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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<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.2021.792782</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Urine &#x003B2;2-Microglobulin and Retinol-Binding Protein and Renal Disease Progression in IgA Nephropathy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Shen</surname> <given-names>Xiaoqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1511945/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cheng</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Guizhen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1432475/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Xiayu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Heng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Jianghua</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/656997/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Kidney Disease Center, The First Affiliated Hospital, Zhejiang University School of Medicine</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Kidney Disease Prevention and Control Technology</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Institute of Nephrology, Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Rujun Gong, University of Toledo Medical Center, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Xiaoqing Lu, The First Affiliated Hospital of Zhengzhou University, China; Li Zhu, Peking University First Hospital, China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jianghua Chen <email>chenjianghua&#x00040;zju.edu.cn</email></corresp>
<corresp id="c002">Jun Cheng <email>chenjunwood&#x00040;126.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Nephrology, a section of the journal Frontiers in Medicine</p></fn></author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>792782</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>10</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Shen, Cheng, Yu, Li, Li and Chen.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Shen, Cheng, Yu, Li, Li and Chen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> 
</permissions>
<abstract><p><bold>Background:</bold> Tubulointerstitial involvement has been reported to have a decisive influence on the progression of IgA nephropathy (IgAN). High levels of urine &#x003B2;2-microglobulin (&#x003B2;2-MG) and retinol-binding protein (RBP) were observed in patients with IgAN with tubulointerstitial lesions. However, their roles in disease progression remain unclear. This study aimed to evaluate the associations of urine &#x003B2;2-MG and RBP with the progression of IgAN.</p>
<p><bold>Methods:</bold> We retrospectively investigated a cohort of 2,153 patients with IgAN. Clinical and pathological features, outcomes, and urine &#x003B2;2-MG, and RBP at the time of biopsy were collected. The associations, of urine &#x003B2;2-MG and RBP with the composite renal outcome, defined as a decline in estimated glomerular filtration rate (eGFR) of &#x02265;50% from baseline or end-stage renal disease (ESRD), were examined using restricted cubic splines and the Cox proportional hazards models.</p>
<p><bold>Results:</bold> During a median follow-up of 20.40 months, 140 (6.50%) patients reached the composite renal outcomes. Restricted cubic splines showed that patients with higher urinary &#x003B2;2-MG and RBP levels had worse renal outcomes. The Cox regression analysis revealed that urine &#x003B2;2-MG and RBP were associated with a risk of the composite renal outcome in the multivariate adjusted model [&#x0002B;1 SD for log &#x003B2;2-MG, hazard ratio (HR) = 1.462, 95% CI: 1.136&#x02013;1.882, <italic>p</italic> = 0.003; &#x0002B;1 SD for log RBP, HR = 1.972, 95% CI: 1.486&#x02013;2.617, <italic>p</italic> = 0.001]. The associations were detectable within patients with baseline eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup> (&#x0002B;1 SD for log &#x003B2;2-MG, HR = 1.657, 95% CI: 1.260&#x02013;2.180, <italic>p</italic> &#x0003C; 0.001; &#x0002B;1 SD for log RBP, HR = 1.618, 95% CI: 1.199&#x02013;2.183, <italic>p</italic> = 0.002), but not among patients with eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup>.</p>
<p><bold>Conclusion:</bold> Higher levels of urine &#x003B2;2-MG and RBP were independent risk factors for renal disease progression in IgAN.</p></abstract>
<kwd-group>
<kwd>IgA nephropathy</kwd>
<kwd>interstitial fibrosis</kwd>
<kwd>tubular atrophy</kwd>
<kwd>urine &#x003B2;2-microglobulin</kwd>
<kwd>urine retinol binding protein</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="39"/>
<page-count count="9"/>
<word-count count="6153"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>IgA nephropathy (IgAN) is the most prevalent type of primary glomerulonephritis globally, defined as prominent IgA deposition in the glomerular mesangial area (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Nearly 20&#x02013;30% of patients with IgAN develop end-stage renal disease (ESRD) eventually and need renal replacement therapies (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Persistent proteinuria, hypertension, impaired renal function, and the Oxford classification of MEST-C scores are all the established risk factors for poor renal outcomes (<xref ref-type="bibr" rid="B5">5</xref>&#x02013;<xref ref-type="bibr" rid="B11">11</xref>). Previous studies indicated that tubulointerstitial injury was a major contributor to the loss of renal function even in primary glomerular diseases (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Interstitial fibrosis (IF) and tubular atrophy (TA) are common pathological