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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Lupus</journal-id>
<journal-title>Frontiers in Lupus</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Lupus</abbrev-journal-title>
<issn pub-type="epub">2813-6934</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/flupu.2023.1219277</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Lupus</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Osteonecrosis is associated with APOL1 variants in African Americans with systemic lupus erythematosus</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Yip</surname><given-names>Kevin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Akerman</surname><given-names>Meredith</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1926791/overview"/></contrib>
<contrib contrib-type="author"><name><surname>Fernandez Ruiz</surname><given-names>Ruth</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Leung</surname><given-names>Nicole</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Algasas</surname><given-names>Huda</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Qian</surname><given-names>Yingzhi</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Buyon</surname><given-names>Jill P.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Divers</surname><given-names>Jasmin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Izmirly</surname><given-names>Peter</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Belmont</surname><given-names>Michael</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Blazer</surname><given-names>Ashira D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1464018/overview" /></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><addr-line>Department of Internal Medicine, Division of Rheumatology</addr-line>, <institution>Hospital for Special Surgery</institution>, <addr-line>New York, NY</addr-line>, <country>United States</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Division of Health Services Research</addr-line>, <institution>New York University Long Island School of Medicine</institution>, <addr-line>New York, NY</addr-line>, <country>United States</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Department of Internal Medicine, Division of Rheumatology</addr-line>, <institution>New York University School of Medicine</institution>, <addr-line>New York, NY</addr-line>, <country>United States</country></aff>
<aff id="aff4"><label><sup>4</sup></label><addr-line>Department of Population Health</addr-line>, <institution>New York University Grossman School of Medicine</institution>, <addr-line>New York, NY</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Beatrice Goilav, Children&#x2019;s Hospital at Montefiore, United States</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Teruhiko Yoshida, National Institute of Diabetes and Digestive and Kidney Diseases (NIH), United States Michael Alao, University College Hospital Ibadan, Nigeria</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Ashira D. Blazer <email>blazera@hss.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>09</day><month>10</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>1</volume><elocation-id>1219277</elocation-id>
<history>
<date date-type="received"><day>08</day><month>05</month><year>2023</year></date>
<date date-type="accepted"><day>19</day><month>09</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Yip, Akerman, Fernandez Ruiz, Leung, Algasas, Qian, Buyon, Divers, Izmirly, Belmont and Blazer.</copyright-statement>
<copyright-year>2023</copyright-year><copyright-holder>Yip, Akerman, Fernandez Ruiz, Leung, Algasas, Qian, Buyon, Divers, Izmirly, Belmont and Blazer</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://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.</p></license>
</permissions>
<abstract>
<sec><title>Background/purpose</title>
<p>African Americans (AA) with systemic lupus erythematosus (SLE) are at higher risk for both kidney disease and Osteonecrosis (ON). Two Apolipoprotein L1 (APOL1) risk variants (RV), G1 and G2, have been associated with chronic kidney disease (CKD), hypertension, and microvascular disease in AAs, which are independent risk factors for ON. Accordingly, we investigated the association between carriers of the APOL1 risk variants and the prevalence of ON in AA SLE patients.</p>
</sec>
<sec><title>Methods</title>
<p>A cohort of 121 adult participants of self-reported AA ancestry and meeting at least four of the American College of Rheumatology (ACR) revised criteria for SLE were recruited from a high volume urban SLE clinical site. PCR/sequencing was used to stratify participants by APOL1 genotype. Medical records, including clinical notes and imaging reports, were retrospectively reviewed for documentation of ON. Association between the number of APOL1 risk variants with time to first ON was tested.</p>
</sec>
<sec><title>Results</title>
<p>In our cohort, 18 individuals developed ON; across the APOL1 genotype groups, 2/37 0RV, 11/59 1RV, and 5/15 2RV participants were affected. The mean time to ON was 27 years, 22 years, and 18 years in 0RV, 1RV, and 2RV carriers, respectively. An adjusted Cox regression model showed that carrying the APOL1 risk variants associated with shorter ON free survival with hazard ratios (HR) of 3.1 (95&#x0025; CI: 1.6&#x2013;6.2) and 9.6 (95&#x0025; CI 2.4&#x2013;37.8) for 1RV and 2RV carriers, respectively. 2RV carriers more often exhibited multiple and bilateral joint sites affected by ON. Disease duration was longer in ON-affected participants at 20.5 years compared to 9.0 years in those unaffected (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). In individuals who had received glucocorticoids, median cumulative prednisone equivalent dose was higher in ON-affected participants, though this did not reach statistical significance (18.7&#x2005;g vs. 9.0&#x2005;g; <italic>p</italic>-value&#x2009;&#x003D;&#x2009;0.3).</p>
