Connecting genetic risk to disease end points through the human blood plasma proteome

Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex...

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Vydáno v:Nature communications Ročník 8; číslo 1; s. 14357 - 14
Hlavní autoři: Suhre, Karsten, Arnold, Matthias, Bhagwat, Aditya Mukund, Cotton, Richard J., Engelke, Rudolf, Raffler, Johannes, Sarwath, Hina, Thareja, Gaurav, Wahl, Annika, DeLisle, Robert Kirk, Gold, Larry, Pezer, Marija, Lauc, Gordan, El-Din Selim, Mohammed A., Mook-Kanamori, Dennis O., Al-Dous, Eman K., Mohamoud, Yasmin A., Malek, Joel, Strauch, Konstantin, Grallert, Harald, Peters, Annette, Kastenmüller, Gabi, Gieger, Christian, Graumann, Johannes
Médium: Journal Article
Jazyk:angličtina
Vydáno: London Nature Publishing Group UK 27.02.2017
Nature Publishing Group
Nature Portfolio
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ISSN:2041-1723, 2041-1723
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Abstract Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans . Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications. Individual genetic variation can affect the levels of protein in blood, but detailed data sets linking these two types of data are rare. Here, the authors carry out a genome-wide association study of levels of over a thousand different proteins, and describe many new SNP-protein interactions.
AbstractList Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans. Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications.
Individual genetic variation can affect the levels of protein in blood, but detailed data sets linking these two types of data are rare. Here, the authors carry out a genome-wide association study of levels of over a thousand different proteins, and describe many new SNP-protein interactions.
Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans. Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications. Individual genetic variation can affect the levels of protein in blood, but detailed data sets linking these two types of data are rare. Here, the authors carry out a genome-wide association study of levels of over a thousand different proteins, and describe many new SNP-protein interactions.
Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans. Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications.Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans. Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications.
Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans . Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications.
Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease associations and translate them into clinical applications. However, although hundreds of genetic variants have been associated with complex disorders, the underlying molecular pathways often remain elusive. Associations with intermediate traits are key in establishing functional links between GWAS-identified risk-variants and disease end points. Here we describe a GWAS using a highly multiplexed aptamer-based affinity proteomics platform. We quantify 539 associations between protein levels and gene variants (pQTLs) in a German cohort and replicate over half of them in an Arab and Asian cohort. Fifty-five of the replicated pQTLs are located in trans . Our associations overlap with 57 genetic risk loci for 42 unique disease end points. We integrate this information into a genome-proteome network and provide an interactive web-tool for interrogations. Our results provide a basis for novel approaches to pharmaceutical and diagnostic applications. Individual genetic variation can affect the levels of protein in blood, but detailed data sets linking these two types of data are rare. Here, the authors carry out a genome-wide association study of levels of over a thousand different proteins, and describe many new SNP-protein interactions.
ArticleNumber 14357
Author Al-Dous, Eman K.
Wahl, Annika
Mohamoud, Yasmin A.
Grallert, Harald
Arnold, Matthias
Bhagwat, Aditya Mukund
Peters, Annette
Thareja, Gaurav
Raffler, Johannes
Pezer, Marija
Engelke, Rudolf
Cotton, Richard J.
Sarwath, Hina
Gold, Larry
DeLisle, Robert Kirk
Malek, Joel
Mook-Kanamori, Dennis O.
El-Din Selim, Mohammed A.
Suhre, Karsten
Strauch, Konstantin
Graumann, Johannes
Gieger, Christian
Kastenmüller, Gabi
Lauc, Gordan
Author_xml – sequence: 1
  givenname: Karsten
  orcidid: 0000-0001-9638-3912
  surname: Suhre
  fullname: Suhre, Karsten
  email: karsten@suhre.fr
  organization: Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Education City
– sequence: 2
  givenname: Matthias
  orcidid: 0000-0002-4666-0923
  surname: Arnold
  fullname: Arnold, Matthias
  organization: Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health
– sequence: 3
  givenname: Aditya Mukund
  surname: Bhagwat
  fullname: Bhagwat, Aditya Mukund
  organization: Proteomics Core, Weill Cornell Medicine-Qatar, Education City
– sequence: 4
  givenname: Richard J.
  surname: Cotton
  fullname: Cotton, Richard J.