changes and predict renal progression in IgAN (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Renal pathology is the gold standard for the evaluation of tubulointerstitial lesions. However, the biopsy is an invasive procedure and cannot be used as a routine method. Meanwhile, due to the variability of clinical manifestations of IgAN, patients in the absence of apparent symptoms may never be aware or undergo a renal biopsy. Therefore, it is clinically valuable to find non-invasive biomarkers that predict tubulointerstitial lesions and renal disease progression. Both the &#x003B2;2-microglobulin (&#x003B2;2-MG) and retinol-binding protein (RBP) are low-molecular-weight proteins (11.8 and 21 kD, respectively) that are present in low concentrations in the plasma of healthy people and are freely filtered by the normal glomerulus and then almost completely reabsorbed and catabolized by cells of the proximal tubules (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Increased levels of urine &#x003B2;2-MG and RBP were found in patients with renal tubulointerstitial damage (<xref ref-type="bibr" rid="B18">18</xref>&#x02013;<xref ref-type="bibr" rid="B20">20</xref>). However, their roles in the long-term outcome of IgAN have not been well-assessed. In this study, we aimed to identify the effects of baseline urinary &#x003B2;2-MG and RBP levels on renal disease progression in patients with IgAN.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Study Population</title>
<p>In this single-center retrospective cohort study, we collected clinical and pathological data from patients with newly diagnosed IgAN between January 2002 and December 2019 in the First Affiliated Hospital, Zhejiang University School of Medicine. Patients were diagnosed based on the dominant deposition of IgA in the mesangial area by immunofluorescence. The exclusion criteria were as follows: (1) missing urinary &#x003B2;2-MG and RBP data at the time of renal biopsy; (2) patients with IgA vasculitis, systemic lupus erythematosus, hepatitis B virus infection, other secondary IgAN, and acute kidney injury; (3) patients whose baseline estimated glomerular filtration rate (eGFR) was &#x0003C;15 ml/min/1.73 m<sup>2</sup>; and (4) follow-up for &#x0003C;3 months. All the patients included in this study had provided their written informed consent for the renal biopsy. The study protocols conformed to the provisions of the Declaration of Helsinki and were approved by the Ethics Committee (IIT20210679A).</p>
</sec>
<sec>
<title>Data Collection and Definition</title>
<p>Clinical data, including sex, age, systolic/diastolic blood pressure, serum creatinine (SCr), 24-h urine protein excretion, urinary &#x003B2;2-MG (milligrams per mol creatinine), and urinary RBP (milligrams per mol creatinine) levels at the time of renal biopsy, were collected. Levels of urine &#x003B2;2-MG and RBP were measured in spot urine samples. We used urine protein creatinine ratio (UPCR) if urinary protein concentration in the 24-h urine samples was not available. Histopathologic elements were evaluated according to the Oxford classification (<xref ref-type="bibr" rid="B14">14</xref>). The eGFR was calculated using the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) equation (<xref ref-type="bibr" rid="B21">21</xref>). ESRD was defined as the initiation of renal replacement therapies including hemodialysis, peritoneal dialysis, renal transplantation, or an eGFR &#x0003C;15 ml/min/1.73 m<sup>2</sup>. The composite renal outcome was defined as a decline in eGFR of &#x02265;50% from baseline or ESRD. For the analysis of the associations of urine &#x003B2;2-MG and RBP with the composite renal outcome, patients were divided into 3 groups according to the tertiles of the baseline urine &#x003B2;2-MG and RBP.</p>
</sec>
<sec>
<title>Statistical Analyses</title>
<p>Continuous variables are presented as mean &#x000B1; SD or median and interquartile range (IQR), while categorical variables are expressed as a number or percentage. Skewed variables (urine &#x003B2;2-MG, proteinuria, and urine RBP) underwent a logarithmic transformation to improve normality before analysis. Categorical variables were analyzed with the chi-squared test, whereas continuous variables were compared using the Student&#x00027;s <italic>t</italic>-test, the Mann&#x02013;Whitney <italic>U</italic>-test, the Kruskal&#x02013;Wallis <italic>H</italic>-test, or the ANOVA, as appropriate. Correlations of baseline urine &#x003B2;2-MG, urine RBP with eGFR, and proteinuria were evaluated by Pearson&#x00027;s correlation analysis, while correlations of urine &#x003B2;2-MG and RBP with the Oxford classification of the MEST-C scores were evaluated by Spearman&#x00027;s correlation analysis. To determine the associations of urinary &#x003B2;2-MG and RBP levels with renal disease progression, restricted cubic splines curves based on the multivariate adjusted Cox models were used. Cumulative renal survival was estimated by the Kaplan&#x02013;Meier method. Furthermore, the Cox proportional hazards models were used to evaluate the associations of urine &#x003B2;2-MG and urine RBP with the risk of renal disease progression events. Traditional risk factors including age, sex, mean arterial pressure (MAP), proteinuria, SCr, and the MEST-C scores were adjusted in the multivariate adjusted Cox models. The analyses were performed by the SPSS 18.0 software (SPSS Incorporation, Chicago, Illinois, USA) and the Stata/SE 15.1 software (StataCorp LP., Texas, USA). <italic>p</italic>-value of &#x0003C;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Of 4,985 patients screened, 2,153 patients