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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgene.2020.00058</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association of <italic>BLK</italic> and <italic>BANK1</italic> Polymorphisms and Interactions With Rheumatoid Arthritis in a Latin-American Population</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ram&#xed;rez-Bello</surname>
<given-names>Julian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/738216"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fragoso</surname>
<given-names>Jos&#xe9; M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/738265"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alem&#xe1;n-&#xc1;vila</surname>
<given-names>Isidro</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jim&#xe9;nez-Morales</surname>
<given-names>Silvia</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Campos-Parra</surname>
<given-names>Alma D.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/670708"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barbosa-Cobos</surname>
<given-names>Rosa Elda</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Moreno</surname>
<given-names>Jos&#xe9;</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/98684"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Unidad de Investigaci&#xf3;n, Hospital Ju&#xe1;rez de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratorio de Biolog&#xed;a Molecular, Instituto Nacional de Cardiolog&#xed;a</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratorio de Gen&#xf3;mica del C&#xe1;ncer, Instituto Nacional de Medicina Gen&#xf3;mica</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratorio de Gen&#xf3;mica, Instituto Nacional de Cancerolog&#xed;a</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Servicio de Reumatolog&#xed;a, Hospital Ju&#xe1;rez de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Direcci&#xf3;n de Investigaci&#xf3;n, Hospital Ju&#xe1;rez de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Taru Tukiainen, Institute for Molecular Medicine Finland (FIMM), Finland</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Guillaume Lettre, Universit&#xe9; de Montr&#xe9;al, Canada; Armand Valsesia, Nestle Institute of Health Sciences (NIHS), Switzerland</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Julian Ram&#xed;rez-Bello, <email xlink:href="mailto: dr.julian.ramirez.hjm@gmail.com">dr.julian.ramirez.hjm@gmail.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Genomic Medicine, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>02</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>11</volume>
<elocation-id>58</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>05</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>01</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2020 Ram&#xed;rez-Bello, Fragoso, Alem&#xe1;n-&#xc1;vila, Jim&#xe9;nez-Morales, Campos-Parra, Barbosa-Cobos and Moreno</copyright-statement>
<copyright-year>2020</copyright-year>
<copyright-holder>Ram&#xed;rez-Bello, Fragoso, Alem&#xe1;n-&#xc1;vila, Jim&#xe9;nez-Morales, Campos-Parra, Barbosa-Cobos and Moreno</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>
<italic>BLK</italic> has been identified as a risk factor to rheumatoid arthritis (RA) primarily in Asian or European-derived populations. However, this finding has not been evaluated in other populations such as Latin-Americans, except for Colombians. On the other hand, <italic>BANK1</italic> single nucleotide variants (SNVs) have been scarcely studied in RA patients.</p>
</sec>
<sec>
<title>Objective</title>
<p>The aim of this study was to determine whether the BLK rs2736340T/C, rs13277113A/G, and BANK1 rs10516487G/A (R61H) and rs3733197G/A (A383T) polymorphisms are risk factors to RA in a sample of patients from Central Mexico.</p>
</sec>
<sec>
<title>Materials and Methods</title>
<p>We studied 957 women; 487 controls and 470 patients with RA by means of a TaqMan&#xae; SNP genotyping assay with fluorescent probes for the <italic>BLK</italic> rs13277113A/G, rs2736340T/C and <italic>BANK1</italic> 10516487G/A (R61H) and rs3733197G/A (A383T) variants.</p>
</sec>
<sec>
<title>Result</title>
<p>The <italic>BLK</italic> rs2736340T/C and rs13277113A/G variants were associated with risk for RA: C vs T; OR 1.39, <italic>p</italic> = 0.001, and G vs A; OR 1.37, <italic>p</italic> = 0.004, respectively. In addition, there was also an association between <italic>BANK1</italic> R61H and RA: A vs G; OR 1.49, <italic>p</italic> = 0.003, but no with <italic>BANK1</italic> A383T. We also identified an interaction significant between genotypes of <italic>BLK</italic> rs2736340T/C-<italic>BANK1</italic> rs10516487G/A and RA: OR 1.65, <italic>p</italic> = 0.0001.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our data suggest that both <italic>BLK</italic> and <italic>BANK1</italic> confer susceptibility to RA in Mexican patients. The individual association of <italic>BANK1</italic> rs1054857G/A with RA had not been previously reported in a particular population (except for pooled patients from several countries), therefore, our study presents the first evidence of association between this <italic>BANK1</italic> variant and RA.</p>
</sec>
</abstract>
<kwd-group>
<kwd>rheumatoid arthritis</kwd>
<kwd>single nucleotide variants</kwd>
<kwd>gene interaction</kwd>
<kwd>susceptibility</kwd>
<kwd>association</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="9"/>
<word-count count="5001"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Genetic association to autoimmune diseases (ADs) includes variants of genes coding for proteins involved in B lymphocyte antigen receptor signaling, of which <italic>BLK</italic> and <italic>BANK1</italic> are components of the B-cell signalosome (<xref ref-type="bibr" rid="B39">Suthers and Sarantopoulos, 2017</xref>). The <italic>BLK</italic> protein is a src family non-receptor tyrosine kinase mainly expressed by B-cells, where besides B-cell receptor signaling, it plays a role in development (<xref ref-type="bibr" rid="B1">Akerblad and Sigvardsson, 1999</xref>; <xref ref-type="bibr" rid="B40">Tretter et&#xa0;al., 2003</xref>), meanwhile, the <italic>BANK1</italic> protein is an adaptor/scaffold primarily expressed in B-lymphocytes, which plays an important role in activation and signaling (<xref ref-type="bibr" rid="B20">Kozyrev et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B6">Castillejo-Lopez et&#xa0;al., 2012</xref>). It has been shown that <italic>BLK</italic>, similar to other members of the <italic>src</italic> family interacts with <italic>BANK1</italic> (<xref ref-type="bibr" rid="B6">Castillejo-Lopez et&#xa0;al., 2012</xref>). Thus, <italic>BLK</italic> and <italic>BANK1</italic> proteins have an important role in both B-cell signaling and activation.</p>
