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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2024.1365118</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Causal association between psoriasis vulgaris and bullous pemphigoid: a two-sample bidirectional Mendelian randomization study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhang</surname>
<given-names>Aobei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2619072"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yang</surname>
<given-names>Zhihui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Tao</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1351757"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Mingyue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/500393"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Dermatology and Venerology, Peking University First Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Beijing Key Laboratory of Molecular Diagnosis of Dermatoses, Peking University First Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>National Clinical Research Center for Skin and Immune Diseases</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>National Medical Products Administration (NMPA) Key Laboratory for Quality Control and Evaluation of Cosmetics, Peking University First Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Epidemiology and Biostatistics, School of Public Health, Peking University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Key Laboratory of Molecular Cardiovascular Sciences (Peking University), Ministry of Education</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Center for Intelligent Public Health, Academy for Artificial Intelligence, Peking University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Takashi Hashimoto, Osaka City University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Teruhiko Makino, University of Toyama, Japan</p>
<p>Xiaoguang Li, Hunan University of Medicine, China</p>
<p>Wei Li, Sichuan University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Mingyue Wang, <email xlink:href="mailto:wangmy@pku.edu.cn">wangmy@pku.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1365118</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Zhang, Yang, Huang and Wang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Yang, Huang and Wang</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>Background</title>
<p>The association between psoriasis vulgaris and bullous pemphigoid (BP) remains largely unknown.</p>
</sec>
<sec>
<title>Objectives</title>
<p>To investigate whether there is a causal effect between psoriasis vulgaris and BP.</p>
</sec>
<sec>
<title>Methods</title>
<p>Two-sample bidirectional Mendelian randomization (MR) analyses were conducted using publicly released genome-wide association studies (GWAS) summary statistics. The GWAS summary statistics for BP were downloaded online from FinnGen Biobank Documentation of the R12 release, which includes 219 BP cases and 218,066 controls. The GWAS data for psoriasis vulgaris were extracted from Sakaue et&#xa0;al., which comprises 5072 cases and 478,102 controls. Single-nucleotide polymorphisms (SNPs) associated with exposure were selected as instrumental variables by performing additional quality control steps. The inverse-variance-weighted (IVW) method was used for the primary MR analyses, and the MR-Egger regression, weighted mode method, weighted median method, and simple mode were employed for sensitivity analyses. The MR-Egger intercept test and &#x201c;leave-one-out&#x201d; sensitivity analysis were performed to evaluate the horizontal pleiotropy and the potentially influential SNPs, respectively.</p>
</sec>
<sec>
<title>Results</title>
<p>Genetically determined log odds of psoriasis vulgaris were associated with an increased risk of BP (IVW: odds ratio (OR) = 1.263, 95% confidence interval (CI): 1.013-1.575, <italic>P</italic>=0.038). Sensitivity analyses by the weighted mode (OR=1.255, 95%CI: 0.973-1.618, <italic>P</italic>=0.106), MR Egger (OR=1.315, 95%CI: 0.951-1.817, <italic>P</italic>=0.126), simple mode (OR=1.414, 95%CI: 0.823-2.429, <italic>P</italic>=0.234) and weighted median method (OR=1.177, 95%CI: 0.889-1.559, <italic>P</italic>=0.254) derived directionally consistent relationship between the genetically predicted log odds of psoriasis vulgaris and risks of developing BP. On the contrary, we found that genetically predicted BP had no significant effect on psoriasis vulgaris (IVW: OR=0.996, <italic>P</italic>= 0.707), indicating the unidirectionality of the relationship. MR-Egger intercept tests showed no evidence of horizontal pleiotropy. No influential SNP driving the results was detected by the leave-one-out sensitivity analysis.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our results suggested that psoriasis vulgaris causally increases the risk of BP, highlighting the need for potential strategies for the prevention and early diagnosis of comorbid BP in patients with psoriasis vulgaris. Further researches into this association and underlying mechanisms are warranted.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Mendelian randomization</kwd>