with IgAN met the selection criteria and were included in this study (<xref ref-type="fig" rid="F1">Figure 1</xref>). The baseline clinical and pathological characteristics of the study population are shown in <xref ref-type="table" rid="T1">Table 1</xref>. There were 1,022 (47.47%) men and the mean age at the time of renal biopsy was 38.91 &#x000B1; 12.47 years. The baseline urinary &#x003B2;2-MG and RBP levels were 56.0 mg/mol Cr (IQR, 30.0&#x02013;127.5) and 783.0 mg/mol Cr (IQR, 267.0&#x02013;1774.5), respectively. On biopsy, the 24-h proteinuria level was 0.87 g/day (IQR, 0.45&#x02013;1.69) and the average eGFR was 82.93 &#x000B1; 29.28 ml/min/1.73 m<sup>2</sup>. In 1,741 patients whose renal biopsies were scored by the Oxford classification, the distributions of M1, E1, S1, T1-T2, and C1-C2 were 11.32, 5.69, 70.13, 11.60, and 40.44%, respectively. After a median follow-up of 20.40 months (IQR, 9.13&#x02013;43.60), the composite renal outcomes occurred in 140 (6.50%) patients including 83 (3.86%) patients with ESRD.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Flowchart of participants in the cohort. &#x003B2;2-MG, &#x003B2;2-microglobulin; RBP, retinol-binding protein; IgAN, IgA nephropathy; AKI, acute kidney injury; eGFR, estimated glomerular filtration rate.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-08-792782-g0001.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Clinical and pathological characteristics of patients with IgA nephropathy.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Characteristic</bold></th>
<th valign="top" align="center"><bold>Value</bold>, <italic><bold>n</bold></italic> <bold>&#x0003D; 2,153</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Baseline</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Male sex, <italic>n</italic> (%)</td>
<td valign="top" align="center">1,022 (47.47)</td>
</tr>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">38.91 &#x000B1; 12.47</td>
</tr>
<tr>
<td valign="top" align="left">MAP, mmHg</td>
<td valign="top" align="center">95.35 &#x000B1; 14.35</td>
</tr>
<tr>
<td valign="top" align="left">Proteinuria, g/day</td>
<td valign="top" align="center">0.87 (0.45&#x02013;1.69)</td>
</tr>
<tr>
<td valign="top" align="left">SCr, mg/dL</td>
<td valign="top" align="center">1.11 &#x000B1; 0.49</td>
</tr>
<tr>
<td valign="top" align="left">eGFR (ml/min/1.73 m<sup>2</sup>)</td>
<td valign="top" align="center">82.93 &#x000B1; 29.28</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG, mg/mol Cr</td>
<td valign="top" align="center">56.0 (30.0&#x02013;127.5)</td>
</tr>
<tr>
<td valign="top" align="left">Urine RBP, mg/mol Cr</td>
<td valign="top" align="center">783.0 (267.0&#x02013;1774.5)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Oxford classification</bold>, <italic><bold>n</bold></italic> <bold>(%)<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">M1</td>
<td valign="top" align="center">197 (11.32)</td>
</tr>
<tr>
<td valign="top" align="left">E1</td>
<td valign="top" align="center">99 (5.69)</td>
</tr>
<tr>
<td valign="top" align="left">S1</td>
<td valign="top" align="center">1,221 (70.13)</td>
</tr>
<tr>
<td valign="top" align="left">T1-T2</td>
<td valign="top" align="center">202 (11.60)</td>
</tr>
<tr>
<td valign="top" align="left">C1-C2</td>
<td valign="top" align="center">704 (40.44)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>CKD stages</bold>, <italic><bold>n</bold></italic> <bold>(%)</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">973 (45.19)</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">637 (29.59)</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">470 (21.83)</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">73 (3.39)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Follow-up and outcome</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Follow-up duration, months</td>
<td valign="top" align="center">20.40 (9.13&#x02013;43.60)</td>
</tr>
<tr>
<td valign="top" align="left">50% eGFR decline, %</td>
<td valign="top" align="center">126 (5.85)</td>
</tr>
<tr>
<td valign="top" align="left">ESRD, %</td>
<td valign="top" align="center">83 (3.86)</td>
</tr>
<tr>
<td valign="top" align="left">Composite outcome, %</td>
<td valign="top" align="center">140 (6.50)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Values for continuous variables were expressed as the mean &#x000B1; SD or medians [interquartile range (IQR)]; counts (percentages) were used for categorical variables. The composite outcome was defined as a 50% decrease in the eGFR or ESRD</italic>.</p> 
<p><italic>IgA, immunoglobulin A; MAP, mean arterial pressure; SCr, serum creatinine; eGFR, estimated glomerular filtration rate; &#x003B2;2-MG, &#x003B2;2-microglobulin; RBP, retinol-binding protein; M, mesangial hypercellularity; E, endocapillary hypercellularity; S, segmental glomerulosclerosis/adhesion; T, severity of tubular atrophy/interstitial fibrosis; C, presence of crescent; CKD, chronic kidney disease; ESRD, end-stage renal disease</italic>.</p>
<fn id="TN1"><label>a</label><p><italic>The Oxford classification of renal pathological findings were not obtained in 412 (19.14%) cases including 33 patients with fewer than 8 glomeruli whose the Oxford classification was not performed</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec>
<title>Correlation of Urine &#x003B2;2-MG and Urine RBP With Clinical and Pathological Features</title>
