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IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors

Despite significant progress in annotating the genome with experimental methods, much of the regulatory noncoding genome remains poorly defined. Here we assert that regulatory elements may be characterized by leveraging local epigenomic signatures where specific transcription factors (TFs) are bound...

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Autores principales: Amariuta, Tiffany, Luo, Yang, Gazal, Steven, Davenport, Emma E., van de Geijn, Bryce, Ishigaki, Kazuyoshi, Westra, Harm-Jan, Teslovich, Nikola, Okada, Yukinori, Yamamoto, Kazuhiko, Price, Alkes L., Raychaudhuri, Soumya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6506796/
https://www.ncbi.nlm.nih.gov/pubmed/31006511
http://dx.doi.org/10.1016/j.ajhg.2019.03.012
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author Amariuta, Tiffany
Luo, Yang
Gazal, Steven
Davenport, Emma E.
van de Geijn, Bryce
Ishigaki, Kazuyoshi
Westra, Harm-Jan
Teslovich, Nikola
Okada, Yukinori
Yamamoto, Kazuhiko
Price, Alkes L.
Raychaudhuri, Soumya
author_facet Amariuta, Tiffany
Luo, Yang
Gazal, Steven
Davenport, Emma E.
van de Geijn, Bryce
Ishigaki, Kazuyoshi
Westra, Harm-Jan
Teslovich, Nikola
Okada, Yukinori
Yamamoto, Kazuhiko
Price, Alkes L.
Raychaudhuri, Soumya
author_sort Amariuta, Tiffany
collection PubMed
description Despite significant progress in annotating the genome with experimental methods, much of the regulatory noncoding genome remains poorly defined. Here we assert that regulatory elements may be characterized by leveraging local epigenomic signatures where specific transcription factors (TFs) are bound. To link these two features, we introduce IMPACT, a genome annotation strategy that identifies regulatory elements defined by cell-state-specific TF binding profiles, learned from 515 chromatin and sequence annotations. We validate IMPACT using multiple compelling applications. First, IMPACT distinguishes between bound and unbound TF motif sites with high accuracy (average AUPRC 0.81, SE 0.07; across 8 tested TFs) and outperforms state-of-the-art TF binding prediction methods, MocapG, MocapS, and Virtual ChIP-seq. Second, in eight tested cell types, RNA polymerase II IMPACT annotations capture more cis-eQTL variation than sequence-based annotations, such as promoters and TSS windows (25% average increase in enrichment). Third, integration with rheumatoid arthritis (RA) summary statistics from European (N = 38,242) and East Asian (N = 22,515) populations revealed that the top 5% of CD4(+) Treg IMPACT regulatory elements capture 85.7% of RA h2, the most comprehensive explanation for RA h2 to date. In comparison, the average RA h2 captured by compared CD4(+) T histone marks is 42.3% and by CD4(+) T specifically expressed gene sets is 36.4%. Lastly, we find that IMPACT may be used in many different cell types to identify complex trait associated regulatory elements.
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spelling pubmed-65067962019-11-02 IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors Amariuta, Tiffany Luo, Yang Gazal, Steven Davenport, Emma E. van de Geijn, Bryce Ishigaki, Kazuyoshi Westra, Harm-Jan Teslovich, Nikola Okada, Yukinori Yamamoto, Kazuhiko Price, Alkes L. Raychaudhuri, Soumya Am J Hum Genet Article Despite significant progress in annotating the genome with experimental methods, much of the regulatory noncoding genome remains poorly defined. Here we assert that regulatory elements may be characterized by leveraging local epigenomic signatures where specific transcription factors (TFs) are bound. To link these two features, we introduce IMPACT, a genome annotation strategy that identifies regulatory elements defined by cell-state-specific TF binding profiles, learned from 515 chromatin and sequence annotations. We validate IMPACT using multiple compelling applications. First, IMPACT distinguishes between bound and unbound TF motif sites with high accuracy (average AUPRC 0.81, SE 0.07; across 8 tested TFs) and outperforms state-of-the-art TF binding prediction methods, MocapG, MocapS, and Virtual ChIP-seq. Second, in eight tested cell types, RNA polymerase II IMPACT annotations capture more cis-eQTL variation than sequence-based annotations, such as promoters and TSS windows (25% average increase in enrichment). Third, integration with rheumatoid arthritis (RA) summary statistics from European (N = 38,242) and East Asian (N = 22,515) populations revealed that the top 5% of CD4(+) Treg IMPACT regulatory elements capture 85.7% of RA h2, the most comprehensive explanation for RA h2 to date. In comparison, the average RA h2 captured by compared CD4(+) T histone marks is 42.3% and by CD4(+) T specifically expressed gene sets is 36.4%. Lastly, we find that IMPACT may be used in many different cell types to identify complex trait associated regulatory elements. Elsevier 2019-05-02 2019-04-18 /pmc/articles/PMC6506796/ /pubmed/31006511 http://dx.doi.org/10.1016/j.ajhg.2019.03.012 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Amariuta, Tiffany
Luo, Yang
Gazal, Steven
Davenport, Emma E.
van de Geijn, Bryce
Ishigaki, Kazuyoshi
Westra, Harm-Jan
Teslovich, Nikola
Okada, Yukinori
Yamamoto, Kazuhiko
Price, Alkes L.
Raychaudhuri, Soumya
IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title_full IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title_fullStr IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title_full_unstemmed IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title_short IMPACT: Genomic Annotation of Cell-State-Specific Regulatory Elements Inferred from the Epigenome of Bound Transcription Factors
title_sort impact: genomic annotation of cell-state-specific regulatory elements inferred from the epigenome of bound transcription factors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6506796/
https://www.ncbi.nlm.nih.gov/pubmed/31006511
http://dx.doi.org/10.1016/j.ajhg.2019.03.012
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