<kwd>psoriasis vulgaris</kwd>
<kwd>bullous pemphigoid</kwd>
<kwd>causal</kwd>
<kwd>genetic</kwd>
</kwd-group>
<contract-num rid="cn001">2023YFC2508100</contract-num>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="53"/>
<page-count count="8"/>
<word-count count="3534"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Autoimmune and Autoinflammatory Disorders : Autoimmune Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Psoriasis is a chronic, immune-mediated, inflammatory skin disease characterized by the rapid proliferation of skin cells, resulting in the formation of distinct red scaly patches on the skin. Psoriasis vulgaris is the most common clinical variant (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Previous researches have suggested that autoreactive T cells contribute to the pathogenesis of psoriasis, which indicates that psoriasis may be autoimmune in nature (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). Additionally, psoriasis patients have been found to have a higher prevalence of various immune-mediated disorders, including autoimmune bullous diseases. (AIBDs) (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Bullous pemphigoid (BP) is a chronic autoimmune subepidermal blistering disease characterized clinically by urticarial pruritus and tense blisters on an erythematous background (<xref ref-type="bibr" rid="B10">10</xref>). It is associated with autoantibodies which directed against two hemidesmosomal proteins: BP180 (BP antigen2, collagen XVII) and BP230 (BP antigen 1) in the basement membrane zone of the epidermis (<xref ref-type="bibr" rid="B11">11</xref>). The specific mechanisms by which BP can be induced are unknown, although the majority are linked to factors such as genetics, drug intake, viral infections, physical agents, and diet that may locally disrupt the skin basement membrane zone (BMZ) (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). In recent years, increasing researches have indicated a link between psoriasis and BP (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>), especially psoriasis vulgaris (<xref ref-type="bibr" rid="B8">8</xref>). However, since potential confounding factors cannot be fully evaluated or controlled in observational studies, the causality of the link between psoriasis vulgaris and BP remains unknown. In order to have a deeper understanding of their pathogenesis and timely identify the patients at risk, it is crucial to evaluate the causal relationships between psoriasis vulgaris and BP.</p>
<p>Mendelian randomization (MR) is a typical method of drawing conclusions about causal relationships between exposures and outcomes by using genetic variations [i.e. single nucleotide polymorphisms (SNPs)] as instrumental variables (IVs) (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). Since the genetic variations have formed before born, MR estimates are not affected by reverse causation or confounding factors, overcoming the limitations of observational investigations (<xref ref-type="bibr" rid="B19">19</xref>). In order to examine the causal relationship between psoriasis vulgaris and BP, a two-sample bidirectional MR analysis was carried out using publicly available summary statistics from genome-wide association studies (GWAS) data.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study design</title>
<p>This was a bidirectional two-sample MR study. We used open-access GWAS data sets at <ext-link ext-link-type="uri" xlink:href="https://gwas.mrcieu.ac.uk/to">https://gwas.mrcieu.ac.uk/to</ext-link> conduct all analyses. Genetic variants significantly associated with psoriasis vulgaris were used as IVs to estimate the causal effects of psoriasis on BP. Then we attempted to investigate the causality between BP and psoriasis vulgaris in the reverse direction. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> demonstrates the study design, MR analysis procedure, and the three primary assumptions MR requires (<xref ref-type="bibr" rid="B19">19</xref>), which contains 1) a strong correlation between genetic variants and concerned exposure; 2) no connection between genetic variants and confounders that could influence the exposure-outcome relationship; 3) the exclusive pathway that only through exposure do genetic variants affect the outcome. Since no original data were collected, ethical approval and informed consent were not needed for this study.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Overview of the Procedures in this bidirectional Mendelian randomization (MR) study. Brief description of the study design. For Psoriasis vulgaris, we filtered SNPs that met the genome-wide significance criteria of P&lt;5e-08; while a lower threshold of P&lt;5e-06 for BP. Then SNPs were pruned for independence using a clumping procedure with a linkage disequilibrium (LD) threshold of R2 &gt; 0.001 in a 10,000 kb window and SNPs with <italic>F</italic>-statistic &lt;10 were additionally excluded. The red and blue solid lines indicate that the selected SNPs were significantly associated with the exposure/outcome. The black solid lines indicate that the selected SNPs were not related to any confounders of the exposure&#x2013;outcome association. The black dotted lines indicate that the selected SNPs exerted effects on the outcome only via the exposure. GWAS, genome-wide association study; BP, bullous pemphigoid; SNP, single nucleotide polymorphism; MR, Mendelian randomization;.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1365118-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Data sources and genetic instrumental variants selection</title>