</sec>
<sec><title>Conclusion</title>
<p>Our analysis suggests a higher risk of osteonecrosis among African American SLE patients who carry the APOL1 risk variants. In addition, disease duration increased the rate of ON. Given the high frequency of the APOL1 risk variants in African Americans, APOL1 high-risk genotype carriers may represent an ON-vulnerable subgroup within the AA population. Further work is necessary to uncover the mechanism of this association.</p>
</sec>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p><graphic xlink:href="flupu-01-1219277-i001.tif" position="anchor"/></p>
</abstract>
<kwd-group>
<kwd>systemic lupus erythematosus</kwd>
<kwd>osteonecrosis</kwd>
<kwd>APOL1</kwd>
<kwd>apolipoprotein 1</kwd>
<kwd>African Americans</kwd>
</kwd-group>
<contract-num rid="cn001">K23AI163359</contract-num>
<contract-num rid="cn002">1UL1TR001445</contract-num>
<contract-num rid="cn003">&#x00A0;</contract-num>
<contract-num rid="cn004">&#x00A0;</contract-num>
<contract-num rid="cn005">&#x00A0;</contract-num>
<contract-sponsor id="cn001">Rheumatology Research Foundation Scientist Development Award</contract-sponsor>
<contract-sponsor id="cn002">NYU CTSA</contract-sponsor>
<contract-sponsor id="cn003">National Center for the Advancement of Translational Science (NCATS)</contract-sponsor>
<contract-sponsor id="cn004">NIH</contract-sponsor>
<contract-sponsor id="cn005">The Colton Center</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="1"/><equation-count count="0"/><ref-count count="48"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Genetics and Genomics in Lupus</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Osteonecrosis (ON), previously known as avascular necrosis, is a pathologic process of the bone involving reduced osseous and marrow perfusion and resultant atraumatic necrosis. Multiple conditions contributing to endothelial dysfunction, microangiitis, or marrow fat content appear to play a crucial role in ON (<xref ref-type="bibr" rid="B1">1</xref>). This risk is magnified in patients with systemic lupus erythematosus (SLE), where the estimated prevalence of symptomatic and asymptomatic ON reaches 9&#x0025; and 29&#x0025;, respectively (<xref ref-type="bibr" rid="B2">2</xref>). African American (AA) race, systemic steroid use, and antiphospholipid syndrome, along with comorbidities, such as hypertension (HTN), renal disease, and sickle cell anemia, are known risk factors for ON (<xref ref-type="bibr" rid="B2">2</xref>). Recent evidence has linked several polymorphisms to pathogenic mechanisms of ON, including mutations in nitric oxide synthase, prothrombin, and factor V Leiden, which are thought to influence the osseous microvasculature (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>). While this growing genetic landscape offers clues about ON pathogenesis, the molecular mechanisms are not fully understood.</p>
<p>Two coding change variants in the Apolipoprotein L1 (APOL1) gene, G1 (S342G and I384M) and G2 (N388del; Y389del) have been identified in ancestrally African genomes (<xref ref-type="bibr" rid="B6">6</xref>). Approximately 13&#x0025; of AA carry the APOL1 high-risk genotype (HRG), defined as two variant allele copies in any combination (G1/G1, G1/G2, or G2/G2) (<xref ref-type="bibr" rid="B6">6</xref>). The APOL1 HRG is most strongly associated with a higher incidence and severity of chronic kidney disease by multiple causes (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). Further, APOL1 HRG has been implicated in microvascular stroke and preeclampsia risk, suggesting a potential role in vascular dysfunction (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>). We have previously identified several APOL1 risk traits in SLE, including lupus nephritis progression, hypertension, early cardiovascular disease, and organ damage accrual&#x2014;all of which have been linked to SLE ON risk (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). However, APOL1 as a candidate risk SNP for ON has not been studied.</p>
<p>APOL1 is expressed in vascular endothelial cells and arteriolar smooth muscle (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Multiple inflammatory stimuli increase APOL1 expression, leading to accumulation of the encoded protein and enhanced cytotoxicity in APOL1 HRG tissues (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). In a recent endothelial cell culture model, treating HRG cells with interferon was shown to induce APOL1 expression and produce cytotoxicity by reducing mitochondrial energy production and disrupting autophagy, a critical cellular maintenance process (<xref ref-type="bibr" rid="B19">19</xref>). These data raise the possibility that APOL1 variants confer a genetic predisposition toward endothelial damage in the microvasculature. We hypothesize that APOL1 HRG may contribute to ON risk due to a cytotoxic effect on endothelial cells and its role in promoting known comorbid conditions associated with ON.</p>
