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Causal effects of inflammatory bowel disease on risk of type 2 diabetes: a two-sample multivariable Mendelian randomization study

Aim This study aimed to explore the causal association between inflammatory bowel disease (IBD) and the risk of type 2 diabetes (T2D) based on a two-sample Mendelian randomization (MR) study. Methods Summary single nucleotide polymorphism (SNP)-phenotype association data were obtained from published...

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Published in:Acta diabetologica 2024-06, Vol.61 (6), p.715-724
Main Authors: Niu, Yue, Zhang, Qing, Wei, Yinting
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description Aim This study aimed to explore the causal association between inflammatory bowel disease (IBD) and the risk of type 2 diabetes (T2D) based on a two-sample Mendelian randomization (MR) study. Methods Summary single nucleotide polymorphism (SNP)-phenotype association data were obtained from published two genome-wide association studies (GWAS) including SNPs related to IBD, UC, or CD in European participants ( n  = 71,997) and East Asian participants ( n  = 16,805). Two GWAS including SNPs associated with T2D included 655,666 Europeans and 433,540 East Asians. A series of screening processes were performed to select qualified instrumental SNPs strongly related to exposure. We applied the inverse variance weighted (IVW), the MR-Egger regression, and the weighted median to estimate the causal effects of IBD, ulcerative colitis (UC) or Crohn’ disease (CD) on T2D. Cochran’s Q test was conducted to evaluate the statistical heterogeneity between SNPs in the IVW method. The leave-one-out analysis was employed to assess whether the results were caused by any single SNP associated with IBD, UC, or CD. Odds ratio (OR) and 95% confidence interval (CI) were calculated. Results The IVW results demonstrated that IBD could increase the risk of T2D in the European population (OR = 1.0230, 95%CI: 1.0073–1.0390). UC was positively associated with the risk of T2D according to the weighted median (OR = 1.0274, 95%CI: 1.0009–1.0546) and IVW (OR = 1.0244, 95%CI: 1.0071–1.0421) results in the European population. The IVW results indicated that the CD was positively associated with the risk of T2D in the European population (OR = 1.0187, 95%CI: 1.0045–1.0330). In the East Asian population, there are no associations between the IBD, UC, or CD and the risk of T2D (all P  > 0.05). MVMR results revealed that the causal effect UC on T2D was still statistically significant after including body mass index (BMI) or low-density lipoprotein (LDL). Conclusion IBD, UC, or CD had causal effects on the risk of T2D in the European population, which might provide evidence for the prevention of T2D in patients with IBD, UC, or CD.
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Methods Summary single nucleotide polymorphism (SNP)-phenotype association data were obtained from published two genome-wide association studies (GWAS) including SNPs related to IBD, UC, or CD in European participants ( n  = 71,997) and East Asian participants ( n  = 16,805). Two GWAS including SNPs associated with T2D included 655,666 Europeans and 433,540 East Asians. A series of screening processes were performed to select qualified instrumental SNPs strongly related to exposure. We applied the inverse variance weighted (IVW), the MR-Egger regression, and the weighted median to estimate the causal effects of IBD, ulcerative colitis (UC) or Crohn’ disease (CD) on T2D. Cochran’s Q test was conducted to evaluate the statistical heterogeneity between SNPs in the IVW method. The leave-one-out analysis was employed to assess whether the results were caused by any single SNP associated with IBD, UC, or CD. Odds ratio (OR) and 95% confidence interval (CI) were calculated. Results The IVW results demonstrated that IBD could increase the risk of T2D in the European population (OR = 1.0230, 95%CI: 1.0073–1.0390). UC was positively associated with the risk of T2D according to the weighted median (OR = 1.0274, 95%CI: 1.0009–1.0546) and IVW (OR = 1.0244, 95%CI: 1.0071–1.0421) results in the European population. The IVW results indicated that the CD was positively associated with the risk of T2D in the European population (OR = 1.0187, 95%CI: 1.0045–1.0330). In the East Asian population, there are no associations between the IBD, UC, or CD and the risk of T2D (all P  &gt; 0.05). MVMR results revealed that the causal effect UC on T2D was still statistically significant after including body mass index (BMI) or low-density lipoprotein (LDL). Conclusion IBD, UC, or CD had causal effects on the risk of T2D in the European population, which might provide evidence for the prevention of T2D in patients with IBD, UC, or CD.