<p>To generate the genetic instrumental variants, the GWAS summary statistics for BP were downloaded online from FinnGen Biobank Documentation of the R12 release, which includes 219 BP cases and 218,066 controls (<ext-link ext-link-type="uri" xlink:href="https://gwas.mrcieu.ac.uk/">https://gwas.mrcieu.ac.uk/</ext-link>). The GWAS data for psoriasis vulgaris were extracted from Sakaue et&#xa0;al., which comprises 5072 cases and 478,102 controls (<xref ref-type="bibr" rid="B20">20</xref>). Additional quality control steps were performed to select eligible instrumental single nucleotide polymorphisms (SNPs). 1) For Psoriasis vulgaris, we filtered SNPs that met the genome-wide significance criteria of <italic>P</italic>&lt;5&#xd7;10<sup>&#x2212;8</sup>; while a lower threshold of <italic>P</italic>&lt;5&#xd7;10<sup>&#x2212;6</sup> for BP since only one SNP was identified at <italic>P</italic>&lt;5&#xd7;10<sup>&#x2212;8</sup> in the BP GWAS summary statistics (<xref ref-type="bibr" rid="B21">21</xref>). Thereafter, SNPs were pruned for independence using a clumping procedure with a linkage disequilibrium (LD) threshold of R<sup>2</sup> &gt; 0.001 in a 10,000 kb window. 2) SNPs were discarded if absent in the outcome GWAS summary statistics. 3) Datasets for exposure and outcome were then harmonized, and palindromic SNPs with an ambiguous strand (i.e., A/T or G/C) were excluded. Additionally, <italic>F</italic> statistics were calculated to evaluate the strength of the selected IVs with the exposure. When the <italic>F</italic> statistic was &gt;10, the likelihood of weak instrument variable bias was low (<xref ref-type="bibr" rid="B22">22</xref>). As a result, 13 SNPs associated with psoriasis vulgaris and 11 SNPs linked to BP were selected as the IVs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analysis</title>
<p>In this study, the inverse-variance-weighted (IVW) model was used as the primary analysis method, which is most frequently utilized and could provide robust causal evaluations when directional pleiotropy is absent. Additionally, weighted mode, weighted median, MR-Egger regression, and simple mode were employed in extensive analysis to assess the stability of the result. Besides, we presented the effect estimates using odds ratios (ORs) with 95% confidence intervals (CIs) to present the effect estimates. The estimate can be interpreted as the average variation in the outcome per log-odds increase in the genetically predicted risk of the binary exposure (<xref ref-type="bibr" rid="B23">23</xref>). In order to lessen the horizontal pleiotropy effect, MR-PRESSO was also used to identify potential outlier instruments (<italic>P</italic>&lt;1), which were then gradually eliminated (<xref ref-type="bibr" rid="B24">24</xref>). Heterogeneity tests were performed using IVW and MR-Egger regression, in which heterogeneities were quantified by Cochran Q statistics, and significant heterogeneity was indicated by <italic>P &lt;</italic>0.05 (<xref ref-type="bibr" rid="B25">25</xref>). In addition, a leave-one-out analysis was conducted to evaluate the stability of the MR results by eliminating each SNP individually (<xref ref-type="bibr" rid="B26">26</xref>). All statistical analyses were conducted using the &#x2018;TwoSampleMR&#x2019; and the &#x2018;MR-PRESSO&#x2019; packages in software R (version 4.2.1) with statistical significance set at <italic>P &lt;</italic>0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Causal effects of psoriasis vulgaris on the risk of BP</title>
<p>To investigate the causal effect of psoriasis vulgaris on BP, 13 SNPs were extracted as IVs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>) and MR-PRESSO detected no outliers. The combined instrument <italic>F</italic> statistic was 168.06, which was much greater than 10, suggesting strong instrument-exposure relationships. The MR estimates demonstrated that genetically predicted psoriasis vulgaris significantly increased the risk of developing BP (IVW: OR=1.263, 95%CI= 1.013&#x2013;1.575, <italic>P</italic>=0.038, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Mendelian randomization estimates from different methods for the relationship between bullous pemphigoid and psoriasis vulgaris.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Outcome</th>
<th valign="top" align="left">Exposure</th>
<th valign="top" align="left">nSNPs</th>
<th valign="top" align="left">Method</th>
<th valign="top" align="left">OR</th>
<th valign="top" align="left">95% CI</th>