<p>Considering the high proportion of AA carrying the APOL1 HRG and the known higher prevalence of SLE and renal disease in this population (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>), we aimed to determine if APOL1 HRG independently associates with ON in a well-phenotyped African American SLE cohort. This study is the first to evaluate whether a common pathologic variant found exclusively in African genomes is associated with ON in this high risk population. These results could improve risk stratification among AA SLE patients, and offer new insights into ON pathogenesis. Moreover gene therapy for APOL1 HRG carriers is being developed (<xref ref-type="bibr" rid="B23">23</xref>); therefore identifying targetable disease phenotypes is an important step in furthering precision medicine for AA patients.</p>
</sec>
<sec id="s2" sec-type="methods"><title>Methods</title>
<sec id="s2a"><title>Study population</title>
<p>This was a nested retrospective study that enrolled participants from the ongoing, prospective NYU-wide Specimen and Matched Phenotype Linked Evaluation (SAMPLE) biorepository. This repository was initiated on February 14, 2014 with ongoing yearly renewal by the Institutional Review Boards of New York University Grossman School of Medicine (NYUGSoM) and Bellevue Hospital Center of the New York City Health and Hospitals Corporation. Written informed consent, which was available in English, Spanish, and Mandarin, was obtained from all participants in accordance with the Declaration of Helsinki principles. Participants were recruited from three high-volume SLE clinical sites. This nested sub-sample of eligible individuals were included, and retrospective chart reviews were completed. Inclusion criteria were individuals &#x2265;18 years of age, of self-reported AA race, and meeting at least four of the American College of Rheumatology (ACR) revised criteria for SLE (<xref ref-type="bibr" rid="B24">24</xref>). Exclusion criteria were patients unwilling or unable to complete informed consent and patients with fewer than three clinical visits at least six months apart to ensure capture of longitudinal data. Self-reported ancestry was confirmed by ancestry informative markers as previously described (<xref ref-type="bibr" rid="B15">15</xref>), and participants without significant African admixture were excluded from analyses.</p>
</sec>
<sec id="s2b"><title>APOL1 genotyping</title>
<p>Genomic DNA was isolated from anti-coagulated whole blood collected in EDTA blood sample tubes using the Qiagen kit (Valencia, CA, USA) according to the manufacturer&#x2019;s instructions. DNA was isolated from blood samples taken at clinical visits within 24&#x2013;48&#x2005;h of blood draw. DNA isolates were stored at &#x2212;80&#x00B0;C. Batches of 10&#x2013;15 DNA samples were evaluated and quantitated using a Nanodrop-1,000 spectrophotometer (Nanodrop Products, Wilmington, DE). One hundred nanograms (ng) of genomic DNA was used as a conventional polymerase chain reaction (PCR) template. A single 300-base-pair DNA segment containing the APOL1 polymorphisms, G1 (rs73885319 and rs60910145) and G2 (rs71785313), was amplified using AmpliTaq Gold 360 DNA Polymerase (Applied Biosystems, Foster City, CA). For quality control, DNA was elongated in both forward and reverse directions. Genotypes were analyzed using the GeneWiz online platform, as previously described (<xref ref-type="bibr" rid="B25">25</xref>).</p>
</sec>
<sec id="s2c"><title>Data collection</title>
<p>We genotyped 121 study participants for APOL1; informative ancestry markers were completed, and a principal component analysis was run (<xref ref-type="bibr" rid="B26">26</xref>). Models were adjusted for African admixture using the <disp-formula id="disp-formula3"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="UDM1"><mml:mtable columnalign="right left" rowspacing=".5em" columnspacing="thickmathspace" displaystyle="true"><mml:mtr><mml:mtd /><mml:mtd><mml:mrow><mml:mi mathvariant="normal">Euclidean</mml:mi><mml:mspace width="thinmathspace"/><mml:mi mathvariant="normal">distance</mml:mi></mml:mrow><mml:mo>=</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd /><mml:mtd><mml:msqrt><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="normal">&#x03A3;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">[</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>1</mml:mn><mml:mrow><mml:mi>A</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>A</mml:mi><mml:mi>v</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mi>a</mml:mi><mml:mi>g</mml:mi><mml:mi>e</mml:mi><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>1</mml:mn><mml:mrow><mml:mi>A</mml:mi><mml:mi>F</mml:mi><mml:mi>R</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>2</mml:mn><mml:mrow><mml:mi>A</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>A</mml:mi><mml:mi>v</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mi>a</mml:mi><mml:mi>g</mml:mi><mml:mi>e</mml:mi><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>2</mml:mn><mml:mrow><mml:mi>A</mml:mi><mml:mi>F</mml:mi><mml:mi>R</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:msqrt></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>between principal components (PC) 1 and 2 of the AA samples and mean values for the African reference samples. This method excluded 10 participants who did not cluster with the African reference population. Of the 111 study participants remaining, longitudinal data capture was reviewed and supplemented with data from the electronic medical record where necessary. A study researcher (KY) blinded to the APOL1 status of the participants initially reviewed the medical charts, clinical notes, and imaging reports for documentation of evidence of ON, which was then validated by another co-researcher (AB) for accuracy. ON was defined by chart mention of a history of ON in physician notes. Mentions of Osteonecrosis in clinical notes were recorded and confirmed by imaging reports including xrays; and ultrasounds and MRIs where available. A screening workflow is presented in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Screening workflow. We screened 123 Ancestrally African SLE patients; 10 with insufficient African admixture were excluded. Database and clinical charts were reviewed for the remaining 111 patients. Of 37 0RV carriers, 2 had osteonecrosis (ON), in 59 1RV carriers 11 had ON, and of 15 2RV carriers 5 had ON.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="flupu-01-1219277-g001.tif"/>