<p>The Pearson&#x00027;s bivariate analysis found that there were significant positive correlations among the log-transformed baseline urinary &#x003B2;2-MG level (log &#x003B2;2-MG), the log-transformed baseline urinary RBP level (log RBP), and the log-transformed baseline urinary 24-h proteinuria (log proteinuria) (<italic>r</italic> = 0.401, <italic>p</italic> &#x0003C; 0.001 between log &#x003B2;2-MG and log proteinuria; <italic>r</italic> = 0.374, <italic>p</italic> &#x0003C; 0.001 between log RBP and log proteinuria; <italic>r</italic> = 0.554, <italic>p</italic> &#x0003C; 0.001 between log &#x003B2;2-MG and log RBP). In contrast, both the log &#x003B2;2-MG and the log RBP were negatively correlated with the initial eGFR (<italic>r</italic> = &#x02212;0.360, <italic>p</italic> &#x0003C; 0.001 between log &#x003B2;2-MG and eGFR; <italic>r</italic> = &#x02212;0.230, <italic>p</italic> &#x0003C; 0.001 between log RBP and eGFR). The Spearman&#x00027;s correlation analysis demonstrated that log &#x003B2;2-MG and log RBP were positively correlated with the IF/TA T score (<italic>r</italic> = 0.151, <italic>p</italic> &#x0003C; 0.001 between log &#x003B2;2-MG and the T score; <italic>r</italic> = 0.152, <italic>p</italic> &#x0003C; 0.001 between log RBP and the T score).</p>
</sec>
<sec>
<title>Relationship Between Urinary &#x003B2;2-MG Level and Renal Outcome</title>
<p>Patients were stratified into 3 groups according to the urinary &#x003B2;2-MG tertiles and the clinical characteristics and outcomes were compared (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). The baseline urinary &#x003B2;2-MG levels were 20.0 mg/mol Cr (IQR, 10.0&#x02013;30.0) in the first tertile, 56.0 mg/mol Cr (IQR, 45.0&#x02013;74.0) in the second tertile, and 220.0 mg/mol Cr (IQR, 128.0&#x02013;418.0) in the third tertile. Patients with higher baseline urinary &#x003B2;2-MG levels were older, had higher levels of MAP, Scr, proteinuria; had a higher percentage of IF/TA lesions in renal pathology; and lower levels of eGFR. The incidence rate of the composite renal outcome was higher in patients with higher levels of urine &#x003B2;2-MG (<italic>p</italic> &#x0003C; 0.001).</p>
<p>To evaluate the association between urine &#x003B2;2-MG and the composite renal outcome, we modeled baseline log &#x003B2;2-MG levels as a continuous variable using restricted cubic splines. As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, patients with higher urinary &#x003B2;2-MG levels had worse renal outcomes, after adjustment for age, sex, MAP, initial SCr, proteinuria, and the MEST-C scores. The Cox regression analysis indicated that baseline urine &#x003B2;2-MG was an independent risk factor for the composite renal disease progression outcome [&#x0002B;1 SD for log &#x003B2;2-MG, hazard ratio (HR) = 1.462, 95% CI: 1.136&#x02013;1.882, <italic>p</italic> = 0.003] after adjusted for sex, age, MAP, proteinuria, SCr, and the MEST-C scores (<xref ref-type="table" rid="T2">Table 2</xref>). Compared to the first tertile of urine &#x003B2;2-MG (reference), the risk of renal disease progression increased by tertile of urinary &#x003B2;2-MG level: the HRs were 2.249 (95% CI: 1.102&#x02013;4.588) for the second tertile, 2.921 (95% CI: 1.431&#x02013;5.964) for the third tertile. As shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, the renal survival deteriorated by the tertile of urinary &#x003B2;2-MG level. The cumulative renal survival at 3rd and 5th year in each group of patients was 99.6 and 96.7%, 95.1 and 89.8%, and 90.1 and 78.6%, respectively (log-rank test, <italic>p</italic> &#x0003C; 0.001).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Association of log-transformed urinary &#x003B2;2-microglobulin (&#x003B2;2-MG) <bold>(A)</bold> and log-transformed urinary retinol-binding protein (RBP) <bold>(B)</bold> levels with the composite renal outcome. Three knots at the 25th, 50th, and 75th percentiles were used to model restricted cubic splines. Solid lines are multivariable adjusted hazard ratios, with dashed lines showing 95% CIs for the spline model (reference: log &#x003B2;2-MG 1.75 mg/mol Cr and log RBP 2.00 mg/mol Cr). Models were adjusted for age, sex, mean arterial pressure (MAP), log-transformed proteinuria, serum creatinine, and the Oxford classification (MEST-C scores).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-08-792782-g0002.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Association of baseline urinary &#x003B2;2-MG levels with the composite renal outcome.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="center"><bold>Urine &#x003B2;2-MG, median (IQR), mg/mol Cr</bold></th>
<th valign="top" align="center" style="border-bottom: thin solid #000000;" colspan="4"><bold>Hazard ratio for composite outcome (95% confidence interval);</bold> <italic><bold>P</bold></italic><bold>-value</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>Unadjusted</bold></th>
<th valign="top" align="center"><bold>Model 1</bold></th>
<th valign="top" align="center"><bold>Model 2</bold></th>
<th valign="top" align="center"><bold>Model 3</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Composite renal outcome <break/> Per 1SD Log &#x003B2;2-MG</td>
<td valign="top" align="center">56.0 (30.0&#x02013;127.5)</td>
<td valign="top" align="center">2.023 (1.747&#x02013;2.342)</td>
<td valign="top" align="center">1.920 (1.654&#x02013;2.229)</td>
<td valign="top" align="center">1.427 (1.205&#x02013;1.689)</td>
<td valign="top" align="center">1.462 (1.136&#x02013;1.882)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic>-value</td>
<td/>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG tertile 1</td>
<td valign="top" align="center">20.0 (10.0&#x02013;30.0)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG tertile 2 <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">56.0 (45.0&#x02013;74.0)</td>