</description><identifier>ISSN: 1432-5233</identifier><identifier>ISSN: 0940-5429</identifier><identifier>EISSN: 1432-5233</identifier><identifier>DOI: 10.1007/s00592-024-02254-9</identifier><identifier>PMID: 38427067</identifier><language>eng</language><publisher>Milan: Springer Milan</publisher><subject>Asian People - genetics ; Body mass index ; Crohn Disease - epidemiology ; Crohn Disease - genetics ; Diabetes ; Diabetes mellitus (non-insulin dependent) ; Diabetes Mellitus, Type 2 - epidemiology ; Diabetes Mellitus, Type 2 - etiology ; Diabetes Mellitus, Type 2 - genetics ; East Asian People ; European People ; Female ; Gene polymorphism ; Genetic Predisposition to Disease ; Genome-wide association studies ; Genome-Wide Association Study ; Genomes ; Humans ; Inflammatory bowel disease ; Inflammatory bowel diseases ; Inflammatory Bowel Diseases - epidemiology ; Inflammatory Bowel Diseases - genetics ; Internal Medicine ; Intestine ; Low density lipoprotein ; Male ; Medicine ; Medicine &amp; Public Health ; Mendelian Randomization Analysis ; Metabolic Diseases ; Original Article ; Phenotypes ; Polymorphism, Single Nucleotide ; Risk Factors ; Single-nucleotide polymorphism ; Statistical analysis ; Ulcerative colitis ; White People - genetics ; White People - statistics &amp; numerical data</subject><ispartof>Acta diabetologica, 2024-06, Vol.61 (6), p.715-724</ispartof><rights>Springer-Verlag Italia S.r.l., part of Springer Nature 2024. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2024. Springer-Verlag Italia S.r.l., part of Springer Nature.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-c28753cf9ca2934165173b7a2759d50574e030735bb84851f3546f1ae8e382993</citedby><cites>FETCH-LOGICAL-c375t-c28753cf9ca2934165173b7a2759d50574e030735bb84851f3546f1ae8e382993</cites><orcidid>0009-0001-5103-3334</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38427067$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Niu, Yue</creatorcontrib><creatorcontrib>Zhang, Qing</creatorcontrib><creatorcontrib>Wei, Yinting</creatorcontrib><title>Causal effects of inflammatory bowel disease on risk of type 2 diabetes: a two-sample multivariable Mendelian randomization study</title><title>Acta diabetologica</title><addtitle>Acta Diabetol</addtitle><addtitle>Acta Diabetol</addtitle><description>Aim This study aimed to explore the causal association between inflammatory bowel disease (IBD) and the risk of type 2 diabetes (T2D) based on a two-sample Mendelian randomization (MR) study. Methods Summary single nucleotide polymorphism (SNP)-phenotype association data were obtained from published two genome-wide association studies (GWAS) including SNPs related to IBD, UC, or CD in European participants ( n  = 71,997) and East Asian participants ( n  = 16,805). Two GWAS including SNPs associated with T2D included 655,666 Europeans and 433,540 East Asians. A series of screening processes were performed to select qualified instrumental SNPs strongly related to exposure. We applied the inverse variance weighted (IVW), the MR-Egger regression, and the weighted median to estimate the causal effects of IBD, ulcerative colitis (UC) or Crohn’ disease (CD) on T2D. Cochran’s Q test was conducted to evaluate the statistical heterogeneity between SNPs in the IVW method. The leave-one-out analysis was employed to assess whether the results were caused by any single SNP associated with IBD, UC, or CD. Odds ratio (OR) and 95% confidence interval (CI) were calculated. Results The IVW results demonstrated that IBD could increase the risk of T2D in the European population (OR = 1.0230, 95%CI: 1.0073–1.0390). UC was positively associated with the risk of T2D according to the weighted median (OR = 1.0274, 95%CI: 1.0009–1.0546) and IVW (OR = 1.0244, 95%CI: 1.0071–1.0421) results in the European population. The IVW results indicated that the CD was positively associated with the risk of T2D in the European population (OR = 1.0187, 95%CI: 1.0045–1.0330). In the East Asian population, there are no associations between the IBD, UC, or CD and the risk of T2D (all P  &gt; 0.05). MVMR results revealed that the causal effect UC on T2D was still statistically significant after including body mass index (BMI) or low-density lipoprotein (LDL). Conclusion IBD, UC, or CD had causal effects on the risk of T2D in the European population, which might provide evidence for the prevention of T2D in patients with IBD, UC, or CD.