</fig>
<p>Longitudinal, prospective data captured as part of the NYU- division wide SLE (SAMPLE) repository was reviewed, including SLE ACR criteria, physical examination findings, medication history, and disease activity measured using the the SELENA-SLEDAI HYBRID index, which comprises all elements of the SELENA-SLEDAI instrument (<xref ref-type="bibr" rid="B27">27</xref>) but contains a modification of the definition of proteinuria (<xref ref-type="bibr" rid="B28">28</xref>) such that four points for proteinuria is always captured when the UPCR is &#x003E;0.5. Information on smoking history, body mass index, diabetes, dyslipidemia, blood pressure, eGFR, and proteinuria, were collected through retrospective chart review. Values for vital signs and laboratory data were obtained at three visits at least six months apart and averaged. For all study participants, four independent reviewers (KY, NL, RF, AB) reviewed each SLE-related visit, including rheumatology outpatient visits, inpatient hospitalizations, infusion clinic visits, and nephrology outpatient visits, where applicable, from 2011 (first available electronic health records) to last study visit date. The prescribed corticosteroid dose was recorded and converted to prednisone equivalent and dose duration at each visit. Mentions of &#x201C;pulse dose steroids&#x201D; were assumed to indicate 1,000&#x2005;mg of methylprednisolone for three days. Where available, doses were corroborated with pharmacy records. Once obtained, the prednisone equivalent dose was multiplied by the number of days prescribed. The resultant values were added to obtain the cumulative prednisone dose.</p>
</sec>
<sec id="s2d"><title>Statistical analysis</title>
<p>Descriptive statistics [mean and standard deviation or median (25th, 75th percentiles) for continuous variables; frequencies and percentages for categorical variables] were calculated separately by group (ON present vs. ON absent) for demographic information and comorbidities. The two groups were compared using the chi-square or Fisher&#x0027;s exact test, as deemed appropriate, for categorical variables and the two-sample <italic>t</italic>-test or Mann&#x2013;Whitney test for continuous data.</p>
<p>To test the association between APOL1 genotype and ON, we treated the number of APOL1 risk variants (additive model) as the predictive variable. The primary outcomes were time from SLE disease diagnosis to first ON occurrence and the number of ON sites. The analysis of &#x201C;time from SLE disease diagnosis to first ON occurrence&#x201D; was accomplished b computing the Kaplan&#x2013;Meier product limit curves, where the data were stratified by the number of APOL1 risk variants. In cases where the endpoint event had not yet occurred, data were censored at the time of death or at the date of the last study visit. Comparison across APOL1 genotypes were made using the log-rank test. Multiple imputations were performed using the Fully Conditional Specification approach as implemented in the MICE R package to create 10 imputed datasets (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). Cox penalized regressions were fitted using each imputed dataset independently starting with an initial model that included the following variables: disease duration (D3_Disease_Duration), age (D1_Age), sex (D1_Sex), BMI (D2_BMI), eGFR (D2_eGFR), history of nephritis (D3_Nephritis), end stage kidney disease (D3_ESRD) average complement C3 level) (D3_C3), average complement C4 level (D3_C4), average SLEDAI score (D3_AVE_SLEDAI), APOL1 genotype (APOL1_Risk_allele), and cumulative prednisone dose (Total_pred_divided_by_visits) (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Variables consistently selected across the 10 imputed datasets were retained. A final model that only included variables that were consistently selected in the penalized cox regression across the 10 imputed datasets was fitted without the penalty term to provide unbiased parameter estimates. These variables were lupus nephritis, age, and APOL1 genotypes. We also included biological sex in the model due to the known sex differences in SLE. Ten sets of estimates, one for each imputed dataset, were obtained. These estimates were combined using Rubin&#x0027;s approach for combined results from multiple imputations (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>). Model results are reported as hazard ratios with corresponding 95&#x0025; confidence intervals. Unless otherwise specified, results were considered statistically significant at the 0.05 level of significance. Analyses were performed using SAS version 9.4 (SAS Institute Inc., Cary, NC), SPSS version 25, or R 3.6.3 platforms.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<sec id="s3a"><title>Cohort characteristics</title>