<p>In 2009 and 2011, two genome wide association studies (GWAS) carried out in European and Asian derived-populations, respectively, identified some single nucleotide variants (SNVs) in the <italic>BLK</italic> gene to be associated with risk for rheumatoid arthritis (RA) (<xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Freudenberg et&#xa0;al., 2011</xref>). However, other GWA or candidate gene studies have failed to replicate these findings (<xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Jiang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Orozco et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bossini-Castillo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B43">Zhu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Juli&#xe0; et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Saxena et&#xa0;al., 2017</xref>), except in patients from United Kingdom, Colombia, and China (<xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Viatte et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>). On the other hand, the <italic>BANK1</italic> gene, which was identified as an important risk factor for systemic lupus erythematosus (SLE) (<xref ref-type="bibr" rid="B20">Kozyrev et&#xa0;al., 2008</xref>), does not appear to be associated with RA through GWA (<xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Freudenberg et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B18">Jiang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Orozco et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bossini-Castillo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B19">Juli&#xe0; et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Saxena et&#xa0;al., 2017</xref>) or candidate gene studies (<xref ref-type="bibr" rid="B38">Suarez-Gestal et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>), except for the <italic>BANK1</italic> rs3733197G/A (Ala383Thr; non-synonymous polymorphism) SNV, which showed an association with RA in Spanish and Argentine patients (<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>).</p>
<p>Although different <italic>BLK</italic> and <italic>BANK1</italic> SNVs have been examined in patients with RA, the results are uncertain because some reports show an association with this AD (<xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B12">Freudenberg et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Viatte et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>), while others have not replicated this finding (<xref ref-type="bibr" rid="B38">Suarez-Gestal et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Jiang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Orozco et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bossini-Castillo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B19">Juli&#xe0; et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B43">Zhu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Saxena et&#xa0;al., 2017</xref>). In addition, <italic>BLK</italic> (except in patients from Colombia) and <italic>BANK1</italic> (except in one study which evaluated patients from Argentina and Mexico) variants have been scarcely explored in different Latin-American populations with RA (<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>). Therefore, our aim was to examine the possible associations of <italic>BLK</italic> rs13277113A/G and rs2736340T/C and <italic>BANK1</italic> rs10516487C/T (R61H) and rs3733197G/A (A383T) SNVs with RA in Mexican patients, in addition to the interactions between <italic>BLK</italic> and <italic>BANK1</italic> genotypes and this AD.</p>
</sec>
<sec id="s2">
<title>Material and Methods</title>
<sec id="s2_1">
<title>Patients and Controls</title>
<p>The present study included 957 individuals from Central Mexico (from Mexico City, States of Mexico, Morelos, Hidalgo, and Puebla), 470 with RA and 487 controls. Because our sample was formed by a proportion of women/men affected with RA of 93.6% and 6.3% (data not shown), respectively, and to avoid any possible bias as a result of the low number of males with possibly distinct features, we decided to exclude men from our study. Previous studies in Mexico have shown a similar proportion of women/men affected with RA (<xref ref-type="bibr" rid="B26">Mu&#xf1;oz-Valle et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Zaragoza-Garc&#xed;a et&#xa0;al., 2019</xref>), which is very different from what was reported in Caucasians, where RA is three times more frequent in women than in men (<xref ref-type="bibr" rid="B36">Scott et&#xa0;al., 2010</xref>). Therefore, all cases and controls were unrelated women &gt;18 years old. Healthy individuals included in this study were obtained from the blood bank laboratory of Hospital Ju&#xe1;rez de M&#xe9;xico (HJM) and had no family history of ADs or inflammatory diseases, and no personal history of obesity, hypertension, cancer, and allergy. All RA patients fulfilled the 2010 ACR-EULAR criteria (<xref ref-type="bibr" rid="B2">Aletaha et&#xa0;al., 2010</xref>) and were recruited from the Department of Rheumatology, HJM. Patients and controls were matched by ancestry and gender. Studies were conducted in compliance with the Declaration of Helsinki. Additionally, all individuals included in our study signed a written informed consent. This protocol was approved by the Ethics and Research Committees of the HJM (registry number 0446/18-I).</p>
</sec>
<sec id="s2_2">
<title>DNA Extraction</title>
<p>Peripheral blood samples (5&#x2013;8 ml of EDTA-treated) were used to isolate genomic DNA from leukocytes by means of the Invisorb Bood Universal Kit (Stratec Molecular GmbH, Berlin, Germany), according to manufacturer's specifications. DNA samples were quantified, diluted (5 ng/&#xb5;l), and stored at &#x2212;20&#xb0;C until needed.</p>
</sec>
<sec id="s2_3">
<title>Genotyping</title>
<p>We used a TaqMan<sup>&#xae;</sup> SNP genotyping assay (Applied Biosystems, Foster City, CA) for the <italic>BLK</italic> rs13277113A/G and rs2736340T/C and <italic>BANK1</italic> rs10516487C/T (R61H) and rs3733197G/A (A383T) genotypes. The Bio-Rad CFX Manager 3.1 software implemented in the CFX96 Touch TM Real-Time PCR of Bio-Rad (Bio-Rad, California, USA) was used to determinate the <italic>BLK</italic> and <italic>BANK1</italic> genotypes in an allelic discrimination plot. The distribution of each <italic>BLK</italic> and <italic>BANK1</italic> genotype was determined by two independent researchers. Additionally, 70% of all samples (including cases and controls) were genotyped twice with a reproducibility of 100%. PCR conditions for each amplicon and sample were as follows: 10 ng DNA per sample, 2.5 &#x3bc;l of TaqMan<sup>&#xae;</sup> Universal Master Mix (2X) (Applied Biosystems, Foster City, CA), 2.435 &#x3bc;l of nuclease-free water, and 0.065 &#x3bc;l of TaqMan probes (Applied Biosystems). The PCR protocol for amplification was as follows: pre-PCR (one cycle); at 50&#xb0;C for 2 min and at 95&#xb0;C for 8 min, followed by 45 cycles of denaturing at 95&#xb0;C for 15 s and annealing an extension at 60&#xb0;C for 1 min.</p>
