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Leveraging cell type specific regulatory regions to detect SNPs associated with tissue factor pathway inhibitor plasma levels
ABSTRACT Tissue factor pathway inhibitor (TFPI) regulates the formation of intravascular blood clots, which manifest clinically as ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). TFPI plasma levels are heritable, but the genetics underlying TFPI plasma level variability ar...
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Published in: | Genetic epidemiology 2017-07, Vol.41 (5), p.455-466 |
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creator | Dennis, Jessica Medina‐Rivera, Alejandra Truong, Vinh Antounians, Lina Zwingerman, Nora Carrasco, Giovana Strug, Lisa Wells, Phil Trégouët, David‐Alexandre Morange, Pierre‐Emmanuel Wilson, Michael D. Gagnon, France |
description | ABSTRACT
Tissue factor pathway inhibitor (TFPI) regulates the formation of intravascular blood clots, which manifest clinically as ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). TFPI plasma levels are heritable, but the genetics underlying TFPI plasma level variability are poorly understood. Herein we report the first genome‐wide association scan (GWAS) of TFPI plasma levels, conducted in 251 individuals from five extended French‐Canadian Families ascertained on VTE. To improve discovery, we also applied a hypothesis‐driven (HD) GWAS approach that prioritized single nucleotide polymorphisms (SNPs) in (1) hemostasis pathway genes, and (2) vascular endothelial cell (EC) regulatory regions, which are among the highest expressers of TFPI. Our GWAS identified 131 SNPs with suggestive evidence of association (P‐value < 5 × 10−8), but no SNPs reached the genome‐wide threshold for statistical significance. Hemostasis pathway genes were not enriched for TFPI plasma level associated SNPs (global hypothesis test P‐value = 0.147), but EC regulatory regions contained more TFPI plasma level associated SNPs than expected by chance (global hypothesis test P‐value = 0.046). We therefore stratified our genome‐wide SNPs, prioritizing those in EC regulatory regions via stratified false discovery rate (sFDR) control, and reranked the SNPs by q‐value. The minimum q‐value was 0.27, and the top‐ranked SNPs did not show association evidence in the MARTHA replication sample of 1,033 unrelated VTE cases. Although this study did not result in new loci for TFPI, our work lays out a strategy to utilize epigenomic data in prioritization schemes for future GWAS studies. |
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Tissue factor pathway inhibitor (TFPI) regulates the formation of intravascular blood clots, which manifest clinically as ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). TFPI plasma levels are heritable, but the genetics underlying TFPI plasma level variability are poorly understood. Herein we report the first genome‐wide association scan (GWAS) of TFPI plasma levels, conducted in 251 individuals from five extended French‐Canadian Families ascertained on VTE. To improve discovery, we also applied a hypothesis‐driven (HD) GWAS approach that prioritized single nucleotide polymorphisms (SNPs) in (1) hemostasis pathway genes, and (2) vascular endothelial cell (EC) regulatory regions, which are among the highest expressers of TFPI. Our GWAS identified 131 SNPs with suggestive evidence of association (P‐value < 5 × 10−8), but no SNPs reached the genome‐wide threshold for statistical significance. Hemostasis pathway genes were not enriched for TFPI plasma level associated SNPs (global hypothesis test P‐value = 0.147), but EC regulatory regions contained more TFPI plasma level associated SNPs than expected by chance (global hypothesis test P‐value = 0.046). We therefore stratified our genome‐wide SNPs, prioritizing those in EC regulatory regions via stratified false discovery rate (sFDR) control, and reranked the SNPs by q‐value. The minimum q‐value was 0.27, and the top‐ranked SNPs did not show association evidence in the MARTHA replication sample of 1,033 unrelated VTE cases. Although this study did not result in new loci for TFPI, our work lays out a strategy to utilize epigenomic data in prioritization schemes for future GWAS studies.