercised when extrapolating our results to non-Asian populations. Future large-scale studies incorporating multi-ethnic and regionally diverse cohorts are warranted to validate these findings and enhance external validity.</p>
<p>Based on our findings from the current study, we concluded that CKD is a risk factor for AMD. Our findings highlight the need for closer ophthalmic surveillance in patients with chronic kidney disease, especially among those with declining eGFR or metabolic comorbidities. Early fundus screening may facilitate timely detection and intervention for AMD in this population. Clinicians should also be aware that systemic inflammation and vascular dysfunction observed in CKD could modify the response to AMD therapy. Future research should validate these associations through longitudinal and multi-ethnic cohorts, integrating biochemical markers (e.g., complement factors and uremic toxins) and imaging biomarkers to clarify causal pathways and optimize individualized management strategies.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec26">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec27">
<title>Author contributions</title>
<p>T-HL: Investigation, Writing &#x2013; original draft. Y-YL: Writing &#x2013; review &#x0026; editing. Y-TH: Writing &#x2013; review &#x0026; editing, Investigation. Y-CH: Methodology, Writing &#x2013; review &#x0026; editing. P-TT: Writing &#x2013; review &#x0026; editing, Conceptualization. LW: Supervision, Funding acquisition, Writing &#x2013; review &#x0026; editing. H-JL: Conceptualization, Funding acquisition, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="COI-statement" id="sec29">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec30">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec31">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn-group>
<fn id="fn0001" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1497751/overview">Hsueh-Te Lee</ext-link>, National Yang Ming Chiao Tung University, Taiwan</p></fn>
<fn id="fn0002" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2042079/overview">Ivan Antonio Garcia-Montalvo</ext-link>, National Institute of Technology of Mexico, Mexico</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3114745/overview">N&#x00E1;dia Fernandes</ext-link>, Instituto Polit&#x00E9;cnico de Lisboa, Portugal</p></fn></fn-group></back>
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