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Integrative analysis of 3604 GWAS reveals multiple novel cell type-specific regulatory associations
by
Bourque, Guillaume
, Dunham, Ian
, Berndt, Sonja I.
, van Dongen, Jenny
, Stamatoyannopoulos, John
, Reynolds, Alex
, Beck, Stephan
, Lan, Qing
, Franceschini, Nora
, Breeze, Charles E.
, Haugen, Eric
, Teschendorff, Andrew
, Rothman, Nathaniel
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biomedical and Life Sciences
/ Chromatin
/ Consortia
/ Deoxyribonuclease
/ deoxyribonucleases
/ Disease
/ Enhancers
/ epigenome
/ etiology
/ Evolutionary Biology
/ Gene expression
/ Gene loci
/ Genome-wide association studies
/ genome-wide association study
/ Genomes
/ heart
/ Histones
/ Human Genetics
/ Life Sciences
/ Markov chain
/ Markov chains
/ Microbial Genetics and Genomics
/ Plant Genetics and Genomics
/ Regulatory elements
/ Regulatory sequences
/ risk
/ Single-nucleotide polymorphism
/ Transcription
/ world wide web
2022
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Integrative analysis of 3604 GWAS reveals multiple novel cell type-specific regulatory associations
by
Bourque, Guillaume
, Dunham, Ian
, Berndt, Sonja I.
, van Dongen, Jenny
, Stamatoyannopoulos, John
, Reynolds, Alex
, Beck, Stephan
, Lan, Qing
, Franceschini, Nora
, Breeze, Charles E.
, Haugen, Eric
, Teschendorff, Andrew
, Rothman, Nathaniel
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biomedical and Life Sciences
/ Chromatin
/ Consortia
/ Deoxyribonuclease
/ deoxyribonucleases
/ Disease
/ Enhancers
/ epigenome
/ etiology
/ Evolutionary Biology
/ Gene expression
/ Gene loci
/ Genome-wide association studies
/ genome-wide association study
/ Genomes
/ heart
/ Histones
/ Human Genetics
/ Life Sciences
/ Markov chain
/ Markov chains
/ Microbial Genetics and Genomics
/ Plant Genetics and Genomics
/ Regulatory elements
/ Regulatory sequences
/ risk
/ Single-nucleotide polymorphism
/ Transcription
/ world wide web
2022
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Integrative analysis of 3604 GWAS reveals multiple novel cell type-specific regulatory associations
by
Bourque, Guillaume
, Dunham, Ian
, Berndt, Sonja I.
, van Dongen, Jenny
, Stamatoyannopoulos, John
, Reynolds, Alex
, Beck, Stephan
, Lan, Qing
, Franceschini, Nora
, Breeze, Charles E.
, Haugen, Eric
, Teschendorff, Andrew
, Rothman, Nathaniel
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biomedical and Life Sciences
/ Chromatin
/ Consortia
/ Deoxyribonuclease
/ deoxyribonucleases
/ Disease
/ Enhancers
/ epigenome
/ etiology
/ Evolutionary Biology
/ Gene expression
/ Gene loci
/ Genome-wide association studies
/ genome-wide association study
/ Genomes
/ heart
/ Histones
/ Human Genetics
/ Life Sciences
/ Markov chain
/ Markov chains
/ Microbial Genetics and Genomics
/ Plant Genetics and Genomics
/ Regulatory elements
/ Regulatory sequences
/ risk
/ Single-nucleotide polymorphism
/ Transcription
/ world wide web
2022
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Integrative analysis of 3604 GWAS reveals multiple novel cell type-specific regulatory associations
Journal Article
Integrative analysis of 3604 GWAS reveals multiple novel cell type-specific regulatory associations
2022
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Overview
Background
Genome-wide association study (GWAS) single nucleotide polymorphisms (SNPs) are known to preferentially co-locate to active regulatory elements in tissues and cell types relevant to disease aetiology. Further characterisation of associated cell type-specific regulation can broaden our understanding of how GWAS signals may contribute to disease risk.
Results
To gain insight into potential functional mechanisms underlying GWAS associations, we developed FORGE2 (
https://forge2.altiusinstitute.org/
), which is an updated version of the FORGE web tool. FORGE2 uses an expanded atlas of cell type-specific regulatory element annotations, including DNase I hotspots, five histone mark categories and 15 hidden Markov model (HMM) chromatin states, to identify tissue- and cell type-specific signals. An analysis of 3,604 GWAS from the NHGRI-EBI GWAS catalogue yielded at least one significant disease/trait-tissue association for 2,057 GWAS, including > 400 associations specific to epigenomic marks in immune tissues and cell types, > 30 associations specific to heart tissue, and > 60 associations specific to brain tissue, highlighting the key potential of tissue- and cell type-specific regulatory elements. Importantly, we demonstrate that FORGE2 analysis can separate previously observed accessible chromatin enrichments into different chromatin states, such as enhancers or active transcription start sites, providing a greater understanding of underlying regulatory mechanisms. Interestingly, tissue-specific enrichments for repressive chromatin states and histone marks were also detected, suggesting a role for tissue-specific repressed regions in GWAS-mediated disease aetiology.
Conclusion
In summary, we demonstrate that FORGE2 has the potential to uncover previously unreported disease-tissue associations and identify new candidate mechanisms. FORGE2 is a transparent, user-friendly web tool for the integrative analysis of loci discovered from GWAS.
Publisher
BioMed Central,Springer Nature B.V,BMC
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