</description><identifier>ISSN: 0741-0395</identifier><identifier>EISSN: 1098-2272</identifier><identifier>DOI: 10.1002/gepi.22049</identifier><identifier>PMID: 28421636</identifier><language>eng</language><publisher>United States: Wiley Subscription Services, Inc</publisher><subject>Adult ; Biomarkers - blood ; Blood coagulation ; Canada ; Cardiology and cardiovascular system ; Cells, Cultured ; Coronary artery disease ; Endothelium, Vascular - metabolism ; Endothelium, Vascular - pathology ; Enrichment ; epigenetics ; Epigenomics ; Female ; Genes ; genetic association studies ; Genetics ; Genome-Wide Association Study - methods ; Genomes ; Heart diseases ; Hemostasis ; Hemostatics ; Human genetics ; Human health and pathology ; Humans ; Hypotheses ; Ischemia ; Life Sciences ; Lipoproteins - blood ; Lipoproteins - genetics ; Loci ; Male ; multiple hypothesis testing ; Plasma levels ; Polymorphism, Single Nucleotide - genetics ; Regulatory sequences ; Regulatory Sequences, Nucleic Acid - genetics ; Replication ; Santé publique et épidémiologie ; Single-nucleotide polymorphism ; Statistics ; Stroke ; Thromboembolism ; thrombosis ; Tissue factor ; tissue factor pathway inhibitor ; Transcription ; Venous Thromboembolism - blood ; Venous Thromboembolism - diagnosis ; Venous Thromboembolism - genetics</subject><ispartof>Genetic epidemiology, 2017-07, Vol.41 (5), p.455-466</ispartof><rights>2017 WILEY PERIODICALS, INC.</rights><rights>2017 Wiley Periodicals, Inc.</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3929-4f2c6c5941712fbe99a5de895f0b776073da2221f9ce48040392c4def68ed3b93</citedby><orcidid>0000-0001-5892-6074</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28421636$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://amu.hal.science/hal-01766535$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Dennis, Jessica</creatorcontrib><creatorcontrib>Medina‐Rivera, Alejandra</creatorcontrib><creatorcontrib>Truong, Vinh</creatorcontrib><creatorcontrib>Antounians, Lina</creatorcontrib><creatorcontrib>Zwingerman, Nora</creatorcontrib><creatorcontrib>Carrasco, Giovana</creatorcontrib><creatorcontrib>Strug, Lisa</creatorcontrib><creatorcontrib>Wells, Phil</creatorcontrib><creatorcontrib>Trégouët, David‐Alexandre</creatorcontrib><creatorcontrib>Morange, Pierre‐Emmanuel</creatorcontrib><creatorcontrib>Wilson, Michael D.</creatorcontrib><creatorcontrib>Gagnon, France</creatorcontrib><title>Leveraging cell type specific regulatory regions to detect SNPs associated with tissue factor pathway inhibitor plasma levels</title><title>Genetic epidemiology</title><addtitle>Genet Epidemiol</addtitle><description>ABSTRACT
Tissue factor pathway inhibitor (TFPI) regulates the formation of intravascular blood clots, which manifest clinically as ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). TFPI plasma levels are heritable, but the genetics underlying TFPI plasma level variability are poorly understood. Herein we report the first genome‐wide association scan (GWAS) of TFPI plasma levels, conducted in 251 individuals from five extended French‐Canadian Families ascertained on VTE. To improve discovery, we also applied a hypothesis‐driven (HD) GWAS approach that prioritized single nucleotide polymorphisms (SNPs) in (1) hemostasis pathway genes, and (2) vascular endothelial cell (EC) regulatory regions, which are among the highest expressers of TFPI. Our GWAS identified 131 SNPs with suggestive evidence of association (P‐value < 5 × 10−8), but no SNPs reached the genome‐wide threshold for statistical significance. Hemostasis pathway genes were not enriched for TFPI plasma level associated SNPs (global hypothesis test P‐value = 0.147), but EC regulatory regions contained more TFPI plasma level associated SNPs than expected by chance (global hypothesis test P‐value = 0.046). We therefore stratified our genome‐wide SNPs, prioritizing those in EC regulatory regions via stratified false discovery rate (sFDR) control, and reranked the SNPs by q‐value. The minimum q‐value was 0.27, and the top‐ranked SNPs did not show association evidence in the MARTHA replication sample of 1,033 unrelated VTE cases. Although this study did not result in new loci for TFPI, our work lays out a strategy to utilize epigenomic data in prioritization schemes for future GWAS studies.