<th valign="top" align="left">
<italic>P</italic>-Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="5" align="left">Psoriasis vulgaris</td>
<td valign="top" rowspan="5" align="left">Bullous pemphigoid</td>
<td valign="top" rowspan="5" align="left">13</td>
<td valign="top" align="left">Inverse variance weighted</td>
<td valign="top" align="left">1.263</td>
<td valign="top" align="left">1.013-1.575</td>
<td valign="top" align="left">0.038</td>
</tr>
<tr>
<td valign="top" align="left">MR Egger</td>
<td valign="top" align="left">1.315</td>
<td valign="top" align="left">0.951-1.817</td>
<td valign="top" align="left">0.126</td>
</tr>
<tr>
<td valign="top" align="left">Weighted median</td>
<td valign="top" align="left">1.177</td>
<td valign="top" align="left">0.889-1.559</td>
<td valign="top" align="left">0.254</td>
</tr>
<tr>
<td valign="top" align="left">Simple mode</td>
<td valign="top" align="left">1.414</td>
<td valign="top" align="left">0.823-2.429</td>
<td valign="top" align="left">0.234</td>
</tr>
<tr>
<td valign="top" align="left">Weighted mode</td>
<td valign="top" align="left">1.255</td>
<td valign="top" align="left">0.973-1.618</td>
<td valign="top" align="left">0.106</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">Bullous pemphigoid</td>
<td valign="top" rowspan="5" align="left">Psoriasis vulgaris</td>
<td valign="top" rowspan="5" align="left">11</td>
<td valign="top" align="left">Inverse variance weighted</td>
<td valign="top" align="left">0.996</td>
<td valign="top" align="left">0.978-1.015</td>
<td valign="top" align="left">0.707</td>
</tr>
<tr>
<td valign="top" align="left">MR Egger</td>
<td valign="top" align="left">0.994</td>
<td valign="top" align="left">0.970-1.020</td>
<td valign="top" align="left">0.675</td>
</tr>
<tr>
<td valign="top" align="left">Weighted median</td>
<td valign="top" align="left">0.998</td>
<td valign="top" align="left">0.974-1.022</td>
<td valign="top" align="left">0.870</td>
</tr>
<tr>
<td valign="top" align="left">Simple mode</td>
<td valign="top" align="left">0.982</td>
<td valign="top" align="left">0.948-1.018</td>
<td valign="top" align="left">0.353</td>
</tr>
<tr>
<td valign="top" align="left">Weighted mode</td>
<td valign="top" align="left">0.9998</td>
<td valign="top" align="left">0.969-1.032</td>
<td valign="top" align="left">0.991</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SNP, single nucleotide polymorphism; OR, odds ratios; CI, confidence interval.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>For the sensitivity analyses, the weighted mode (OR=1.255, 95%CI: 0.973-1.618, <italic>P</italic>=0.106), MR Egger (OR=1.315, 95%CI: 0.951-1.817, <italic>P</italic>=0.126), simple mode (OR=1.414, 95%CI: 0.823-2.429, <italic>P</italic>=0.234), and weighted median method (OR=1.177, 95%CI: 0.889-1.559, <italic>P</italic>=0.254), derived directionally consistent relationship between the genetically predicted log odds of psoriasis vulgaris and the risk of developing BP. The scatter plots of the SNP impact sizes of psoriasis vulgaris on IBD by different MR methods are displayed in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>. Furthermore, the MR-Egger analysis did not reveal horizontal pleiotropy (intercept =-0.0203, <italic>P</italic> =0.7380) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) and there was no heterogeneity among these IVs according to Cochran&#x2019;s Q report (<italic>P</italic>&gt;0.05). The funnel plot (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>) showed an overall symmetric inverted funnel shape. According to the leave-one-out plots (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2A</bold>
</xref>), there were no potentially significant SNPs driving the causative link; instead, the consequences were not driven by any particular extreme SNPs but rather by an overall interrelated pattern of the correlations.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Scatter plots for MR analyses of the causal effect. <bold>(A)</bold> Psoriasis vulgaris-Bullous pemphigoid; <bold>(B)</bold> Bullous pemphigoid&#x2013;Psoriasis vulgaris. Analyses were conducted using the conventional IVW, weighted median, MR-Egger, weighted mode and simple mode methods. The slope of each line corresponding to the estimated MR effect per method.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1365118-g002.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Sensitivity analyses of MR.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Exposure</th>
<th valign="middle" rowspan="2" align="left">Outcome</th>
<th valign="top" colspan="3" align="left">Heterogeneity test</th>
<th valign="top" colspan="3" align="left">MR-egger pleiotropy test</th>
</tr>
<tr>
<th valign="top" align="left">Q</th>
<th valign="top" align="left">Df</th>
<th valign="top" align="left">
<italic>P</italic>-value</th>
<th valign="top" align="left">Intercept</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Psoriasis vulgaris</td>
<td valign="top" align="left">Bullous pemphigoid</td>
<td valign="top" align="left">16.227</td>
<td valign="top" align="left">12</td>
