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Regulatory genomic circuitry of human disease loci by integrative epigenomics

Author

Listed:
  • Carles A. Boix

    (Massachusetts Institute of Technology
    Broad Institute of MIT and Harvard
    Massachusetts Institute of Technology)

  • Benjamin T. James

    (Massachusetts Institute of Technology
    Broad Institute of MIT and Harvard)

  • Yongjin P. Park

    (Massachusetts Institute of Technology
    Broad Institute of MIT and Harvard
    University of British Columbia)

  • Wouter Meuleman

    (Altius Institute for Biomedical Sciences)

  • Manolis Kellis

    (Massachusetts Institute of Technology
    Broad Institute of MIT and Harvard)

Abstract

Annotating the molecular basis of human disease remains an unsolved challenge, as 93% of disease loci are non-coding and gene-regulatory annotations are highly incomplete1–3. Here we present EpiMap, a compendium comprising 10,000 epigenomic maps across 800 samples, which we used to define chromatin states, high-resolution enhancers, enhancer modules, upstream regulators and downstream target genes. We used this resource to annotate 30,000 genetic loci that were associated with 540 traits4, predicting trait-relevant tissues, putative causal nucleotide variants in enriched tissue enhancers and candidate tissue-specific target genes for each. We partitioned multifactorial traits into tissue-specific contributing factors with distinct functional enrichments and disease comorbidity patterns, and revealed both single-factor monotropic and multifactor pleiotropic loci. Top-scoring loci frequently had multiple predicted driver variants, converging through multiple enhancers with a common target gene, multiple genes in common tissues, or multiple genes and multiple tissues, indicating extensive pleiotropy. Our results demonstrate the importance of dense, rich, high-resolution epigenomic annotations for the investigation of complex traits.

Suggested Citation

  • Carles A. Boix & Benjamin T. James & Yongjin P. Park & Wouter Meuleman & Manolis Kellis, 2021. "Regulatory genomic circuitry of human disease loci by integrative epigenomics," Nature, Nature, vol. 590(7845), pages 300-307, February.
  • Handle: RePEc:nat:nature:v:590:y:2021:i:7845:d:10.1038_s41586-020-03145-z
    DOI: 10.1038/s41586-020-03145-z
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    1. Zhangyuan Pan & Yuelin Yao & Hongwei Yin & Zexi Cai & Ying Wang & Lijing Bai & Colin Kern & Michelle Halstead & Ganrea Chanthavixay & Nares Trakooljul & Klaus Wimmers & Goutam Sahana & Guosheng Su & M, 2021. "Pig genome functional annotation enhances the biological interpretation of complex traits and human disease," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    2. Pingting Ying & Can Chen & Zequn Lu & Shuoni Chen & Ming Zhang & Yimin Cai & Fuwei Zhang & Jinyu Huang & Linyun Fan & Caibo Ning & Yanmin Li & Wenzhuo Wang & Hui Geng & Yizhuo Liu & Wen Tian & Zhiyong, 2023. "Genome-wide enhancer-gene regulatory maps link causal variants to target genes underlying human cancer risk," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    3. Milton Pividori & Sumei Lu & Binglan Li & Chun Su & Matthew E. Johnson & Wei-Qi Wei & Qiping Feng & Bahram Namjou & Krzysztof Kiryluk & Iftikhar J. Kullo & Yuan Luo & Blair D. Sullivan & Benjamin F. V, 2023. "Projecting genetic associations through gene expression patterns highlights disease etiology and drug mechanisms," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    4. Oscar L. Rodriguez & Yana Safonova & Catherine A. Silver & Kaitlyn Shields & William S. Gibson & Justin T. Kos & David Tieri & Hanzhong Ke & Katherine J. L. Jackson & Scott D. Boyd & Melissa L. Smith , 2023. "Genetic variation in the immunoglobulin heavy chain locus shapes the human antibody repertoire," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    5. Zhenxing Yu & Zhike Lu & Jingjing Li & Yingying Wang & Panfeng Wu & Yini Li & Yangfan Zhou & Bailun Li & Heng Zhang & Yingzheng Liu & Lijia Ma, 2022. "PEAC-seq adopts Prime Editor to detect CRISPR off-target and DNA translocation," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    6. Samuel S. Kim & Buu Truong & Karthik Jagadeesh & Kushal K. Dey & Amber Z. Shen & Soumya Raychaudhuri & Manolis Kellis & Alkes L. Price, 2024. "Leveraging single-cell ATAC-seq and RNA-seq to identify disease-critical fetal and adult brain cell types," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    7. Zhuoran Xu & Quan Li & Luigi Marchionni & Kai Wang, 2023. "PhenoSV: interpretable phenotype-aware model for the prioritization of genes affected by structural variants," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    8. Xuelong Yao & Zongyang Lu & Zhanying Feng & Lei Gao & Xin Zhou & Min Li & Suijuan Zhong & Qian Wu & Zhenbo Liu & Haofeng Zhang & Zeyuan Liu & Lizhi Yi & Tao Zhou & Xudong Zhao & Jun Zhang & Yong Wang , 2022. "Comparison of chromatin accessibility landscapes during early development of prefrontal cortex between rhesus macaque and human," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    9. Feng Jiang & Shou-Ye Hu & Wen Tian & Nai-Ning Wang & Ning Yang & Shan-Shan Dong & Hui-Miao Song & Da-Jin Zhang & Hui-Wu Gao & Chen Wang & Hao Wu & Chang-Yi He & Dong-Li Zhu & Xiao-Feng Chen & Yan Guo , 2024. "A landscape of gene expression regulation for synovium in arthritis," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    10. Han Wang & Huiying Sun & Bilin Liang & Fang Zhang & Fan Yang & Bowen Cui & Lixia Ding & Xiang Wang & Ronghua Wang & Jiaoyang Cai & Yanjing Tang & Jianan Rao & Wenting Hu & Shuang Zhao & Wenyan Wu & Xi, 2023. "Chromatin accessibility landscape of relapsed pediatric B-lineage acute lymphoblastic leukemia," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    11. Jinlong Shi & Zhilong Jia & Jinxiu Sun & Xiaoreng Wang & Xiaojing Zhao & Chenghui Zhao & Fan Liang & Xinyu Song & Jiawei Guan & Xue Jia & Jing Yang & Qi Chen & Kang Yu & Qian Jia & Jing Wu & Depeng Wa, 2023. "Structural variants involved in high-altitude adaptation detected using single-molecule long-read sequencing," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    12. Yirong Shi & Yiwei Niu & Peng Zhang & Huaxia Luo & Shuai Liu & Sijia Zhang & Jiajia Wang & Yanyan Li & Xinyue Liu & Tingrui Song & Tao Xu & Shunmin He, 2023. "Characterization of genome-wide STR variation in 6487 human genomes," Nature Communications, Nature, vol. 14(1), pages 1-18, December.

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