</description><subject>Adult</subject><subject>Biomarkers - blood</subject><subject>Blood coagulation</subject><subject>Canada</subject><subject>Cardiology and cardiovascular system</subject><subject>Cells, Cultured</subject><subject>Coronary artery disease</subject><subject>Endothelium, Vascular - metabolism</subject><subject>Endothelium, Vascular - pathology</subject><subject>Enrichment</subject><subject>epigenetics</subject><subject>Epigenomics</subject><subject>Female</subject><subject>Genes</subject><subject>genetic association studies</subject><subject>Genetics</subject><subject>Genome-Wide Association Study - methods</subject><subject>Genomes</subject><subject>Heart diseases</subject><subject>Hemostasis</subject><subject>Hemostatics</subject><subject>Human genetics</subject><subject>Human health and pathology</subject><subject>Humans</subject><subject>Hypotheses</subject><subject>Ischemia</subject><subject>Life Sciences</subject><subject>Lipoproteins - blood</subject><subject>Lipoproteins - genetics</subject><subject>Loci</subject><subject>Male</subject><subject>multiple hypothesis testing</subject><subject>Plasma levels</subject><subject>Polymorphism, Single Nucleotide - genetics</subject><subject>Regulatory sequences</subject><subject>Regulatory Sequences, Nucleic Acid - genetics</subject><subject>Replication</subject><subject>Santé publique et épidémiologie</subject><subject>Single-nucleotide polymorphism</subject><subject>Statistics</subject><subject>Stroke</subject><subject>Thromboembolism</subject><subject>thrombosis</subject><subject>Tissue factor</subject><subject>tissue factor pathway inhibitor</subject><subject>Transcription</subject><subject>Venous Thromboembolism - blood</subject><subject>Venous Thromboembolism - diagnosis</subject><subject>Venous Thromboembolism - genetics</subject><issn>0741-0395</issn><issn>1098-2272</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNpdkU1v2zAMhoWixZplu_QHDAJ62Q7uRFm2rGNR9AsIugLbzoIs04kKxfYsuYEP---1k7aHnkiQD_mCfAk5A3YBjPGfa-zcBedMqCOyAKaKhHPJj8mCSQEJS1V2Sj6H8MQYgFDZJ3LKC8EhT_MF-b_CZ-zN2jVratF7GscOaejQutpZ2uN68Ca2_Tinrm0CjS2tMKKN9PfDY6AmhNY6E7GiOxc3NLoQBqS1sdMU7Uzc7MxIXbNxpdtXvAlbQ_0k68MXclIbH_Dra1ySvzfXf67uktWv2_ury1ViU8VVImpuc5spARJ4XaJSJquwUFnNSilzJtPKcM6hVhZFwcR0MreiwjovsEpLlS7Jj8PejfG6693W9KNujdN3lys91xjIPM_S7Bkm9vuB7fr234Ah6q0L82tMg-0QNBSFknkmJtUlOf-APrVD30yXaFDAOEip5oXfXqmh3GL1rv9mwgTAAdg5j-N7H5ie7dWzvXpvr769frzfZ-kL_E-YKQ</recordid><startdate>201707</startdate><enddate>201707</enddate><creator>Dennis, Jessica</creator><creator>Medina‐Rivera, Alejandra</creator><creator>Truong, Vinh</creator><creator>Antounians, Lina</creator><creator>Zwingerman, Nora</creator><creator>Carrasco, Giovana</creator><creator>Strug, Lisa</creator><creator>Wells, Phil</creator><creator>Trégouët, David‐Alexandre</creator><creator>Morange, Pierre‐Emmanuel</creator><creator>Wilson, Michael D.</creator><creator>Gagnon, France</creator><general>Wiley Subscription Services, Inc</general><general>Wiley</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>7QP</scope><scope>7QR</scope><scope>7TK</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0001-5892-6074</orcidid></search><sort><creationdate>201707</creationdate><title>Leveraging cell type specific regulatory regions to detect SNPs associated with tissue factor pathway inhibitor plasma levels</title><author>Dennis, Jessica ; Medina‐Rivera, Alejandra ; Truong, Vinh ; Antounians, Lina ; Zwingerman, Nora ; Carrasco, Giovana ; Strug, Lisa ; Wells, Phil ; Trégouët, David‐Alexandre ; Morange, Pierre‐Emmanuel ; Wilson, Michael D. ; Gagnon, France</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3929-4f2c6c5941712fbe99a5de895f0b776073da2221f9ce48040392c4def68ed3b93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Adult</topic><topic>Biomarkers - blood</topic><topic>Blood coagulation</topic><topic>Canada</topic><topic>Cardiology and cardiovascular system</topic><topic>Cells, Cultured</topic><topic>Coronary artery disease</topic><topic>Endothelium, Vascular - metabolism</topic><topic>Endothelium, Vascular - pathology</topic><topic>Enrichment</topic><topic>epigenetics</topic><topic>Epigenomics</topic><topic>Female</topic><topic>Genes</topic><topic>genetic association studies</topic><topic>Genetics</topic><topic>Genome-Wide Association Study - methods</topic><topic>Genomes</topic><topic>Heart diseases</topic><topic>Hemostasis</topic><topic>Hemostatics</topic><topic>Human genetics</topic><topic>Human health and pathology</topic><topic>Humans</topic><topic>Hypotheses</topic><topic>Ischemia</topic><topic>Life Sciences</topic><topic>Lipoproteins - blood</topic><topic>Lipoproteins - genetics</topic><topic>Loci</topic><topic>Male</topic><topic>multiple hypothesis testing</topic><topic>Plasma levels</topic><topic>Polymorphism, Single Nucleotide - genetics</topic><topic>Regulatory sequences</topic><topic>Regulatory Sequences, Nucleic Acid - genetics</topic><topic>Replication</topic><topic>Santé publique et épidémiologie</topic><topic>Single-nucleotide polymorphism</topic><topic>Statistics</topic><topic>Stroke</topic><topic>Thromboembolism</topic><topic>thrombosis</topic><topic>Tissue factor</topic><topic>tissue factor pathway inhibitor</topic><topic>Transcription</topic><topic>Venous Thromboembolism - blood</topic><topic>Venous Thromboembolism - diagnosis</topic><topic>Venous Thromboembolism - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Dennis, Jessica</creatorcontrib><creatorcontrib>Medina‐Rivera, Alejandra</creatorcontrib><creatorcontrib>Truong, Vinh</creatorcontrib><creatorcontrib>Antounians, Lina</creatorcontrib><creatorcontrib>Zwingerman, Nora</creatorcontrib><creatorcontrib>Carrasco, Giovana</creatorcontrib><creatorcontrib>Strug, Lisa</creatorcontrib><creatorcontrib>Wells, Phil</creatorcontrib><creatorcontrib>Trégouët, David‐Alexandre</creatorcontrib><creatorcontrib>Morange, Pierre‐Emmanuel</creatorcontrib><creatorcontrib>Wilson, Michael D.