Systematic tissue-specific functional annotation of the human genome highlights immune-related DNA elements for late-onset Alzheimer's disease

被引:64
作者
Lu, Qiongshi [1 ,8 ]
Powles, Ryan L. [2 ]
Abdallah, Sarah [3 ]
Ou, Derek [3 ]
Wang, Qian [2 ]
Hu, Yiming [1 ]
Lu, Yisi [4 ]
Liu, Wei [5 ]
Li, Boyang [1 ]
Mukherjee, Shubhabrata [6 ]
Crane, Paul K. [6 ]
Zhao, Hongyu [1 ,2 ,7 ]
机构
[1] Yale Sch Publ Hlth, Dept Biostat, New Haven, CT 06510 USA
[2] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
[3] Yale Univ, Sch Med, New Haven, CT USA
[4] Yale Univ, Sch Med, Dept Immunobiol, New Haven, CT USA
[5] Peking Univ, Sch Life Sci, Beijing, Peoples R China
[6] Univ Washington, Dept Med, Div Gen Internal Med, Seattle, WA 98195 USA
[7] VA Cooperat Studies Program Coordinating Ctr, West Haven, CT 06516 USA
[8] Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI USA
来源
PLOS GENETICS | 2017年 / 13卷 / 07期
基金
美国国家卫生研究院;
关键词
WIDE ASSOCIATION SCAN; INNATE IMMUNITY; CELL-TYPES; SUSCEPTIBILITY; METAANALYSIS; EXPRESSION; RISK; VARIANTS; LOCI; ARCHITECTURE;
D O I
10.1371/journal.pgen.1006933
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Continuing efforts from large international consortia have made genome-wide epigenomic and transcriptomic annotation data publicly available for a variety of cell and tissue types. However, synthesis of these datasets into effective summary metrics to characterize the functional non-coding genome remains a challenge. Here, we present GenoSkyline-Plus, an extension of our previous work through integration of an expanded set of epigenomic and transcriptomic annotations to produce high-resolution, single tissue annotations. After validating our annotations with a catalog of tissue-specific non-coding elements previously identified in the literature, we apply our method using data from 127 different cell and tissue types to present an atlas of heritability enrichment across 45 different GWAS traits. We show that broader organ system categories (e.g. immune system) increase statistical power in identifying biologically relevant tissue types for complex diseases while annotations of individual cell types (e.g. monocytes or B-cells) provide deeper insights into disease etiology. Additionally, we use our GenoSkyline-Plus annotations in an in-depth case study of late-onset Alzheimer's disease (LOAD). Our analyses suggest a strong connection between LOAD heritability and genetic variants contained in regions of the genome functional in monocytes. Furthermore, we show that LOAD shares a similar localization of SNPs to monocyte-functional regions with Parkinson's disease. Overall, we demonstrate that integrated genome annotations at the single tissue level provide a valuable tool for understanding the etiology of complex human diseases. Our GenoSkyline-Plus annotations are freely available at http://genocanyon. med. yale. edu/GenoSkyline.
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页数:24
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