</description><subject>Asian People - genetics</subject><subject>Body mass index</subject><subject>Crohn Disease - epidemiology</subject><subject>Crohn Disease - genetics</subject><subject>Diabetes</subject><subject>Diabetes mellitus (non-insulin dependent)</subject><subject>Diabetes Mellitus, Type 2 - epidemiology</subject><subject>Diabetes Mellitus, Type 2 - etiology</subject><subject>Diabetes Mellitus, Type 2 - genetics</subject><subject>East Asian People</subject><subject>European People</subject><subject>Female</subject><subject>Gene polymorphism</subject><subject>Genetic Predisposition to Disease</subject><subject>Genome-wide association studies</subject><subject>Genome-Wide Association Study</subject><subject>Genomes</subject><subject>Humans</subject><subject>Inflammatory bowel disease</subject><subject>Inflammatory bowel diseases</subject><subject>Inflammatory Bowel Diseases - epidemiology</subject><subject>Inflammatory Bowel Diseases - genetics</subject><subject>Internal Medicine</subject><subject>Intestine</subject><subject>Low density lipoprotein</subject><subject>Male</subject><subject>Medicine</subject><subject>Medicine &amp; Public Health</subject><subject>Mendelian Randomization Analysis</subject><subject>Metabolic Diseases</subject><subject>Original Article</subject><subject>Phenotypes</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Risk Factors</subject><subject>Single-nucleotide polymorphism</subject><subject>Statistical analysis</subject><subject>Ulcerative colitis</subject><subject>White People - genetics</subject><subject>White People - statistics &amp; numerical data</subject><issn>1432-5233</issn><issn>0940-5429</issn><issn>1432-5233</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9kctu1TAURS0EoqXwAwyQJSZMQv2ME2boipfUigmMrZPkGLk48cV2qC6z_nkdbnmIAQPLtvY6y5Y2IU85e8kZM-eZMd2LhglVl9Cq6e-RU66kaLSQ8v5f5xPyKOcrxrgwsntITmSnhGGtOSU3O1gzBIrO4VgyjY76xQWYZygxHegQrzHQyWeEjDQuNPn8daPKYY9U1AQGLJhfUaDlOjYZ5n1AOq-h-O-Qalpvl7hMGDzUaVimOPsfUHx15bJOh8fkgYOQ8cndfkY-v33zafe-ufj47sPu9UUzSqNLM4rOaDm6fgTRS8VbzY0cDAij-0kzbRQyyYzUw9CpTnMntWodB-xQdqLv5Rl5cfTuU_y2Yi529nnEEGDBuGa7WYVRXG3o83_Qq7impf7OSqZbwVopRKXEkRpTzDmhs_vkZ0gHy5ndCrLHgmwtyP4syG7qZ3fqdZhx-j3yq5EKyCOQa7R8wfTn7f9obwH3_5sV</recordid><startdate>20240601</startdate><enddate>20240601</enddate><creator>Niu, Yue</creator><creator>Zhang, Qing</creator><creator>Wei, Yinting</creator><general>Springer Milan</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7T5</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0009-0001-5103-3334</orcidid></search><sort><creationdate>20240601</creationdate><title>Causal effects of inflammatory bowel disease on risk of type 2 diabetes: a two-sample multivariable Mendelian randomization study</title><author>Niu, Yue ; Zhang, Qing ; Wei, Yinting</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-c28753cf9ca2934165173b7a2759d50574e030735bb84851f3546f1ae8e382993</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Asian People - genetics</topic><topic>Body mass index</topic><topic>Crohn Disease - epidemiology</topic><topic>Crohn Disease - genetics</topic><topic>Diabetes</topic><topic>Diabetes mellitus (non-insulin dependent)</topic><topic>Diabetes Mellitus, Type 2 - epidemiology</topic><topic>Diabetes Mellitus, Type 2 - etiology</topic><topic>Diabetes Mellitus, Type 2 - genetics</topic><topic>East Asian People</topic><topic>European People</topic><topic>Female</topic><topic>Gene polymorphism</topic><topic>Genetic Predisposition to Disease</topic><topic>Genome-wide association studies</topic><topic>Genome-Wide Association Study</topic><topic>Genomes</topic><topic>Humans</topic><topic>Inflammatory bowel disease</topic><topic>Inflammatory bowel diseases</topic><topic>Inflammatory Bowel Diseases - epidemiology</topic><topic>Inflammatory Bowel Diseases - genetics</topic><topic>Internal Medicine</topic><topic>Intestine</topic><topic>Low density lipoprotein</topic><topic>Male</topic><topic>Medicine</topic><topic>Medicine &amp; Public Health</topic><topic>Mendelian Randomization Analysis</topic><topic>Metabolic Diseases</topic><topic>Original Article</topic><topic>Phenotypes</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Risk Factors</topic><topic>Single-nucleotide polymorphism</topic><topic>Statistical analysis</topic><topic>Ulcerative