  organization: Proteomics Core, Weill Cornell Medicine-Qatar, Education City
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  surname: Engelke
  fullname: Engelke, Rudolf
  organization: Proteomics Core, Weill Cornell Medicine-Qatar, Education City
– sequence: 6
  givenname: Johannes
  surname: Raffler
  fullname: Raffler, Johannes
  organization: Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health
– sequence: 7
  givenname: Hina
  surname: Sarwath
  fullname: Sarwath, Hina
  organization: Proteomics Core, Weill Cornell Medicine-Qatar, Education City
– sequence: 8
  givenname: Gaurav
  surname: Thareja
  fullname: Thareja, Gaurav
  organization: Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Education City
– sequence: 9
  givenname: Annika
  surname: Wahl
  fullname: Wahl, Annika
  organization: Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health
– sequence: 10
  givenname: Robert Kirk
  surname: DeLisle
  fullname: DeLisle, Robert Kirk
  organization: SomaLogic
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  givenname: Larry
  surname: Gold
  fullname: Gold, Larry
  organization: SomaLogic
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  givenname: Marija
  orcidid: 0000-0002-6480-1427
  surname: Pezer
  fullname: Pezer, Marija
  organization: Genos Ltd, Glycoscience Research Laboratory
– sequence: 13
  givenname: Gordan
  surname: Lauc
  fullname: Lauc, Gordan
  organization: Genos Ltd, Glycoscience Research Laboratory
– sequence: 14
  givenname: Mohammed A.
  surname: El-Din Selim
  fullname: El-Din Selim, Mohammed A.
  organization: Department of Dermatology, Hamad Medical Corporation
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  givenname: Dennis O.
  surname: Mook-Kanamori
  fullname: Mook-Kanamori, Dennis O.
  organization: Leiden University Medical Centre
– sequence: 16
  givenname: Eman K.
  surname: Al-Dous
  fullname: Al-Dous, Eman K.
  organization: Genomics Core, Weill Cornell Medicine-Qatar, Education City
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  surname: Mohamoud
  fullname: Mohamoud, Yasmin A.
  organization: Genomics Core, Weill Cornell Medicine-Qatar, Education City
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  givenname: Joel
  surname: Malek
  fullname: Malek, Joel
  organization: Genomics Core, Weill Cornell Medicine-Qatar, Education City
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  givenname: Konstantin
  surname: Strauch
  fullname: Strauch, Konstantin
  organization: Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität
– sequence: 20
  givenname: Harald
  surname: Grallert
  fullname: Grallert, Harald
  organization: Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, German Center for Diabetes Research (DZD)
– sequence: 21
  givenname: Annette
  surname: Peters
  fullname: Peters, Annette
  organization: Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, German Center for Diabetes Research (DZD), German Center for Cardiovascular Disease Research (DZHK)
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  givenname: Gabi
  surname: Kastenmüller
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  givenname: Christian
  surname: Gieger
  fullname: Gieger, Christian
  email: christian.gieger@helmholtz-muenchen.de
  organization: Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, German Center for Diabetes Research (DZD)
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  givenname: Johannes
  orcidid: 0000-0002-3015-5850
  surname: Graumann
  fullname: Graumann, Johannes
  email: johannes.graumann@mpi-bn.mpg.de
  organization: Proteomics Core, Weill Cornell Medicine-Qatar, Education City, Present address: Scientific Service Group Biomolecular Mass Spectrometry, Max Planck Institute for Heart and Lung Research, W.G. Kerckhoff Institute, Ludwigstr. 43, D-61231 Bad Nauheim, Germany
BackLink https://www.ncbi.nlm.nih.gov/pubmed/28240269$$D View this record in MEDLINE/PubMed
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Present address: Scientific Service Group Biomolecular Mass Spectrometry, Max Planck Institute for Heart and Lung Research, W.G. Kerckhoff Institute, Ludwigstr. 43, D-61231 Bad Nauheim, Germany.
These authors contributed equally to this work.
These authors jointly supervised this work.
ORCID 0000-0002-6480-1427
0000-0002-3015-5850
0000-0001-9638-3912
0000-0002-4666-0923
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SSID ssj0000391844
Score 2.6702275
Snippet Genome-wide association studies (GWAS) with intermediate phenotypes, like changes in metabolite and protein levels, provide functional evidence to map disease...
Individual genetic variation can affect the levels of protein in blood, but detailed data sets linking these two types of data are rare. Here, the authors...
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StartPage 14357
SubjectTerms 631/208/205/2138
631/45/475
82/47
Alleles
Alzheimer's disease
Blood Proteins - metabolism
Cardiovascular disease
Complement System Proteins - metabolism
Diabetes
Drug Delivery Systems
Education
Endpoint Determination
Environmental health
Epidemiology
Gene Regulatory Networks
Genetic Predisposition to Disease
Genetic variance
Genetic Variation
Genome, Human
Genome-Wide Association Study
Genomes
Glycoproteins - metabolism
Health risk assessment
Heme - metabolism
Humanities and Social Sciences
Humans
Immunoassay
Metabolites
Molecular Sequence Annotation
multidisciplinary
Pharmacogenetics
Plasma
Protein Processing, Post-Translational - genetics
Proteins
Proteome - genetics
Proteome - metabolism
Proteomics
Quantitative Trait Loci
Reproducibility of Results
Research centers
Risk Factors
RNA Splicing - genetics
RNA, Messenger - genetics
RNA, Messenger - metabolism
Science
Science (multidisciplinary)
Scientific imaging
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Title Connecting genetic risk to disease end points through the human blood plasma proteome
URI https://link.springer.com/article/10.1038/ncomms14357
https://www.ncbi.nlm.nih.gov/pubmed/28240269
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