<td valign="top" align="center">2.965 (1.816&#x02013;4.844) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">2.531 (1.533&#x02013;4.178) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">1.735 (1.040&#x02013;2.893) <break/> 0.035</td>
<td valign="top" align="center">2.249 (1.102&#x02013;4.588) <break/> 0.026</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG tertile 3 <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">220.0 (128.0&#x02013;418.0)</td>
<td valign="top" align="center">4.568 (2.923&#x02013;7.137) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">4.099 (2.614&#x02013;6.427) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">2.344 (1.434&#x02013;3.832) <break/> 0.001</td>
<td valign="top" align="center">2.921 (1.431&#x02013;5.964) <break/> 0.003</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The composite renal outcome was defined as a 50% decrease in the eGFR or end-stage renal disease</italic>.</p> 
<p><italic>Model 1 was adjusted for age, sex, and mean arterial pressure; sex was expressed as a dichotomous variable. Model 2 was adjusted for covariates in model 1 plus log-transformed proteinuria and SCr. Model 3 was adjusted for covariates in model 2 plus the Oxford classification (MEST-C scores)</italic>.</p>
<p><italic>Log &#x003B2;2-MG, log-transformed &#x003B2;2-microglobulin</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>The Kaplan&#x02013;Meier curves of cumulative renal survival stratified by urinary &#x003B2;2-MG <bold>(A)</bold>, urinary RBP <bold>(B)</bold>, tertiles and the combination of &#x003B2;2-MG and RBP <bold>(C)</bold>. <bold>(A)</bold> Tertile 1: the first tertile, urinary &#x003B2;2-MG was 20.0 mg/mol Cr [interquartile range (IQR), 10.0&#x02013;30.0]; tertile 2: the second tertile, urinary &#x003B2;2-MG was 56.0 mg/mol Cr (IQR, 45.0&#x02013;74.0); tertile 3: the third tertile, urinary &#x003B2;2-MG was 220.0 mg/mol Cr (IQR, 128.0&#x02013;418.0). <bold>(B)</bold> Tertile 1: the first tertile, urinary RBP was 110.0 mg/mol Cr (IQR, 25.0&#x02013;270.5); tertile 2: the second tertile, urinary RBP was 783.5 mg/mol Cr (IQR, 607.5&#x02013;1014.8); tertile 3: the third tertile, urinary RBP was 2799.0 mg/mol Cr (IQR, 1774.5&#x02013;4766.5). <bold>(C)</bold> Group 1: patients in both the first &#x003B2;2-MG and the first RBP tertiles; Group 3: patients in both the third &#x003B2;2-MG and the third RBP tertiles; Group 2: the others.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-08-792782-g0003.tif"/>
</fig>
<p>We also evaluated the relationship between baseline urine &#x003B2;2-MG and the composite renal outcome in patients with different renal functions. Patients were divided into two groups: eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup> and eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup>. Totally, 20 (2.06%) patients in the eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup> group and 120 (10.17%) patients in the eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup> group reached the composite renal outcomes (<italic>p</italic> &#x0003C; 0.001). In the Cox regression analysis, after adjusted for sex, age, MAP, proteinuria, SCr, and the MEST-C scores, the baseline urinary &#x003B2;2-MG level was an independent risk factor for the composite renal outcome in patients with baseline eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup> (&#x0002B;1 SD for log &#x003B2;2-MG, HR = 1.657, 95% CI: 1.260&#x02013;2.180, <italic>p</italic> &#x0003C; 0.001). However, in patients with baseline eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup>, urinary &#x003B2;2-MG level was not associated with a poor renal outcome (&#x0002B;1 SD for log &#x003B2;2-MG, HR = 0.868, 95% CI: 0.462&#x02013;1.634, <italic>p</italic> = 0.662).</p>
</sec>
<sec>
<title>Relationship Between Urinary RBP Level and Renal Outcome</title>
<p>Clinical parameters stratified and compared according to the urinary RBP tertiles are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>. The baseline urinary RBP levels were 110.0 mg/mol Cr (IQR, 25.0&#x02013;270.5) in the first tertile, 783.5 mg/mol Cr (IQR, 607.5&#x02013;1014.8) in the second tertile, and 2799.0 mg/mol Cr (IQR, 1774.5&#x02013;4766.5) in the third tertile. Patients with higher levels of baseline urine RBP were older and showed higher MAP, proteinuria, higher SCr, and lower eGFR. For renal pathological findings, IF/TA was more common in patients with higher baseline urinary RBP levels. The incidence rate of the composite renal outcome was higher in patients with higher levels of urine RBP (<italic>p</italic> &#x0003C; 0.001).</p>
<p>Restricted cubic splines of the association of log RBP with the composite renal outcome showed that the risk of the renal disease progression events was higher in patients with higher levels of urine RBP after adjusted for age, sex, MAP, SCr, proteinuria, and the MEST-C scores (<xref ref-type="fig" rid="F2">Figure 2B</xref>). In the multivariate adjusted Cox analysis including sex, age, MAP, proteinuria, SCr, and the MEST-C scores, baseline urine RBP was an independent risk factor for the composite renal outcome (&#x0002B;1 SD for log RBP, HR = 1.972; 95% CI: 1.486&#x02013;2.617; <italic>p</italic> = 0.001; <xref ref-type="table" rid="T3">Table 3</xref>). Compared to the first tertile of urine RBP (reference), the risk of the composite renal outcome increased by tertile of urinary RBP level: the HRs were 1.817 (95% CI: 0.824&#x02013;4.007) for the second tertile and 2.859 (95% CI: 1.433&#x02013;5.706) for the third tertile. As shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, the renal survival deteriorated by the tertile of urinary RBP level. The renal survival at 3rd and 5th year in each group of patients was 97.7 and 94.0%, 96.0 and 90.3%, and 91.0 and 82.2%, respectively (log-rank test, <italic>p</italic> &#x0003C; 0.001).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Association of baseline urinary RBP levels with the composite renal outcome.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="center"><bold>Urine RBP, median (IQR) mg/mol Cr</bold></th>