</sec>
<sec id="s2_4">
<title>Statistical Analysis</title>
<p>We used the Finetti software to evaluate the Hardy-Weinberg equilibrium (HWE) for all <italic>BLK</italic> and <italic>BANK1</italic> SNVs (a <italic>p</italic>-value &lt; 0.05 in both cases and controls was indicative of deviation from HWE) (<uri xlink:href="https://ihg.gsf.de/cgi-bin/hw/hwa1.pl">https://ihg.gsf.de/cgi-bin/hw/hwa1.pl</uri>). We used the Epidat program (<uri xlink:href="http://www.sergas.es/MostrarContidos_N3_T01.aspx?IdPaxina=62715">http://www.sergas.es/MostrarContidos_N3_T01.aspx?IdPaxina=62715</uri>) to examine the genetic association between <italic>BLK</italic> and <italic>BANK1</italic> polymorphisms and RA under the allelic, codominant, dominant, and recessive genetic models. All results were corrected through the Bonferroni correction test (0.05/4 SNVs; <italic>p =</italic> 0.0125), with a <italic>p</italic>-value between 0.05 and 0.0125 considered as nominal significance, and <italic>p</italic>-value &#x2264;0.0125 as significant. Moreover, all <italic>p</italic>-values obtained of different inheritance genetic models were evaluated by logistic regression and adjusted for age and city of origin. The Haploview program was used to obtain the haplotypes and the linkage disequilibrium (LD) among <italic>BLK</italic> and <italic>BANK1</italic> markers (<xref ref-type="bibr" rid="B4">Barrett et&#xa0;al., 2005</xref>). Interactions between genotypes of high and low risk of the four <italic>BLK</italic> and <italic>BANK1</italic> variants for both cases and controls were obtained by the multifactor dimensionality reduction (MDR) program, which allows the evaluation of the quality of gene-gene interactions to be measured by means of two-way contingency tables (<xref ref-type="bibr" rid="B25">Moore et&#xa0;al., 2006</xref>). Quanto software (<uri xlink:href="http://hydra.usc.edu/gxe">http://hydra.usc.edu/gxe</uri>) was used to determine the statistical power of our study. We took into account the minor allele frequency (MAF) of the four <italic>BLK</italic> and <italic>BANK1</italic> SNVs in controls, in addition to a recessive genetic model, the proportion of cases-controls, an odd ratio (OR) of 2.0, the prevalence of RA in Mexicans (<xref ref-type="bibr" rid="B30">Pel&#xe1;ez-Ballestas et&#xa0;al., 2011</xref>) as well as the sample size.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>HWE and Statistical Power in our Study Population</title>
<p>The <italic>BLK</italic> and <italic>BANK1</italic> genotypes were in HWE both in patients with RA and controls, except for <italic>BANK1</italic> rs3733197G/A in controls, which had a weak deviation from HWE (<italic>p =</italic> 0.02). We identified a statistical power &gt;99% in our study taking into account the MAF of the four <italic>BLK</italic> and <italic>BANK1</italic> variants in controls (data not shown).</p>
</sec>
<sec id="s3_2">
<title>Allele and Genotype Frequencies of the <italic>BLK</italic> Polymorphisms and Association Analysis</title>
<p>
<italic>BLK</italic> rs13277113A and rs2736340T major alleles were associated with RA (G vs A; OR 1.37, <italic>p =</italic> 0.002, and C vs T; OR 1.39, <italic>p =</italic> 0.001, respectively [<xref ref-type="table" rid="T1">
<bold>Table 1</bold>
</xref>]). We also identified an association of <italic>BLK</italic> rs13277113A/G with RA under the recessive (OR 1.52, <italic>p</italic> = 0.0013), and codominant (OR 1.52, <italic>p =</italic> 0.0055) models but not under the dominant model (<xref ref-type="table" rid="T1">
<bold>Table 1</bold>
</xref>). Because the <italic>BLK</italic> rs13277113A/G variant is in high LD with rs2736340T/C (r<sup>2</sup> &#x2248; 1), we also observed a similar association between <italic>BLK</italic> rs2736340T/C and RA, C v T; OR 1.39, <italic>p =</italic> 0.001, and under the recessive and codominant models, the OR were 1.55, (<italic>p =</italic> 0.0008) and 2.58 (<italic>p =</italic> 0.0036), respectively (<xref ref-type="table" rid="T1">
<bold>Table 1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>Genotypic and allelic frequencies of the <italic>BLK</italic> rs13277113A/G and rs2736340T/C SNVs and association analysis in RA patients and healthy individuals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">
<italic>Gene</italic>
<break/>
<italic>SNV</italic>
</th>
<th valign="top" align="center">Model</th>
<th valign="top" align="center">Genotype</th>
<th valign="top" align="center">
<italic>RA</italic>
</th>
<th valign="top" align="center">
<italic>Controls</italic>
</th>
<th valign="top" align="center">
<italic>OR</italic>
</th>
<th valign="top" align="center">
<italic>p</italic>*</th>
</tr>
<tr>
<th valign="top" align="left">
</th>
<th valign="top" align="center">
</th>
<th valign="top" align="center">
</th>
<th valign="top" align="center">n (%)</th>
<th valign="top" align="center">n (%)</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>BLK</italic>
</td>
<td valign="top" align="left">Codominant</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">268 (57.0)</td>
<td valign="top" align="center">226 (46.4)</td>
<td valign="top" align="center">1.52 (0.95&#x2013;2.45)</td>
<td valign="top" align="center">0.0055</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>rs13277113A/G</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">AG</td>
<td valign="top" align="center">167 (35.5)</td>
<td valign="top" align="center">215 (44.1)</td>
<td valign="top" align="center">1.00 (0.62&#x2013;1.63)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">35 (7.5)</td>
<td valign="top" align="center">46 (9.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Alleles</td>
<td valign="top" align="left">A</td>
<td valign="top" align="center">703 (74.8)</td>
<td valign="top" align="center">667 (68.5)</td>
<td valign="top" align="center">1.37 (1.12&#x2013;1.67)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">G</td>
<td valign="top" align="center">237 (25.2)</td>
<td valign="top" align="center">307 (31.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Dominant</td>
<td valign="top" align="left">AA+AG</td>
<td valign="top" align="center">435 (92.5)</td>
<td valign="top" align="center">441 (90.5)</td>
<td valign="top" align="center">1.27 (0.80&#x2013;2.01)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">35 (7.5)</td>
<td valign="top" align="center">46 (9.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Recessive</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">268 (57.0)</td>
<td valign="top" align="center">226 (46.4)</td>
<td valign="top" align="center">1.52 (1.18&#x2013;1.96)</td>
<td valign="top" align="center">0.0013</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">AG+GG</td>
<td valign="top" align="center">202 (43.0)</td>