</creatorcontrib><creatorcontrib>Gagnon, France</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Genetic epidemiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Dennis, Jessica</au><au>Medina‐Rivera, Alejandra</au><au>Truong, Vinh</au><au>Antounians, Lina</au><au>Zwingerman, Nora</au><au>Carrasco, Giovana</au><au>Strug, Lisa</au><au>Wells, Phil</au><au>Trégouët, David‐Alexandre</au><au>Morange, Pierre‐Emmanuel</au><au>Wilson, Michael D.</au><au>Gagnon, France</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Leveraging cell type specific regulatory regions to detect SNPs associated with tissue factor pathway inhibitor plasma levels</atitle><jtitle>Genetic epidemiology</jtitle><addtitle>Genet Epidemiol</addtitle><date>2017-07</date><risdate>2017</risdate><volume>41</volume><issue>5</issue><spage>455</spage><epage>466</epage><pages>455-466</pages><issn>0741-0395</issn><eissn>1098-2272</eissn><abstract>ABSTRACT
Tissue factor pathway inhibitor (TFPI) regulates the formation of intravascular blood clots, which manifest clinically as ischemic heart disease, ischemic stroke, and venous thromboembolism (VTE). TFPI plasma levels are heritable, but the genetics underlying TFPI plasma level variability are poorly understood. Herein we report the first genome‐wide association scan (GWAS) of TFPI plasma levels, conducted in 251 individuals from five extended French‐Canadian Families ascertained on VTE. To improve discovery, we also applied a hypothesis‐driven (HD) GWAS approach that prioritized single nucleotide polymorphisms (SNPs) in (1) hemostasis pathway genes, and (2) vascular endothelial cell (EC) regulatory regions, which are among the highest expressers of TFPI. Our GWAS identified 131 SNPs with suggestive evidence of association (P‐value < 5 × 10−8), but no SNPs reached the genome‐wide threshold for statistical significance. Hemostasis pathway genes were not enriched for TFPI plasma level associated SNPs (global hypothesis test P‐value = 0.147), but EC regulatory regions contained more TFPI plasma level associated SNPs than expected by chance (global hypothesis test P‐value = 0.046). We therefore stratified our genome‐wide SNPs, prioritizing those in EC regulatory regions via stratified false discovery rate (sFDR) control, and reranked the SNPs by q‐value. The minimum q‐value was 0.27, and the top‐ranked SNPs did not show association evidence in the MARTHA replication sample of 1,033 unrelated VTE cases. Although this study did not result in new loci for TFPI, our work lays out a strategy to utilize epigenomic data in prioritization schemes for future GWAS studies.</abstract><cop>United States</cop><pub>Wiley Subscription Services, Inc</pub><pmid>28421636</pmid><doi>10.1002/gepi.22049</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0001-5892-6074</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Biomarkers - blood Blood coagulation Canada Cardiology and cardiovascular system Cells, Cultured Coronary artery disease Endothelium, Vascular - metabolism Endothelium, Vascular - pathology Enrichment epigenetics Epigenomics Female Genes genetic association studies Genetics Genome-Wide Association Study - methods Genomes Heart diseases Hemostasis Hemostatics Human genetics Human health and pathology Humans Hypotheses Ischemia Life Sciences Lipoproteins - blood Lipoproteins - genetics Loci Male multiple hypothesis testing Plasma levels Polymorphism, Single Nucleotide - genetics Regulatory sequences Regulatory Sequences, Nucleic Acid - genetics Replication Santé publique et épidémiologie Single-nucleotide polymorphism Statistics Stroke Thromboembolism thrombosis Tissue factor tissue factor pathway inhibitor Transcription Venous Thromboembolism - blood Venous Thromboembolism - diagnosis Venous Thromboembolism - genetics |
title | Leveraging cell type specific regulatory regions to detect SNPs associated with tissue factor pathway inhibitor plasma levels |
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