<p>One hundred and eleven consented participants met the inclusion criteria. Demographic characteristics are shown in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. Consistent with the reported higher incidence of SLE in women vs. men, 93&#x0025; of study participants were female. The mean age was 43&#x2009;&#x00B1;&#x2009;14 years, and mean BMI was 28.8&#x2005;kg/m<sup>2</sup>. The mean age of SLE onset was 29&#x2009;&#x00B1;&#x2009;12 years, and median disease duration was 10 (5, 18) years. Among those who had received glucocorticoids, the median cumulative prednisone equivalent dose was 9.2&#x2005;g (3.7, 21.2). Fifty-six percent of study participants had a history of SLE nephritis, with 17&#x0025; having received a course of cyclophosphamide therapy. The clinical characteristics of the cohort are described in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. As shown in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, 37 participants carried 0RVs, 59 carried 1RV, and 15 carried 2RV. The allele frequencies of the ancestral allele, G0, and variant alleles, G1 and G2, were 0.6, 0.22, and 0.18, respectively.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Characteristics of the cohort by osteonecrosis (ON) status.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="3">Demographics and comorbidities</th>
<th valign="top" align="center" colspan="2">ON</th>
<th valign="top" align="center" rowspan="3"><italic>P</italic> value</th>
<th valign="top" align="center">Total</th>
</tr>
<tr>
<th valign="top" align="center">ON present</th>
<th valign="top" align="center">ON absent</th>
<th valign="top" align="center" rowspan="2"><italic>N</italic>&#x2009;&#x003D;&#x2009;111</th>
</tr>
<tr>
<th valign="top" align="center"><italic>N</italic>&#x2009;&#x003D;&#x2009;18</th>
<th valign="top" align="center"><italic>N</italic>&#x2009;&#x003D;&#x2009;93</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age, mean years (SD)</td>
<td valign="top" align="center">44.4 (13.0)</td>
<td valign="top" align="center">42.4 (13.9)</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">42.7 (13.7)</td>
</tr>
<tr>
<td valign="top" align="left">Gender, female <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">17 (94.4)</td>
<td valign="top" align="center">86 (92.5)</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">103 (92.8)</td>
</tr>
<tr>
<td valign="top" align="left">BMI, mean (SD)</td>
<td valign="top" align="center">27.4 (5.6)</td>
<td valign="top" align="center">29.1 (8.3)</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">28.8 (7.9)</td>
</tr>
<tr>
<td valign="top" align="left">BMI category, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Missing data</td>
<td valign="top" align="center">3 (16.7)</td>
<td valign="top" align="center">10 (10.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">13 (11.7)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Normal weight</td>
<td valign="top" align="center">5 (27.8)</td>
<td valign="top" align="center">28 (30.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">33 (29.7)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Overweight</td>
<td valign="top" align="center">4 (22.2)</td>
<td valign="top" align="center">33 (35.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">37 (33.3)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Obese</td>
<td valign="top" align="center">6 (33.3)</td>
<td valign="top" align="center">22 (23.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">28 (25.2)</td>
</tr>
<tr>
<td valign="top" align="left">Number of APOL1 risk variants</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;0 risk variant, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">2 (11.1)</td>
<td valign="top" align="center">35 (37.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">37 (33.3)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;1 risk variant, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">11 (61.1)</td>
<td valign="top" align="center">48 (51.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">59 (53.2)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;2 risk variants, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">5 (27.8)</td>
<td valign="top" align="center">10 (10.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">15 (13.5)</td>
</tr>
<tr>
<td valign="top" align="left">SLE characteristics</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Disease duration years</td>
<td valign="top" align="center">20.5 (14.0, 30.0)</td>
<td valign="top" align="center">9 (4.0, 16.0)</td>
<td valign="top" align="center">&#x003C;0.0001</td>
<td valign="top" align="center">10 (5.0, 18.0)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Nephritis, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">12 (66.7)</td>
<td valign="top" align="center">50 (53.8)</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">62 (55.9)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;ESRD, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">2 (11.1)</td>
<td valign="top" align="center">5 (5.4)</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">7 (6.3)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;eGFR (ml/min/1.73&#x2005;m<sup>2</sup>)</td>
<td valign="top" align="center">79 (60.0, 112.0)</td>
<td valign="top" align="center">107.2 (84.5, 126.4)</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">105.3 (78.0, 125.0)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Average SLEDAI</td>
<td valign="top" align="center">3.3 (1.3, 7.3)</td>
<td valign="top" align="center">4.0 (1.3, 5.0)</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">4.0 (1.3, 5.0)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;C3</td>