<td valign="top" align="center">261 (53.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>BLK</italic>
</td>
<td valign="top" align="left">Codominant</td>
<td valign="top" align="left">TT</td>
<td valign="top" align="center">269 (57.2)</td>
<td valign="top" align="center">225 (46.2)</td>
<td valign="top" align="center">1.58 (1.00&#x2013;2.56)</td>
<td valign="top" align="center">0.0036</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>rs2736340T/C</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">TC</td>
<td valign="top" align="center">167 (35.5)</td>
<td valign="top" align="center">216 (44.4)</td>
<td valign="top" align="center">1.03 (0.63&#x2013;1.68)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">CC</td>
<td valign="top" align="center">34 (7.2)</td>
<td valign="top" align="center">46 (9.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Alleles</td>
<td valign="top" align="left">T</td>
<td valign="top" align="center">705 (75.0)</td>
<td valign="top" align="center">666 (68.4)</td>
<td valign="top" align="center">1.39 (1.14&#x2013;1.70)</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">C</td>
<td valign="top" align="center">235 (25.0)</td>
<td valign="top" align="center">308 (31.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Dominant</td>
<td valign="top" align="left">TT+TC</td>
<td valign="top" align="center">436 (92.8)</td>
<td valign="top" align="center">441 (90.5)</td>
<td valign="top" align="center">1.31 (0.82&#x2013;2.08)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">CC</td>
<td valign="top" align="center">34 (7.2)</td>
<td valign="top" align="center">46 (9.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Recessive</td>
<td valign="top" align="left">TT</td>
<td valign="top" align="center">269 (57.2)</td>
<td valign="top" align="center">225 (46.2)</td>
<td valign="top" align="center">1.55 (1.20&#x2013;2.00)</td>
<td valign="top" align="center">0.0008</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">TC+CC</td>
<td valign="top" align="center">201 (42.8)</td>
<td valign="top" align="center">262 (53.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SNV, single nucleotide variant; RA, rheumatoid arthritis; OR, odds ratio; CI, confidence interval; RA, rheumatoid arthritis. *p &lt; 0.05, statistically significant. The inheritance genetic models were calculated by logistic regression and adjusted for age and city. NS, not significant.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Allele and Genotype Frequencies of the <italic>BANK1</italic> Polymorphisms and Association Analysis</title>
<p>Our data shows that the <italic>BANK1</italic> rs10516487G/A variant is a risk factor to RA. Of note, we identified <italic>BANK1</italic> rs10516487A as the major allele associated with susceptibility to this AD: A vs G; OR 1.49, <italic>p =</italic> 0.003 (<xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>). We also observed an association under the recessive (OR 1.47, <italic>p =</italic> 0.01) and codominant (OR 2.16, <italic>p =</italic> 0.012) models and a nominal significance under the dominant model (OR 2.78, <italic>p =</italic> 0.036) (<xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>). No association was identified between <italic>BANK1</italic> rs3733197G/A and RA under any genetic model (<xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table 2</label>
<caption>
<p>Genotypic and allelic frequencies of the <italic>BANK1</italic> rs10516487G/A and rs3733197G/A SNVs and association analysis in RA patients and healthy individuals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">
<italic>Gene</italic>
<break/>
<italic>SNV</italic>
</th>
<th valign="top" align="center">Model</th>
<th valign="top" align="center">Genotype</th>
<th valign="top" align="center">
<italic>RA</italic>
</th>
<th valign="top" align="center">
<italic>Controls</italic>
</th>
<th valign="top" align="center">
<italic>OR</italic>
</th>
<th valign="top" align="center">
<italic>P</italic>*</th>
</tr>
<tr>
<th valign="top" align="left">
</th>
<th valign="top" align="center">
</th>
<th valign="top" align="center">
</th>
<th valign="top" align="center">n (%)</th>
<th valign="top" align="center">n (%)</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>BANK1</italic>
</td>
<td valign="top" align="left">Codominant</td>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">369 (78.5)</td>
<td valign="top" align="center">347 (71.2)</td>
<td valign="top" align="center">3.00 (1.08&#x2013;8.38)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>rs10516487G/A</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">GA</td>
<td valign="top" align="center">96 (20.4)</td>
<td valign="top" align="center">125 (25.7)</td>
<td valign="top" align="center">2.16 (0.76&#x2013;6.18)</td>
<td valign="top" align="center">0.012</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>R61H</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">5 (1.1)</td>
<td valign="top" align="center">15 (3.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Alleles</td>
<td valign="top" align="left">G</td>
<td valign="top" align="center">834 (88.7)</td>
<td valign="top" align="center">819 (84.1)</td>
<td valign="top" align="center">1.49 (1.14&#x2013;1.94)</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">A</td>
<td valign="top" align="center">106 (11.3)</td>
<td valign="top" align="center">155 (15.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Dominant</td>
<td valign="top" align="left">GG+GA</td>
<td valign="top" align="center">465 (98.9)</td>
<td valign="top" align="center">472 (96.9)</td>
<td valign="top" align="center">2.78 (1.00&#x2013;7.74)</td>
<td valign="top" align="center">0.036</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">5 (1.1)</td>
<td valign="top" align="center">15 (3.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Recessive</td>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">369 (78.5)</td>
<td valign="top" align="center">347 (71.2)</td>
<td valign="top" align="center">1.47 (1.10&#x2013;1.98)</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">GA+AA</td>
<td valign="top" align="center">101 (21.5)</td>
<td valign="top" align="center">140 (28.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>BANK1</italic>
</td>
<td valign="top" align="left">Codominant</td>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">308 (65.5)</td>
<td valign="top" align="center">307 (63.0)</td>
<td valign="top" align="center">1.27 (0.74&#x2013;2.20)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>rs3733197G/A</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">GA</td>
<td valign="top" align="center">137 (29.2)</td>
<td valign="top" align="center">148 (30.4)</td>
<td valign="top" align="center">1.18 (0.67&#x2013;2.10)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>A383T</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">25 (5.3)</td>