<td valign="middle" align="left">0.181</td>
<td valign="top" align="left">-0.020</td>
<td valign="top" align="left">0.059</td>
<td valign="top" align="left">0.738</td>
</tr>
<tr>
<td valign="top" align="left">Bullous pemphigoid</td>
<td valign="top" align="left">Psoriasis vulgaris</td>
<td valign="top" align="left">2.764</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">0.986</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">0.014</td>
<td valign="top" align="left">0.821</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SE, Standard error.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Causal effects of BP on the risk of psoriasis vulgaris</title>
<p>Through reverse MR analysis, 13 SNPs were identified as instrumental variables (IVs) for BP following LD operation (R<sup>2</sup> &gt; 0.001 in a 10,000 kb window) at the GWAS level of <italic>P &lt;</italic>5&#xd7;10<sup>&#x2212;6</sup>. After removing all outlier SNPs detected by the MR-PRESSO approach, 11 of them (<italic>F</italic>=25.518) were included in the final analyses to examine the causal effect of BP on psoriasis vulgaris. The <italic>F</italic> statistic much higher than 10 indicates a substantial correlation between the instruments and exposure. <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref> provides comprehensive details regarding the IVs used in bidirectional MR studies.</p>
<p>Our results indicated that genetically predicted BP had no significant effect on psoriasis vulgaris for IVW (OR=0.996, 95%CI=0.978-1.015, <italic>P</italic>=0.707), MR-egger (OR=0.994, 95%CI=0.970-1.020, <italic>P</italic>=0.675), weighted median (OR=0.998, 95%CI=0.974-1.022, <italic>P</italic>=0.870), simple mode (OR=0.982, 95%CI=0.948-1.018, <italic>P</italic>=0.3528), and weighted mode (OR=0.9998, 95%CI=0.969-1.032, <italic>P</italic>=0.991) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Additionally, scatter plots of the causal link between BP and psoriasis vulgaris were shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>. All sensitivity studies revealed that the inconspicuous correlation remained impartial. Furthermore, no potential horizontal pleiotropy was shown by the MR-Egger regression (all <italic>P</italic>
<sub>intercept</sub> &gt; 0.1). The Cochran&#x2019;s Q value (<italic>P</italic> for Q &gt;0.1) also did not imply heterogeneity. The funnel plots are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>. No obvious anomalies were seen in the leave-one-out analysis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2B</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The present study, to the best of our knowledge, was the first MR analysis study to evaluate the bidirectional causal relationships between psoriasis vulgaris and BP. It&#x2019;s interesting to note that psoriasis vulgaris was significantly correlated with a higher risk of BP, employing genetic instruments from the top most accessible GWAS data. However, no evidence was discovered by reverse MR to support the role of BP in the risk of psoriasis vulgaris.</p>
<p>In recent years, several cases and clinical studies have demonstrated the potential relationship between psoriasis vulgaris and BP (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). In one study that examined 145 cases of coexisting autoimmune bullous diseases (AIBDs) and psoriasis, the most prevalent AIBD in patients with psoriasis was BP (63.4%) and the most prevalent type of psoriasis was psoriasis vulgaris (<xref ref-type="bibr" rid="B14">14</xref>), indicating the potential association between psoriasis vulgaris and BP. Another study also demonstrated that patients with BP had a higher prevalence of psoriasis than those without BP (5.2% vs. 1.2%; OR, 4.4; 95% CI, 2.2-8.9; P&lt;0.0001) and psoriasis vulgaris was the most common type (<xref ref-type="bibr" rid="B8">8</xref>). Furthermore, psoriasis was developed before BP in 93.3% of the patients who had both conditions (<xref ref-type="bibr" rid="B8">8</xref>). According to a literature review containing 40 case reports (<xref ref-type="bibr" rid="B7">7</xref>), psoriasis predated BP in most of the instances, with an average interval of 20 years (range: 1&#x2013;60 years). The occurrence of psoriasis prior to BP in most cases indicated the potential impact of psoriasis on developing BP. However, since the results of abovementioned observational studies might be influenced by uncontrolled residual confounding factors such as comorbidities, lifestyle, and socioeconomic levels (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>), the relationship between psoriasis and BP as well as the direction of the relationship remained undetermined. Thus, in the present study, we employed an MR approach, which is free of common confounding biases existing in observational studies (<xref ref-type="bibr" rid="B29">29</xref>), to determine the causal relationship between psoriasis vulgaris and BP. Overall, the result of our MR analysis was consistent with the abovementioned observational studies, and further demonstrated the causal effects of psoriasis vulgaris on BP.</p>