colitis</topic><topic>White People - genetics</topic><topic>White People - statistics &amp; numerical data</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Niu, Yue</creatorcontrib><creatorcontrib>Zhang, Qing</creatorcontrib><creatorcontrib>Wei, Yinting</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Immunology Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Acta diabetologica</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Niu, Yue</au><au>Zhang, Qing</au><au>Wei, Yinting</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Causal effects of inflammatory bowel disease on risk of type 2 diabetes: a two-sample multivariable Mendelian randomization study</atitle><jtitle>Acta diabetologica</jtitle><stitle>Acta Diabetol</stitle><addtitle>Acta Diabetol</addtitle><date>2024-06-01</date><risdate>2024</risdate><volume>61</volume><issue>6</issue><spage>715</spage><epage>724</epage><pages>715-724</pages><issn>1432-5233</issn><issn>0940-5429</issn><eissn>1432-5233</eissn><abstract>Aim This study aimed to explore the causal association between inflammatory bowel disease (IBD) and the risk of type 2 diabetes (T2D) based on a two-sample Mendelian randomization (MR) study. Methods Summary single nucleotide polymorphism (SNP)-phenotype association data were obtained from published two genome-wide association studies (GWAS) including SNPs related to IBD, UC, or CD in European participants ( n  = 71,997) and East Asian participants ( n  = 16,805). Two GWAS including SNPs associated with T2D included 655,666 Europeans and 433,540 East Asians. A series of screening processes were performed to select qualified instrumental SNPs strongly related to exposure. We applied the inverse variance weighted (IVW), the MR-Egger regression, and the weighted median to estimate the causal effects of IBD, ulcerative colitis (UC) or Crohn’ disease (CD) on T2D. Cochran’s Q test was conducted to evaluate the statistical heterogeneity between SNPs in the IVW method. The leave-one-out analysis was employed to assess whether the results were caused by any single SNP associated with IBD, UC, or CD. Odds ratio (OR) and 95% confidence interval (CI) were calculated. Results The IVW results demonstrated that IBD could increase the risk of T2D in the European population (OR = 1.0230, 95%CI: 1.0073–1.0390). UC was positively associated with the risk of T2D according to the weighted median (OR = 1.0274, 95%CI: 1.0009–1.0546) and IVW (OR = 1.0244, 95%CI: 1.0071–1.0421) results in the European population. The IVW results indicated that the CD was positively associated with the risk of T2D in the European population (OR = 1.0187, 95%CI: 1.0045–1.0330). In the East Asian population, there are no associations between the IBD, UC, or CD and the risk of T2D (all P  &gt; 0.05). MVMR results revealed that the causal effect UC on T2D was still statistically significant after including body mass index (BMI) or low-density lipoprotein (LDL). Conclusion IBD, UC, or CD had causal effects on the risk of T2D in the European population, which might provide evidence for the prevention of T2D in patients with IBD, UC, or CD.</abstract><cop>Milan</cop><pub>Springer Milan</pub><pmid>38427067</pmid><doi>10.1007/s00592-024-02254-9</doi><tpages>10</tpages><orcidid>https://orcid.org/0009-0001-5103-3334</orcidid></addata></record>
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subjects Asian People - genetics
Body mass index
Crohn Disease - epidemiology
Crohn Disease - genetics
Diabetes
Diabetes mellitus (non-insulin dependent)
Diabetes Mellitus, Type 2 - epidemiology
Diabetes Mellitus, Type 2 - etiology
Diabetes Mellitus, Type 2 - genetics
East Asian People
European People
Female
Gene polymorphism
Genetic Predisposition to Disease
Genome-wide association studies
Genome-Wide Association Study
Genomes
Humans
Inflammatory bowel disease
Inflammatory bowel diseases
Inflammatory Bowel Diseases - epidemiology
Inflammatory Bowel Diseases - genetics
Internal Medicine
Intestine
Low density lipoprotein
Male
Medicine
Medicine & Public Health
Mendelian Randomization Analysis
Metabolic Diseases
Original Article
Phenotypes
Polymorphism, Single Nucleotide
Risk Factors
Single-nucleotide polymorphism
Statistical analysis
Ulcerative colitis
White People - genetics
White People - statistics & numerical data
title Causal effects of inflammatory bowel disease on risk of type 2 diabetes: a two-sample multivariable Mendelian randomization study
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