<td valign="top" align="center">32 (6.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Alleles</td>
<td valign="top" align="left">G</td>
<td valign="top" align="center">753 (80.1)</td>
<td valign="top" align="center">762 (78.2)</td>
<td valign="top" align="center">1.12 (0.90&#x2013;1.40)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">A</td>
<td valign="top" align="center">187 (19.9)</td>
<td valign="top" align="center">212 (21.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Dominant</td>
<td valign="top" align="left">GG+GA</td>
<td valign="top" align="center">445 (94.7)</td>
<td valign="top" align="center">455 (93.4)</td>
<td valign="top" align="center">1.24 (0.72&#x2013;2.14)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">25 (5.3)</td>
<td valign="top" align="center">32 (6.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Recessive</td>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">308 (65.5)</td>
<td valign="top" align="center">307 (63.0)</td>
<td valign="top" align="center">1.11 (0.85&#x2013;1.45)</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">GA+AA</td>
<td valign="top" align="center">162 (34.5)</td>
<td valign="top" align="center">180 (37.0)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SNVs, single nucleotide variants; RA, rheumatoid arthritis; OR: odds ratio; CI, confidence interval; RA, rheumatoid arthritis. *p &lt; 0.05, statistically significant. The inheritance genetic models were calculated by logistic regression and adjusted for age and city. NS, Not significant.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Haplotypes and LD Analysis</title>
<p>We identified a pair of haplotypes between the two <italic>BLK</italic> SNVs in RA patients because of a strong LD among them (data not shown), the TA haplotype, which carries the major alleles of the <italic>BLK</italic> rs2736340T/C and rs13277113A/G SNVs showed an association with susceptibility to RA; OR 1.36, <italic>p =</italic> 0.0023, <italic>p</italic>c 0.0024 after 100,000 permutations (data not shown). We also identified an association between the AA haplotype carrying the <italic>BANK1</italic> rs10516487G/A and rs3733197G/A minor alleles and protection against RA; OR 0.68, <italic>p</italic> = 0.01 (<italic>p</italic>c = 0.038) (<xref ref-type="table" rid="T3">
<bold>Table 3</bold>
</xref>), indicating that the <italic>BANK1</italic> rs10516487G major allele together with the rs3733197A minor allele; GA haplotype, is not associated with RA. Regarding the <italic>BANK1</italic> variants, there was no LD between the two <italic>BANK1</italic> SNVs (data not shown).</p>
<table-wrap id="T3" position="float">
<label>Table 3</label>
<caption>
<p>Haplotype frequencies and association analysis between <italic>BANK1</italic> SNVs in RA patients and controls. The order of the <italic>BANK1</italic> SNVs is: rs10516487G/A and rs3733197G/A.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Haplotype</th>
<th valign="top" align="center">RA(%)</th>
<th valign="top" align="center">Controls (%)</th>
<th valign="top" align="center">OR</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
<th valign="top" align="center">
<italic>Pc</italic>
</th>
</tr>
<tr>
<th valign="top" align="left">
<italic>BANK1</italic>
</th>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">78.2</td>
<td valign="top" align="center">75.5</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">0.94&#x2013;1.44</td>
<td valign="top" align="center">NS</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">9.4</td>
<td valign="top" align="center">13.1</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.51&#x2013;0.91</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.038</td>
</tr>
<tr>
<td valign="top" align="left">GA</td>
<td valign="top" align="center">10.5</td>
<td valign="top" align="center">8.6</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="center">0.92&#x2013;1.69</td>
<td valign="top" align="center">NS</td>
<td valign="top" align="center">NS</td>
</tr>
<tr>
<td valign="top" align="left">AG</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.37&#x2013;1.25</td>
<td valign="top" align="center">NS</td>
<td valign="top" align="center">NS</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>RA, rheumatoid arthritis; OR, odds ratio; CI, confidence interval p &lt; 0.05, statistically significant. pc: corrected p-value after 100,000 permutations.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_5">
<title>Genetic Interactions Between <italic>BLK</italic> and <italic>BANK1</italic> Genotypes and RA</title>
<p>The distribution of interactions between the <italic>BLK</italic> rs2736340T/C-rs13277113A/G and <italic>BANK1</italic> rs10516487G/A-rs3733197G/A genotypes in RA patients and controls are shown in <xref ref-type="fig" rid="f1">
<bold>Figure 1</bold>
</xref>. We identified three genetic interactions, of which the best model was represented by <italic>BLK</italic> rs2736340T/C and <italic>BANK1</italic> rs10516487G/A (testing accuracy 0.5443, and cross-validation consistency 10/10), this interaction also showed an association with susceptibility to RA (OR 1.65, <italic>p =</italic> 0.0001) (<xref ref-type="table" rid="T4">
<bold>Table 4</bold>
</xref>). Of note, both <italic>BLK</italic> rs36340T/C (this variant showed almost a complete LD, r<sup>2</sup>&#x2248;1, with <italic>BLK</italic> rs13277113A/G) and <italic>BANK1</italic> rs10516487G/A variants were previously identified to be associated with RA (<xref ref-type="table" rid="T1">
<bold>Tables 1</bold>
</xref> and <xref ref-type="table" rid="T2">
<bold>2</bold>
</xref>). Because of strong LD between <italic>BLK</italic> rs2736340T/C and rs13277113A/G SNVs, we identified in the dendrogram analysis a redundancy between these markers (data not shown). In addition, we also identified the <italic>BANK1</italic> rs3733197G/A variant with an independent effect (data not shown). The second best interaction model was formed by the <italic>BLK</italic> rs2736340T/C-rs13277113A/G plus <italic>BANK1</italic> rs10516487G/A-rs3733197G/A genotypes (testing accuracy; 0.5381, and cross-validation consistency; 10/10), this interaction was also associated with RA (OR 1.79, <italic>p</italic> &lt; 0.0001). Finally, we did not observe a synergistic interaction between the four <italic>BLK</italic> an <italic>BANK1</italic> variants (data not shown).</p>
<fig id="f1" position="float">
<label>Figure 1</label>
<caption>
<p>Distribution of genotypes in cases and controls for <italic>BLK</italic> rs13277113A/G-rs2736340T/C and <italic>BANK1</italic> rs10516487G/A-rs3733197G/A. Each cell shows counts of cases (left) and controls (right). Dark-shaded cells represent &#x201c;high-risk&#x201d; genotypes, meanwhile, lighter-shaded cells represent &#x201c;low-risk&#x201d; genotypes. White-shades cells represent empty, that is, there are no cases-controls with genotypes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fgene-11-00058-g001.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table 4</label>