<td valign="top" align="center">91.7 (59.3, 125.3)</td>
<td valign="top" align="center">101 (80.0, 121.0)</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">100.0 (74.3, 120.7)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;C4</td>
<td valign="top" align="center">23.6 (6.7, 29.0)</td>
<td valign="top" align="center">22.8 (16.7, 28.0)</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">23.0 (15.7, 28.0)</td>
</tr>
<tr>
<td valign="top" align="left">Proportion having received glucocorticoids (&#x0025;)</td>
<td valign="top" align="center">13 (72.2)</td>
<td valign="top" align="center">68 (73.1)</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">81 (73.0)</td>
</tr>
<tr>
<td valign="top" align="left">Cumulative Prednisone in g<xref ref-type="table-fn" rid="table-fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">18.65 (3.0, 34.8)</td>
<td valign="top" align="center">9.01 (3.8,18.6)</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">9.15 (3.7,21.2)</td>
</tr>
<tr>
<td valign="top" align="left">UPCR</td>
<td valign="top" align="center">0.4 (0.1, 1.0)</td>
<td valign="top" align="center">0.2 (0.1, 1.2)</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.2 (0.1, 1.1)</td>
</tr>
<tr>
<td valign="top" align="left">Average LDL (mg/dl)</td>
<td valign="top" align="center">97.3 (77.5, 111.0)</td>
<td valign="top" align="center">99.8 (82.5, 120.5)</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">99.8 (80.8, 119.8)</td>
</tr>
<tr>
<td valign="top" align="left">Average HDL</td>
<td valign="top" align="center">59.8 (44.5, 64)</td>
<td valign="top" align="center">56 (39.5, 66.0)</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">57.3 (39.5, 66)</td>
</tr>
<tr>
<td valign="top" align="left">Average Cholesterol (mg/dl)</td>
<td valign="top" align="center">174.0 (153, 200.5)</td>
<td valign="top" align="center">182.3 (153.5, 196.5)</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">179.8 (153.3, 198.5)</td>
</tr>
<tr>
<td valign="top" align="left">Average Triglycerides (mg/dl)</td>
<td valign="top" align="center">143.3 (66.5, 159.0)</td>
<td valign="top" align="center">98.5 (69.0, 132.5)</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">106 (67.8, 145.5)</td>
</tr>
<tr>
<td valign="top" align="left">Thromboembolism, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">7 (38.9)</td>
<td valign="top" align="center">17 (18.3)</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">24 (21.6)</td>
</tr>
<tr>
<td valign="top" align="left">APLS, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">5 (27.8)</td>
<td valign="top" align="center">19 (20.4)</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">24 (21.6)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p><italic>P</italic> values are calculated using <italic>t</italic>-tests or Mann&#x2013;Whitney <italic>U</italic>-test where appropriate.</p></fn>
<fn id="table-fn2"><label><sup>a</sup></label><p>indicates that only individuals who had ever received glucocorticoids were compared; g indicates grams. Unless otherwise indicated, the median and 25th, 75th quartiles are shown. (&#x0025;) indicates percentage of participants affected.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><title>Associations with osteonecrosis</title>
<p>In our cohort 18 participants developed ON. Participants with ON had longer disease duration and carried more APOL1 RV copies with trends toward lower eGFR (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). Across APOL1 genotype, 2 of the 37 0RV, 11 of the 59 1RV, and 5 of the 15 2RV participants developed ON (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>). About 24&#x0025; of the participants had no documented courses of glucocorticoids, both among those with and without ON. In participants who had received a glucocorticoid dose, the median cumulative prednisone equivalent dose was 18.6&#x2005;g (2.0, 34.8) in those with ON and 9.0&#x2005;g (3.8, 18.6) in those without ON. This trend did not meet statistical significance. The median disease duration in patients with vs. without ON was 9 (4, 16) and 20.5 (14, 30) years, respectively (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>).</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Disease duration associates with osteonecrosis. Two opposing histograms show disease duration frequencies in those with osteonecrosis (ON upper) and those without ON (lower). A regression curve is plotted in red. The median disease duration in those without ON was 9.5 years compared to 20 years in those wiht ON.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="flupu-01-1219277-g002.tif"/>
</fig>
<p>In time-to-event analysis, the proportion of individuals free from ON throughout SLE disease was assessed, and participants were censored at the age of the last follow-up visit or death. In an unadjusted ON-free survival model, 1RV and 2RV carriers developed ON earlier in SLE disease course, as presented by the Kaplan Meier Curves in <xref ref-type="fig" rid="F3">Figure&#x00A0;3A</xref>. Across APOL1 genotype groups, the mean time to developing ON was 27 years in 0RV carriers, 22 years in 1RV carriers, and 18 years in 2 RV carriers (<italic>&#x03C7;</italic>2&#x2009;&#x003D;&#x2009;9.7; <italic>p</italic>&#x2009;&#x003D;&#x2009;0.005). The adjusted Cox regression model, 1RV and 2RV carriers exhibited shorter ON-free survival at hazard ratios of 3.1 (95&#x0025; CI 1.6&#x2013;6.2) and 9.6 (95&#x0025; CI 2.4&#x2013;37.8), respectively (<xref ref-type="fig" rid="F3">Figure&#x00A0;3B</xref>).</p>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>(<bold>A</bold>) An unadjusted osteonecrosis (ON) free survival analysis is shown. The Y axis represents the proportion of individuals free of the outcome, and the X axis repesents disease duration over time. Individuals were censored at last follow-up or death. The number of individuals at risk at each time point is shown in the table below. (<bold>B</bold>) Adjusted Cox regression model for ON free survival, using an additive genetic model for APOL1 and adjusting for biological sex, age, and lupus nephritis status. Parameter estimates and hazard ratios are shown with 95&#x0025; confidence intervals.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="flupu-01-1219277-g003.tif"/>