<th valign="top" align="center" style="border-bottom: thin solid #000000;" colspan="4"><bold>Hazard ratio for composite outcome (95% confidence interval);</bold> <italic><bold>P</bold></italic><bold>-value</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>Unadjusted</bold></th>
<th valign="top" align="center"><bold>Model 1</bold></th>
<th valign="top" align="center"><bold>Model 2</bold></th>
<th valign="top" align="center"><bold>Model 3</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Composite renal outcome <break/> Per 1SD Log RBP</td>
<td valign="top" align="center">783.0 (267.0&#x02013;1774.5)</td>
<td valign="top" align="center">1.797 (1.513&#x02013;2.135)</td>
<td valign="top" align="center">1.722 (1.451&#x02013;2.045)</td>
<td valign="top" align="center">1.668 (1.403&#x02013;1.984)</td>
<td valign="top" align="center">1.972 (1.486&#x02013;2.617)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic>-value</td>
<td/>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Urine RBP tertile 1</td>
<td valign="top" align="center">110.0 (25.0&#x02013;270.5)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
</tr>
<tr>
<td valign="top" align="left">Urine RBP tertile 2 <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">783.5 (607.5&#x02013;1014.8)</td>
<td valign="top" align="center">1.498 (0.869&#x02013;2.582) <break/> 0.146</td>
<td valign="top" align="center">1.526 (0.885&#x02013;2.631) <break/> 0.128</td>
<td valign="top" align="center">1.479 (0.853&#x02013;2.564) <break/> 0.163</td>
<td valign="top" align="center">1.817 (0.824&#x02013;4.007) <break/> 0.139</td>
</tr>
<tr>
<td valign="top" align="left">Urine RBP tertile 3 <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">2799.0 (1774.5&#x02013;4766.5)</td>
<td valign="top" align="center">3.601 (2.350&#x02013;5.518) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">3.305 (2.157&#x02013;5.063) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">2.305 (1.461&#x02013;3.637) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">2.859 (1.433&#x02013;5.706) <break/> 0.003</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The composite renal outcome was defined as a 50% decrease in the eGFR or end-stage renal disease</italic>.</p> 
<p><italic>Model 1 was adjusted for age, sex, and mean arterial pressure; sex was expressed as a dichotomous variable. Model 2 was adjusted for covariates in model 1 plus log-transformed proteinuria and serum creatinine. Model 3 was adjusted for covariates in model 2 plus the Oxford classification (MEST-C scores)</italic>.</p>
<p><italic>Log RBP, log-transformed retinol-binding protein</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>Furthermore, we assessed the role of baseline urine RBP in renal progression events in subgroup patients with eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup> and eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup>. In the Cox regression analysis, after adjustment for sex, age, MAP, proteinuria, SCr, and the MEST-C scores, the baseline urine RBP was an independent risk factor for the composite renal outcome in patients with eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup> (&#x0002B;1 SD for log RBP, HR = 1.618; 95% CI: 1.199&#x02013;2.183; <italic>p</italic> = 0.002). However, in patients with eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup>, baseline urine RBP was not associated with the composite renal outcome (&#x0002B;1 SD for log RBP, HR = 1.625; 95% CI: 0.845&#x02013;3.123; <italic>p</italic> = 0.146).</p>
<p>We also stratified all the enrolled patients into 3 groups according to the new indicator that combined the urine &#x003B2;2-MG with RBP. Group 1 included patients in both the first &#x003B2;2-MG and the first RBP tertiles, group 3 included patients in both the third &#x003B2;2-MG and the third RBP tertiles, and group 2 included the others. Totally, there were 426 patients in group 1, 1,291 patients in group 2, and 436 patients in group 3. Baseline clinical parameters were compared in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>. Patients in group 3 had significantly higher SCr and proteinuria on biopsy and showed significantly lower baseline eGFR and worse renal outcomes. As shown in <xref ref-type="table" rid="T4">Table 4</xref>, using the 1st group as the reference, the HRs for the composite renal outcome were 3.427 (95% CI: 1.268&#x02013;9.262, <italic>p</italic> = 0.015) in the second group and 5.596 (95% CI: 1.855&#x02013;16.882, <italic>p</italic> = 0.002) in the third group (<italic>p</italic>-value for trend = 0.002) in the multivariate Cox regression analysis with adjustment of age, sex, MAP, proteinuria, SCr, and the MEST-C scores. The renal survival deteriorated by the group of the indicator that combined the urine &#x003B2;2-MG with RBP (<xref ref-type="fig" rid="F3">Figure 3C</xref>). The renal survival at 3rd and 5th years in each group of patients was 99.4 and 98.6%, 96.1 and 89.9%, and 87.6 and 73.0%, respectively (log-rank test, <italic>p</italic> &#x0003C; 0.001).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Association of the combination of baseline urine &#x003B2;2-MG and RBP with the composite renal outcome.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="center" style="border-bottom: thin solid #000000;" colspan="4"><bold>Hazard ratio for composite outcome (95% confidence interval);</bold> <italic><bold>P</bold></italic><bold>-value</bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>Unadjusted</bold></th>