<caption>
<p>Gene-gene interaction models between <italic>BLK</italic> and <italic>BANK1</italic> SNVs in cases with RA and controls.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Number of factors</th>
<th valign="top" align="center">Best model*</th>
<th valign="top" align="center">Training accuracy</th>
<th valign="top" align="center">Testing accuracy</th>
<th valign="top" align="center">CVC**</th>
<th valign="top" align="center">X<sup>2</sup>
</th>
<th valign="top" align="center">
<italic>p</italic> value<sup>&#x2260;</sup>
</th>
<th valign="top" align="center">OR<break/>(CI 95%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">
<italic>BLK</italic> (rs2736340)</td>
<td valign="top" align="center">0.5552</td>
<td valign="top" align="center">0.5552</td>
<td valign="top" align="center">10/10</td>
<td valign="top" align="center">11.66</td>
<td valign="top" align="center">0.0006</td>
<td valign="top" align="center">1.56 (1.21&#x2013;2.01)</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">
<italic>BLK</italic> (rs2736340)-<italic>BANK1</italic> (rs10516487)</td>
<td valign="top" align="center">0.5636</td>
<td valign="top" align="center">0.5434</td>
<td valign="top" align="center">10/10</td>
<td valign="top" align="center">14.90</td>
<td valign="top" align="center">0.0001</td>
<td valign="top" align="center">1.65 (1.28&#x2013;2.13)</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">
<italic>BLK</italic> (rs2736340)-<italic>BANK1</italic>(rs10516487)-(rs3733197)</td>
<td valign="top" align="center">0.5713</td>
<td valign="top" align="center">0.528</td>
<td valign="top" align="center">6/10</td>
<td valign="top" align="center">18.43</td>
<td valign="top" align="center">&lt;0.0001</td>
<td valign="top" align="center">1.75 (1.36&#x2013;2.33)</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">
<italic>BLK</italic> (rs2736340)-(rs13277113)-<italic>BANK1</italic>(rs10516487)-(rs3733197)</td>
<td valign="top" align="center">0.5739</td>
<td valign="top" align="center">0.5381</td>
<td valign="top" align="center">10/10</td>
<td valign="top" align="center">20.14</td>
<td valign="top" align="center">&lt;0.0001</td>
<td valign="top" align="center">1.79 (1.39&#x2013;2.32)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>*The best model is referred to as the one with the maximum testing accuracy and maximum CVC.</p>
<p>**Cross-validation consistency.</p>
<p>
<sup>&#x2260;</sup>p-values obtained from the statistics whole dataset.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The study of gene polymorphism associations to diseases in different ethnic groups is an important means to close down on the likelihood that particular genes and specific variants to the disease. Here we studied two SNVs of the <italic>BLK</italic> gene, and two of <italic>BANK1</italic> (both of them part of the B cell signalosome) for their association to RA in Mexican patients. Association of <italic>BLK</italic> SNVs to RA was initially documented in North American and Korean patients (<xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Freudenberg et&#xa0;al., 2011</xref>), and later in British, Colombian, and Han Chinese patients (<xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Viatte et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>). Nevertheless, other GWA or candidate gene studies carried out in some Arab countries and Europeans from the Netherlands and Spain, and even another Chinese group failed to replicate this finding (<xref ref-type="bibr" rid="B38">Suarez-Gestal et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Jiang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bossini-Castillo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B19">Juli&#xe0; et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B43">Zhu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Saxena et&#xa0;al., 2017</xref>). As far as we know, the only study conducted in Latin-Americans thus far, found an association of both <italic>BLK</italic> rs13277113A/G and rs2736340T/C SNVs and risk for RA in Colombians (<xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>). Our current findings confirm such association in Mexican RA patients. On the other hand, in European-derived populations, <italic>BLK</italic> association to RA has only been identified in patients from the UK (<xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Viatte et&#xa0;al., 2012</xref>). It is important to note that in Chinese population, one candidate gene study found an association between <italic>BLK</italic> rs13277113A/G and RA (<xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>), which was not previously identified in a GWAS (<xref ref-type="bibr" rid="B18">Jiang et&#xa0;al., 2014</xref>). GWAS allow the identification of many genes associated with any disease, including RA or other ADs (<xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Freudenberg et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Kozyrev et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B32">Rodr&#xed;guez-El&#xed;as et&#xa0;al., 2016</xref>). However, in these studies, several hundreds or thousands of SNVs are removed, particularly because of their high error rates, such as those with an excess missing genotype (<xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2010</xref>). Possible explanations for this are: a) the probes for the genotyping of <italic>BLK</italic> rs13277113A/G and rs2736340T/C (or SNVs in high LD for these variants) SNVs might have been lost in that process, b) the controls had a deviation from the HWE, c) these variants had no associations at genome-wide significance level (p &lt; 5&#xd7;10<sup>&#x2212;8</sup>), among others. All these caveats must be considered to explain the controversial results found among the aforementioned studies. To solve this, it would be useful to carry out replications with candidate gene studies in the different populations to confirm or rule out these findings. It is important to note that in controls from North America, Spain (or European-derived populations), Colombia, and Africa, <italic>BLK</italic> rs2736340T or the <italic>BLK</italic> rs13277113A are the minor alleles (<xref ref-type="bibr" rid="B16">Hom et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B14">Gregersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B11">Deshmukh et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">S&#xe1;nchez et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B15">Guthridge et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Mart&#xed;nez-Bueno et&#xa0;al., 2018</xref>) whereas in our population these were the major alleles as reported in the 1000 Genomes Project for Mexicans (Mexican-Americans from Los Angeles, CA) (<uri xlink:href="https://www.ncbi.nlm.nih.gov/variation/tools/1000genomes/">https://www.ncbi.nlm.nih.gov/variation/tools/1000genomes/</uri>) as well as in other Asian populations like Japanese and Chinese (<xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B8">Dang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>) (<xref ref-type="table" rid="T5">