</fig>
</sec>
<sec id="s3c"><title>Osteonecrosis frequency and laterality</title>
<p>We lastly assessed the number of body sites and outcomes of ON in each of the APOL1 genotype groups. <xref ref-type="fig" rid="F4">Figures&#x00A0;4A,B</xref> show that APOL1 variant carriers were more likely to have multiple and bilateral disease sites. Among the 18 individuals with ON, 40 joint sites were affected. The most reported sites were the femoral head, followed by the distal femur, proximal tibia, and ankles. There was one report of ON in the wrist. All 3 ON-affected joints in 0RV individuals occurred at a unilateral site. By contrast, 9 of 23 and 7 of 14 ON-affected joints in 1RV and 2RV individuals occurred at bilateral sites. Regarding ON frequency, 0RV carriers developed ON in 1&#x2013;2 (mean&#x2009;&#x003D;&#x2009;1.5) joints compared to 1&#x2013;3 (mean&#x2009;&#x003D;&#x2009;1.9) and 1&#x2013;5 (mean&#x2009;&#x003D;&#x2009;2.8) joints in 1RV and 2RV carriers, respectively (<italic>&#x03C7;</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;19.0, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.04, <xref ref-type="fig" rid="F4">Figure&#x00A0;4B</xref>). The proportion of joints replaced was no different across the genotype groups.</p>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>APOL1 risk variants associate with more osteonecrosis (ON) affected joint sites (<bold>A</bold>). In 18 individuals, 40 joints were affected by ON. The table shows the disease sites and laterality of joint sites by number of APOL1 risk variants (RV). The proportion of joints that were replaced is shown in the bottom row. (<bold>B</bold>) The number of body sites is shown on the y axis, and APOL1 genotype is shown on the X axis.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="flupu-01-1219277-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>We have identified an association between APOL1 HRG and the development of ON in this well-phenotyped African Ancestry SLE cohort. APOL1 genotype associated with the presence of ON, time to first ON, and number of affected sites. This result was independent of disease duration, lupus nephritis status, and cumulative glucocorticoid dose. A higher proportion of 2RV carriers also developed ESRD relative to 0RV or 1RV carrying participants (2RV: 20&#x0025; vs. 0RV: 8&#x0025; and 1RV: 2&#x0025;; <italic>p</italic>-value&#x2009;&#x003D;&#x2009;0.03). About 73&#x0025; of individuals had documented corticosteroid doses; however the 1RV carriers had been prescribed a higher cumulative dose of glucocorticoids compred to 0RV or 1RV carrying participants. These participants also trended toward higher average SLEDAI scores than 0RV or 2RV participants. The APOL1 RV association best fit an additive model with an intermediate phenotype in the 1RV genotype group. Identifying this potential genetic risk for ON is a step forward in understanding ON pathobiology and identifying at-risk subpopulations within a vulnerable ancestral group.</p>
<p>Given that APOL1 HRG has been implicated in endothelial cell injury and is associated with predisposing comorbidities, an association with ON is biologically plausible (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B19">19</xref>). APOL1 HRG has been shown to increase chronic kidney disease, hypertension, and microvascular disease risk (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). ON pathogenesis involves an overlap of intravascular occlusion and extravascular compromise, leading to tissue ischemia and bone death (<xref ref-type="bibr" rid="B36">36</xref>). Immune complex deposition, intravascular lipid deposits, and thrombosis due to antiphospholipid syndrome all contribute to intravascular occlusion in SLE (<xref ref-type="bibr" rid="B37">37</xref>). Both endogenous interferons and hypoxia increase APOL1 expression (<xref ref-type="bibr" rid="B38">38</xref>). Therefore, it is plausible that interferon pathway activation and bony ischemia in SLE create a feedback loop with APOL1 HRG, whereby the accumulation of APOL1 variant protein induces endothelial damage. Endothelial cells highly express APOL1, and HRG-carrying cells exhibit an energetically senescent phenotype characterized by impaired autophagy (<xref ref-type="bibr" rid="B19">19</xref>). This critical cellular maintenance process allows cells to survive ischemic conditions (<xref ref-type="bibr" rid="B39">39</xref>). The APOL1 HRG endothelium may be more susceptible to ischemic injury characterized by ON.</p>