<th valign="top" align="center"><bold>Model 1</bold></th>
<th valign="top" align="center"><bold>Model 2</bold></th>
<th valign="top" align="center"><bold>Model 3</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG and RBP group 1</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
<td valign="top" align="center">1 (Reference)</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG and RBP group 2<break/> <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">3.519 (2.019&#x02013;6.134) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">3.114 (1.787&#x02013;5.426) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">2.497 (1.385&#x02013;4.503) <break/> 0.002</td>
<td valign="top" align="center">3.427 (1.268&#x02013;9.262) <break/> 0.015</td>
</tr>
<tr>
<td valign="top" align="left">Urine &#x003B2;2-MG and RBP group 3<break/> <break/> <italic>P</italic>-value</td>
<td valign="top" align="center">8.532 (4.716&#x02013;15.437) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">6.911 (3.822&#x02013;12.493) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">3.583 (1.847&#x02013;6.948) <break/> &#x0003C;0.001</td>
<td valign="top" align="center">5.596 (1.855&#x02013;16.882) <break/> 0.002</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic>-value for trend</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The composite renal outcome was defined as a 50% decrease in the eGFR or end-stage renal disease</italic>.</p> 
<p><italic>Model 1 was adjusted for age, sex, and mean arterial pressure; sex was expressed as a dichotomous variable. Model 2 was adjusted for covariates in model 1 plus log-transformed proteinuria and SCr. Model 3 was adjusted for covariates in model 2 plus the Oxford classification (MEST-C scores)</italic>.</p>
<p><italic>SCr, serum creatinine; eGFR, estimated glomerular filtration rate; &#x003B2;2-MG, &#x003B2;2 microglobulin; RBP, retinol-binding protein</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>IgA nephropathy is a highly heterogeneous disease characterized by variable clinical courses and pathologic findings ranging from asymptomatic microhematuria with mild mesangial proliferation to rapidly progressive glomerulonephritis with extensive crescents formation (<xref ref-type="bibr" rid="B22">22</xref>). Several clinical and pathologic parameters have been identified in associations with IgAN progression including blood pressure, proteinuria, baseline renal function, and the Oxford classification of the MEST-C scores (<xref ref-type="bibr" rid="B5">5</xref>&#x02013;<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). However, the individual outcomes of IgAN remain difficult to predict. Tubulointerstitial damage is common in IgAN. A study of 609 Chinese patients with IgAN found that nearly 38.3% of the included patients had moderate or severe tubulointerstitial lesions at the time of renal biopsy (<xref ref-type="bibr" rid="B15">15</xref>). <italic>In-vitro</italic> studies have suggested that a mesangial-podocytic-tubular cross-talk with mediators released from the mesangium along with the filtered proteins from the impaired podocyte, contributes to the pathogenesis of tubulointerstitial damage in IgAN (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Clinically, a subgroup of IgAN with proximal tubular epithelial cells and tubulointerstitial damage often is associated with rapid progression to ESRD (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Thus, detection of tubulointerstitial lesions in early stage, especially by non-invasive biomarkers, is of clinical significance. Tubulointerstitial damage leads to the dysfunctional proximal reabsorption of physiologically filtered low-molecular-weight proteins and increases urine concentrations of these substances. Urine &#x003B2;2-MG and urine RBP are thought as typical markers for estimation of tubulointerstitial malfunction (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). This study suggested that baseline urine &#x003B2;2-MG and RBP can be used as additional variables in prediction of progression in IgAN.</p>
<p>&#x003B2;2-microglobulin is a low-molecular-weight protein present in low levels in normal human plasma and body fluid. Elevated serum &#x003B2;2-MG levels may result from decreased glomerular filtration function or increased filtration loads such as chronic inflammatory diseases and hematological malignancies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Though serum levels of &#x003B2;2-MG were not measured in this study, patients accompanied by conditions that may result in highly increased serum &#x003B2;-MG were excluded. &#x003B2;2-MG is excreted in large amounts in the urine of patients with tubulointerstitial diseases and it is a sensitive marker for early detection of tubular dysfunction (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). In 1986, Portman et al. (<xref ref-type="bibr" rid="B18">18</xref>) diagnosed proximal tubular dysfunction by testing urine &#x003B2;2-MG and found an association between higher urinary levels of &#x003B2;2-MG and progression to ESRD in children. Previous studies found that in patients with IgAN, urine &#x003B2;2-MG was positively correlated with SCr and the severity of tubulointerstitial lesions (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B31">31</xref>). However, few studies investigated the relationship between urine &#x003B2;2-MG and renal disease progression of IgAN and the results remain controversial due to the limited number of patients included (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Therefore, larger studies with more participants are needed to identify urine &#x003B2;2-MG as a marker of the renal disease progression events in clinical practice. This study found that elevated urine level of &#x003B2;2-MG was independently associated with increased risk of renal disease progression in IgAN. Among cases in this study, participants with the highest vs. the lowest tertile demonstrated a 2.921-fold greater risk of renal progression.</p>