<bold>Table 5</bold>
</xref>). We conclude, hence, that in our population the <italic>BLK</italic> rs2736340T and/or rs13277113A major alleles are associated to risk for RA.</p>
<table-wrap id="T5" position="float">
<label>Table 5</label>
<caption>
<p>Frequency of the <italic>BLK</italic> rs13277113G, rs2736340T and <italic>BANK1</italic> rs10516487A-rs3733197A alleles associated with RA susceptibility in our study, in Mexican-Americans who lives in the &#xc1;ngeles as well as in European, Asian, and African (or African-American)-derived populations. All data presented here are from control individuals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">
</th>
<th valign="top" align="center">Our study (%)</th>
<th valign="top" align="center">Mexican-American (1000 Genome Project) (%)</th>
<th valign="top" align="center">Caucasian (%)</th>
<th valign="top" align="center">Ref.</th>
<th valign="top" align="center">Asian (%)</th>
<th valign="top" align="center">Ref.</th>
<th valign="top" align="center">African or African-American(%)</th>
<th valign="top" align="center">Ref.</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>
<italic>BLK</italic>
</bold>
</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">rs13277113A/G</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">A allele</td>
<td valign="top" align="center">68.5</td>
<td valign="top" align="center">64.1</td>
<td valign="top" align="center">22.9</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B16">Hom et&#xa0;al., 2008</xref>)</td>
<td valign="top" align="center">70.2</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="center">13.1</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B33">S&#xe1;nchez et&#xa0;al., 2011</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">rs2736340C/T</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">T allele</td>
<td valign="top" align="center">68.4</td>
<td valign="top" align="center">64.1</td>
<td valign="top" align="center">23.2</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B16">Hom et&#xa0;al., 2008</xref>)</td>
<td valign="top" align="center">70.9</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B8">Dang et&#xa0;al., 2016</xref>)</td>
<td valign="top" align="center">13.4</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B15">Guthridge et&#xa0;al., 2014</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>
<italic>BANK1</italic>
</bold>
</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">rs10516487G/A</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">A allele</td>
<td valign="top" align="center">15.9</td>
<td valign="top" align="center">14.8</td>
<td valign="top" align="center">27.6</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B27">Orozco el at., 2009</xref>)</td>
<td valign="top" align="center">13.9</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B8">Dang et&#xa0;al., 2016</xref>)</td>
<td valign="top" align="center">26.0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B22">Mart&#xed;nez-Bueno et al., 2018</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">rs3733197G/A</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">A allele</td>
<td valign="top" align="center">21.8</td>
<td valign="top" align="center">20.3</td>
<td valign="top" align="center">30.4</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>)</td>
<td valign="top" align="center">22.0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="center">21.5</td>
<td valign="top" align="left">(Bueno et al., 2018)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Functionally, the rs13277113A allele has been associated with lower levels of <italic>BLK</italic> mRNA in transformed B-cell lines (<xref ref-type="bibr" rid="B16">Hom et&#xa0;al., 2008</xref>). However, it is possible that this <italic>BLK</italic> SNV is in LD with another <italic>BLK</italic> variant truly associated with risk for RA. In this manner, <italic>BLK</italic> rs13277113A appears to belong to a haplotype associated with RA, such as the <italic>BLK</italic> rs922483 variant (which is in high LD; r<sup>2</sup> &gt; 0.7 with both <italic>BLK</italic> rs13277113 and rs2736340T/C), which affects the <italic>BLK</italic> mRNA and protein expression early in B cell ontogeny (<xref ref-type="bibr" rid="B37">Simpfendorfer et&#xa0;al., 2012</xref>). Moreover, another study found that the rs922483 and rs1382568 variants located within the proximal <italic>BLK</italic> promoter and in the upstream alternative <italic>BLK</italic> promoter, respectively (both BLK variants are in high LD with rs13277113; r<sup>2</sup> &gt; 0.74 in Europeans), affect the promoter activity in B progenitor cell lines (<xref ref-type="bibr" rid="B15">Guthridge et&#xa0;al., 2014</xref>).</p>
<p>On the other hand, the two <italic>BANK1</italic> rs10516487C/T (R61H) and rs3733197G/A (A383T) variants have been scarcely studied in patients with RA (<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B38">Suarez-Gestal et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B28">Orozco et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>), having found only one association with <italic>BANK1</italic> rs3733197G/A in RA patients from Spain and Argentina (<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>). In that same study, a sample of Mexican RA patients was examined for <italic>BANK1</italic> rs10516487C/T, rs3733197G/A, and rs17266594T/C showing no association. There was, however, an association of RA with <italic>BANK1</italic> rs10516487G/A and rs3733197G/A when the cases and controls of all the countries were pooled. Our current results identified an individual association between <italic>BANK1</italic> rs10516487G/A and RA in Mexican patients, which is at a variance with what was published by <xref ref-type="bibr" rid="B27">Orozco et al. (2009)</xref>. A possible explanation for this discrepancy could be the different sample sizes between both studies. Our study included 470 RA patients and 487 controls, whereas they studied 278 patients and 272 controls. In addition, our cases and controls are from Central Mexico, whereas Orozco et al. did not reveal the place of origin of their cases and controls (<xref ref-type="bibr" rid="B27">Orozco et&#xa0;al., 2009</xref>). The Mexican Republic is a large country with a great population admixture of several ethnic origins, which are not evenly distributed, e.g. Mexico City, located in central Mexico, is formed by approximately 50% Amerindian, 45% Caucasian, and 5% African ancestry (<xref ref-type="bibr" rid="B24">Martinez-Marignac et&#xa0;al., 2007</xref>). On the other hand, regions located in Western or