<p>Median cumulative corticosteroid dose in participants with ON was double that of those without ON, though this did not achieve statistical significance. It has long been shown that cumulative doses of corticosteroids, used to manage organ-threatening disease, increase ON risk (<xref ref-type="bibr" rid="B2">2</xref>). Various contributory mechanisms have been proposed. Systemic corticosteroids increase marrow fat content, which may lead to higher intraosseous pressure and lower circulation (<xref ref-type="bibr" rid="B40">40</xref>). Additional potential mechanisms include induction of a hypercoagulable state and inhibition of angiogenesis (<xref ref-type="bibr" rid="B41">41</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>). High systemic corticosteroids are often used in lupus nephritis, the most common life-threatening SLE complication. Given that APOL1 HRG patients exhibit progressive proteinuric kidney disease despite standard of care LN treatment, these patients may be more likely to receive recurrent courses of glucocorticoids (<xref ref-type="bibr" rid="B44">44</xref>). Prospective cohorts better able to capture all inpatient and outpatient glucocorticoid dosing would help understand the relationship between HRG and clinical decision-making.</p>
<p>APOL1 HRG has been linked to systemic and aberrant intracellular lipid metabolism. APOL1 risk variants have been linked to dysfunctional reverse lipid transport and cholesterol accumulation in peripheral tissues and macrophages (<xref ref-type="bibr" rid="B45">45</xref>). Systemically, APOL1 HRG carriers exhibit higher levels of small HDL particles (<xref ref-type="bibr" rid="B46">46</xref>). Additional reports have found that the APOL1 HRG alters podocyte lipid metabolism; therefore, this role in ON development is a consideration (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>).</p>
<p>Strengths of our study include a detailed capture of clinical data, including cumulative corticosteroid dose and specific information regarding the frequency and laterality of ON. Our study is not without limitations. First, the small sample size may have limited the statistical power to identify other potential risk factors for ON, including hypertension, lupus nephritis, antiphospholipid syndrome, hemoglobin S and other &#x03B2;-globin chain abnormalities, radiation exposure, alcohol consumption and disease activity. Additionally, our study was not powered to understand whether or not the G1 and G2 alleles confer different phenotypes in SLE. Larger observational studies would be necessary to address these factors. Despite our attempt to control for the major known risk factors for ON, our data could still contain unassessed confounders. It is also possible that not all cases of ON were captured, given the study&#x2019;s retrospective nature. Similarly, our retrospective review centered heavily on outpatient visits, pharmacy notes, and hospitalizations at one institution. Therefore historical glucocorticoid doses, or those given at outside emergency rooms and inpatient units, may have been missed resulting in an underestimation of the true cumulative glucocorticoid dose. Differences in parameters of steroid use, such as cumulative dose, maximum daily dose, and pulsed steroid dosing, may also pose a difference in the association between glucocorticoid use and ON. Despite these limitations, the biological plausibility and dose-dependent association between carrying these risk variants and ON is interesting and warrants additional study.</p>
</sec>
<sec id="s5" sec-type="conclusions"><title>Conclusion</title>
<p>Our study found a higher risk of ON among African ancestry patients with SLE who carry APOL1 risk variants. This is a novel finding that should be studied in a multicenter, prospective study to address the limitations and confounders mentioned above. If confirmed, this association could provide important insights&#x2014;particularly in light of forthcoming APOL1-targeted therapies. Further work is necessary to uncover the mechanism of association and help understand potential pathways of disease and treatment targets.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by New York University Grossman School of Medicine. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>AB and JB contributed to the conception and design of the study. AB, KY, RR, and NL made substantial contributions to the acquisition of data. AB, JD, MA, and YQ contributed to the analysis and interpretation of data. AB, KY, HA, PI, and MB drafted the article, and all authors were involved in revising it critically for important intellectual content. All authors approved the final version to be published. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>Funding for this project was provided by the Rheumatology Research Foundation Scientist Development Award and, in part, by K23AI163359, both awarded to AB. This work was supported in part by the NYU CTSA grant 1UL1TR001445 from the National Center for the Advancement of Translational Science (NCATS), NIH, and The Colton Center at New York University School of Medicine. This work was supported in part by a Lupus Research Alliance Career Development Award to author AB.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>The authors thank the SAMPLE biorepository study coordinator team for contributing to populating the SLE SAMPLE database and enrolling study participants.</p>
</ack>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer"><title>Publisher&#x0027;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>
<sec id="s12" sec-type="supplementary-material"><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/flupu.2023.1219277/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/flupu.2023.1219277/full#supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="pdf" xlink:href="Table1.pdf"/>
</supplementary-material>
</sec>
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