<p>However, the risk of psoriasis after BP remains unclear. A survey of 104,669 Japanese patients with psoriasis revealed that treating bullous diseases with corticosteroids was likely to trigger an immediate development of pustular psoriasis. In contrast, evidence is scarce for psoriasis vulgaris developing after BP in previous research (<xref ref-type="bibr" rid="B30">30</xref>). Our MR analyses did not detect a pronounced role of BP in the risk of psoriasis vulgaris either. Combined with previous research, we revealed an interesting phenomenon that psoriasis vulgaris causally increases the subsequent BP risk, yet a significant effect of BP on psoriasis vulgaris development was not found. The reason for the phenomenon remained unclear.</p>
<p>Previous basic research initially investigated the coexisting mechanism of BP and psoriasis. Multiple investigations have shown similar dysregulated cytokine expression and inflammatory responses in the immune systems of psoriasis and bullous pemphigoid patients (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). For instance, IL-1 was found necessary for the development of psoriatic lesions such as epidermal proliferation and differentiation (<xref ref-type="bibr" rid="B31">31</xref>), and the level of IL-1b was found to be higher in blister fluid than in BP serum (<xref ref-type="bibr" rid="B33">33</xref>). The shared cytokines may play a part in the coexistence of psoriasis and AIBD. Furthermore, the keratinocytes present in both psoriasis and BP can produce neutrophil chemokines, such as (IL)-8, resulting in a common histological feature of neutrophil infiltration, which further leads to the releasing of various metalloproteinases, including disintegrant and metalloproteinases ADAM9, ADAM10, and ADAM17. These enzymes contribute to extensive degradation of matrix proteins and subsequent exposure of self-epitopes at the dermal-epidermal junction (<xref ref-type="bibr" rid="B27">27</xref>). In addition, prior research has demonstrated that both involved and uninvolved psoriatic lesions in patients with psoriasis vulgaris exhibit disruptions to laminin 1 and laminin a1 inside the basement membrane zone (BMZ) (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B34">34</xref>). The study hypothesized that the antigenicity of basement membranes in patients with psoriasis began to decrease at a younger age, which promotes the generation of antibasement membrane autoantibodies and the development of BP earlier in life (<xref ref-type="bibr" rid="B14">14</xref>). These partially explained our findings that psoriasis vulgaris causally increases the risk of BP development, possibly due to the neutrophil infiltration or other systemic inflammation of psoriasis vulgaris that may cause exposure of self-epitopes at the dermal-epidermal junction and further induce BP.</p>
<p>However, despite the similar cytokines found in the pathogenesis of psoriasis and BP, some cytokines of the two diseases were quite different, indicating different pathogenesis. While the IL-23/T-helper (Th)17 inflammatory pathway, which involves tumor necrosis factor (TNF)-alpha, IL-23, and IL-17, is critically involved in psoriasis pathogenesis (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>), the Th-2 pathway, primarily involving IL-4, IL-5, IL-6, IL-10, IL-8, IL-18, and IL-31, has been identified as the essential driver of BP antibody production (<xref ref-type="bibr" rid="B37">37</xref>&#x2013;<xref ref-type="bibr" rid="B40">40</xref>). The complexity may partially explain why BP cannot increase psoriasis vulgaris in turn. Psoriasis with BP may offer an intriguing representation of the intricacy of the cutaneous inflammatory networks (<xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>Partially due to the complexities of cutaneous inflammatory networks, some of the treatments for psoriasis vulgaris or BP are quite selective (<xref ref-type="bibr" rid="B42">42</xref>). On one hand, several anecdotal cases of autoimmune bullous diseases were reported to be caused by biologics targeting important cytokines in psoriasis (<xref ref-type="bibr" rid="B43">43</xref>&#x2013;<xref ref-type="bibr" rid="B45">45</xref>). Besides, while UV radiation has shown efficacy in treating psoriasis, they were found to exacerbate or induce BP (<xref ref-type="bibr" rid="B46">46</xref>). On the other hand, although dupilumab, a dual inhibitor of IL-4 and IL-13 signaling, has been used successfully in BP, it is generally known to cause psoriasis (<xref ref-type="bibr" rid="B47">47</xref>). The contradictory nature of above treatment suggested the complex relationship between the two diseases. Thus, despite the causal effects of psoriasis vulgaris on BP and the insignificant effect of BP on psoriasis vulgaris found in this study, psoriasis should be treated with caution to prevent the onset of BP, and vice versa. Fortunately, some previous findings suggested that tofacitinib could be a safe and useful treatment for people with combined psoriasis and BP, which shed light on the treatment guidance for both comorbid disorders (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). To realize precise prevention and early diagnosis, the exact path mechanism underlying the causal relationship is warranted to be investigated deeply.</p>