Southeastern Mexico have a markedly different ethnic composition (<xref ref-type="bibr" rid="B23">Mart&#xed;nez-Cort&#xe9;s et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B31">Rinc&#xf3;n et&#xa0;al., 2016</xref>). As far as we can tell, this is the first study showing an individual association between <italic>BANK1</italic> rs1051648T/C and RA. Although some authors have not found association between different <italic>BANK1</italic> or <italic>BLK</italic> alleles and risk for RA, in Spanish and Chinese patients an association of an interaction of certain <italic>BANK1</italic>-<italic>BLK</italic> genotype with RA has been reported (<xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>). Moreover, is has been documented a physical and genetic interaction between <italic>BLK</italic> and <italic>BANK1</italic> (<xref ref-type="bibr" rid="B6">Castillejo-Lopez et&#xa0;al., 2012</xref>), which would support our finding of a <italic>BLK-BANK1</italic> genetic interaction associated to RA (<xref ref-type="bibr" rid="B6">Castillejo-Lopez et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B13">G&#xe9;nin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Huang et&#xa0;al., 2017</xref>). According to our results, the best model of interaction was <italic>BLK</italic> rs2736340T/C-<italic>BANK1</italic> rs10516487G/A.</p>
<p>Among the four studied SNPs, it has been reported that rs13277113A/G and rs2736340T/C could have a potential eQTL effect on <italic>FAM167A</italic> and <italic>BLK</italic> genes in monocytes and lymphoblastic cell lines suggesting that these variants are involved in the physiopathology of RA and SLE (<xref ref-type="bibr" rid="B9">Deng et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B10">Deng et&#xa0;al., 2013b</xref>). In addition, because both <italic>BLK</italic> variants studied here map near the promoter, they were examined <italic>in silico</italic> by means of expression quantitative trait locus (eQTL) studies (<xref ref-type="bibr" rid="B35">Schmiedel et&#xa0;al., 2018</xref>), which point out to a possible overrepresentation of T helper cells, predominantly Th17 and almost any other T helpers, and for the <italic>BLK-FAM167A</italic> locus for na&#xef;ve B cells (for rs13277113A/G). Although for rs2736340T/C the eQTL associations are similar, there is a slight difference for the <italic>BLK</italic> only on that T cell overrepresentation is Th17 followed by T follicular helper cells. Thus, we can conclude that these associations clearly point to a role of an altered adaptive immunity conferring risk to develop RA. For the <italic>BANK1</italic> variants we did not do an eQTL analysis, because both of them affect the ORF and not the regulatory regions.</p>
<p>A study about the functional consequence of the non-synonymous <italic>BANK1</italic> rs10516487G/A variant (located in exon 2 with a change of arginine to histidine at amino acid position 61 [R61H] of <italic>BANK1</italic>) reported that the product of the <italic>BANK1</italic> rs10516487A allele lacks a binding site for the SRp40 splicing enhancer protein, thereby affecting the splicing efficiency of <italic>BANK1</italic> isoforms (<xref ref-type="bibr" rid="B21">Kozyrev et&#xa0;al., 2012</xref>). In addition, the <italic>BANK1</italic> rs10516487GG genotype produces more <italic>BANK1</italic> mRNA and protein than the rs10516487AA genotype. Moreover, the full-length isoform transcript BANK1-R61 generates a larger protein complex and self-association and multimerization than BANK1-H61 (<xref ref-type="bibr" rid="B21">Kozyrev et&#xa0;al., 2012</xref>). Another study showed the functional effect of the SLE-associated TGG risk haplotype which is formed by <italic>BANK1</italic> rs17266594<underline>T</underline>/C, rs10516487<underline>G</underline>/A, and rs3733197<underline>G</underline>/A. The first variant is located in a putative branch point of intron 1, the second and third variants (R61H and A383T) are located in exon 2 and 7, respectively. Thus, the TGG risk haplotype is formed by T allele of the rs17266594T/C variant and by Arg61 and Ala383. That study showed that this risk haplotype leads to a decrease of B cell receptor signaling in Ramos B cells and in peripheral B cells. Finally, it was also described in <italic>BANK1</italic> risk carriers that this haplotype appears to result on an increased number of memory B cells (<xref ref-type="bibr" rid="B7">Dam et&#xa0;al., 2016</xref>).</p>
<p>Of note, the lack of clinical and laboratory information (bone erosions, rheumatoid nodules, autoantibodies such as anti-CCPs, rheumatoid factor) as well as the absence of mRNA or protein expression studies to correlate with the four <italic>BLK</italic> and <italic>BANK1</italic> variants studied, are some limitations of our study. Thus, at present, it is not possible to determine if these variants are associated with particular traits of RA patients.</p>
<p>In summary, our data indicates that both <italic>BLK</italic> as <italic>BANK1</italic> SNVs studied herein are associated with risk to RA in Mexican patients. On the other hand, the individual association of <italic>BANK1</italic> rs1054857G/A with RA found in the present study had not been identified in a particular population, although one study reported association between this variant and RA only in pooled patients from several countries. The main limitations in our study is the lack of clinical traits and serological markers in or RA patients, as well as the absence of ancestry informative-markers.</p>
</sec>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The data has been uploaded to EVA repository Project: PRJEB36187 Analyses: ERZ1284135 <uri xlink:href="https://www.ebi.ac.uk/eva/?eva-study=PRJEB36187">www.ebi.ac.uk/eva/?eva-study=PRJEB36187</uri>.</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>This study was conducted in compliance with the Declaration of Helsinki. All individuals included in our study signed a written informed consent. This protocol was approved by the Ethics and Research Committees of the HJM (registry number 0446/18-I). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>JR-B contributed to the study design, acquired the funding, data analyzed, and wrote the article. IA-&#xc1; performed the methodology and contributed with the experiments. JF and AC-P performed the data analysis. JM contributed to the data analysis and wrote the article. SJ-M contributed to the data analysis. RB-C contributed in the explanation of the project to the patients and in the collection of samples.</p>
</sec>
<sec id="s9">
<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>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>The authors are grateful to the patients and controls for donating their samples and to Ricardo God&#xed;nez-Aguilar for his help with the eQTL analysis.</p>
</ack>
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