<p>Retinol-binding protein is also a low-molecular mass protein and increased urine RBP excretion also indicates tubular dysfunction (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Previous studies demonstrated that urine RBP was as sensitive as &#x003B2;2-MG in screening renal tubular function and was a marker of the extent of IF/TA in chronic kidney disease (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Numerous studies have reported an increased urinary excretion of RBP in diabetic nephropathy and idiopathic membranous nephropathy and recognized the correlations of urine RBP with tubulointerstitial injury and disease progression (<xref ref-type="bibr" rid="B36">36</xref>&#x02013;<xref ref-type="bibr" rid="B39">39</xref>). However, the role of urine RBP as a marker of tubulointerstitial injury and renal disease progression in IgAN has not been elucidated. This study found that an increased level of urine RBP was independently associated with the renal disease progression events. Patients with the highest vs. the lowest tertile showed a 2.859-fold greater risk of renal progression.</p>
<p>Consistent with previous studies, this study showed that both the baseline urinary &#x003B2;2-MG and RBP levels were significantly correlated with traditional risk factors of renal disease progression, such as proteinuria, renal dysfunction, and the IF/TA T score in patients with IgAN. Notably, we also found that baseline urine &#x003B2;2-MG and RBP were strongly associated with renal disease progression events in IgAN even after adjustment for sex, age, MAP, SCr, proteinuria, and the Oxford classification of the MEST-C scores, especially in those with eGFR &#x0003C;90 ml/min/1.73 m<sup>2</sup>. However, only 20 patients in eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup> group reached the composite renal outcomes and the differences may result from the relatively short follow-up period for these patients, with fewer endpoints observed. Further studies with extensive follow-up duration are needed for patients with baseline eGFR &#x02265;90 ml/min/1.73 m<sup>2</sup>.</p>
<p>This is a large sample size study with a relatively large number of renal disease progression events. To the best of our knowledge, this is the first study to evaluate the role of urine RBP in renal disease progression in IgAN and also the largest study to evaluate the role of urine &#x003B2;2-MG in IgAN. However, there are some limitations of this study. First, it was a retrospective cohort study performed in a single center and the follow-up time was relatively short. Also, the baseline Oxford classification of renal biopsy was not obtained in 19.14% of all the participants. Second, information about 24-h urinary &#x003B2;2-MG and RBP excretion was not available, so we used a spot urine sample for testing urinary &#x003B2;2-MG and RBP and corrected the results by urine creatinine. Third, due to data limitations, treatments such as the use of renin-angiotensin-aldosterone system inhibitors (RAASi), steroids, and other immunosuppressants were not examined during follow-up and our analyses were not adjusted for these factors. In addition, urine &#x003B2;2-MG and RBP were highly skewed to the right in this cohort of patients; therefore, log-transformation and tertiles of urinary &#x003B2;2-MG and RBP levels were used in the Cox proportional hazards models. Finally, we recognize that our results may not be applicable to all the populations, as patients with IgAN in our cohort showed milder pathological lesions than other IgAN cohorts (<xref ref-type="bibr" rid="B15">15</xref>); though we have included the Oxford classification of the MEST-C scores as confounders in the multivariate adjusted Cox models, further studies are needed to confirm the findings.</p>
<p>In conclusion, in this study, we demonstrated that baseline levels of urine &#x003B2;2-MG and RBP correlated with proteinuria, eGFR, and the Oxford classification of IF/TA T score. Higher levels of urine &#x003B2;2-MG and RBP were associated with renal disease progression in patients with IgAN. Our findings suggest that baseline levels of urine &#x003B2;2-MG and RBP may have prognostic utility in IgAN.</p>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s8">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>JCheng and XS conceived the study. XS, GY, XL, and HL performed data collection and analyses. XS prepared the first draft of the manuscript. JChen and JCheng reviewed and provided revisions and comments to the manuscript. All the authors contributed to the article and approved the submitted version of the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec> 
</body>
<back>
<sec sec-type="supplementary-material" id="s8">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmed.2021.792782/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmed.2021.792782/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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