<p>This MR study investigated the causal relationship between psoriasis vulgaris and BP and possessed several strengths over previous studies. First, due to the MR study design, this study is free of many biases inherent in observational studies, such as confounding, reverse causality, and so on (<xref ref-type="bibr" rid="B29">29</xref>). Second, since the primary IVW method is prone to horizontal pleiotropy, additional robust MR analytical methods were applied in the sensitivity analysis. Furthermore, outlier SNPs identified in the MR-PRESSO outlier test were excluded in the final analysis, which reduced the possibility of horizontal pleiotropy and enhanced the reliability of our results (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Nevertheless, the present study was not free from limitations. First of all, although various methods were utilized in the sensitivity analyses to enhance the robustness of results, the difference in the significance of the results among different MR methods made the conclusion obscure, especially for the effect of psoriasis vulgaris on BP. However, the OR results by all the employed methods were directionally consistent and the OR values were strong, indicating the existence of the causal effects of psoriasis on BP (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Secondly, the data source is limited in two ways: 1) the sample size of BP is relatively small; and 2) only psoriasis vulgaris in relation to BP was investigated, while other forms of psoriasis remain unclear. So, further GWAS data and studies are needed. Thirdly, the GWAS datasets employed in our research were based on European. So our results may not be fully representative of the whole population. Moreover, it is worth noting that population stratification, a common confounding factor, may bring about false&#x2013;positive genetic associations, which result in biased IVs for MR (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Therefore, a larger multi-racial GWAS will boost the efficiency of future MR studies to clarify the actual relationship between psoriasis vulgaris and BP, and we should carefully utilize our conclusion in racially and ethnically diverse populations. Fourthly, the potential pleiotropy effect in our study cannot be cleared off, although the MR-Egger intercept in our study indicated little horizontal pleiotropism and we took steps to identify and exclude outlier variants (<xref ref-type="bibr" rid="B51">51</xref>). Lastly, in the majority of cases, genetic variation may only account for a tiny percentage of exposures or traits (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>). The listed limitations suggested that the risk of developing psoriasis vulgaris in patients with BP might remain to be confirmed, and vice versa. Although we found no evidence for the causal effects of BP on psoriasis vulgaris, further studies are needed to finally clarify the subject.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>Based on our bidirectional two-sample MR analysis, genetically predicted psoriasis vulgaris is causally associated with an increased risk of developing BP. Foremost, our research serves as a reminder to clinicians that in daily clinical practices, heightened attention should be given to the emergence of symptoms such as bullous tense blisters, urticarial plaques, or erythema in patients with psoriasis vulgaris, enabling early diagnosis and timely treatment of BP. The biological mechanisms behind this causality are complex and needed to be investigated in further studies, in order to decrease the occurrence of new-onset BP in psoriasis vulgaris patients as well as determine the investment in screening concomitant conditions in both directions.</p>
</sec>
<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="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AZ: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Software, Methodology, Investigation, Formal analysis, Data curation, Conceptualization. ZY: Writing &#x2013; review &amp; editing, Supervision, Software, Methodology, Investigation, Formal analysis, Data curation, Conceptualization. TH: Writing &#x2013; review &amp; editing, Project administration, Methodology, Formal analysis. MW: Writing &#x2013; review &amp; editing, Supervision, Resources, Project administration, Conceptualization.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The study was funded by the National Key Research and Development Program of China (2023YFC2508100).</p>
</sec>
<sec id="s9" 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="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" 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/fimmu.2024.1365118/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2024.1365118/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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