eSCAN: scan regulatory regions for aggregate association testing using whole-genome sequencing data

被引:5
作者
Yang, Yingxi [1 ]
Sun, Quan [2 ]
Huang, Le [3 ]
Broome, Jai G. [4 ]
Correa, Adolfo [5 ]
Reiner, Alexander [6 ,7 ]
Raffield, Laura M. [8 ]
Yang, Yuchen [9 ]
Li, Yun [8 ,10 ,11 ]
机构
[1] Yale Univ, Dept Stat & Data Sci, New Haven, CT 06511 USA
[2] Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USA
[3] Univ N Carolina, Cirriculum Bioinformat & Computat Biol, Chapel Hill, NC 27599 USA
[4] Univ Washington, Dept Biostat & Med, Seattle, WA 98195 USA
[5] Univ Mississippi, Med Ctr, Med & Populat Hlth Sci, University, MS 38677 USA
[6] Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA
[7] Univ Washington, Fred Hutchinson Canc Res Ctr, Seattle, WA 98195 USA
[8] Univ N Carolina, Dept Genet, Chapel Hill, NC 27515 USA
[9] Sun Yat Sen Univ, Sch Ecol, Guangzhou, Peoples R China
[10] Univ N Carolina, Dept Biostat, Chapel Hill, NC 27515 USA
[11] Univ N Carolina, Dept Comp Sci, Chapel Hill, NC 27515 USA
关键词
rare-variant aggregation test; regulatory region scanning; whole-genome sequencing; CELL; HEMATOPOIESIS; ENHANCERS; VARIANTS; LINKS; LOCI;
D O I
10.1093/bib/bbab497
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Multiple statistical methods for aggregate association testing have been developed for whole-genome sequencing (WGS) data. Many aggregate variants in a given genomic window and ignore existing knowledge to define test regions, resulting in many identified regions not clearly linked to genes, and thus, limiting biological understanding. Functional information from new technologies (such as Hi-C and its derivatives), which can help link enhancers to their effector genes, can be leveraged to predefine variant sets for aggregate testing in WGS data. Here, we propose the eSCAN (scan the enhancers) method for genome-wide assessment of enhancer regions in sequencing studies, combining the advantages of dynamic window selection in SCANG (SCAN the Genome), a previously developed method, with the advantages of incorporating putative regulatory regions from annotation. eSCAN, by searching in putative enhancers, increases statistical power and aids mechanistic interpretation, as demonstrated by extensive simulation studies. We also apply eSCAN for blood cell traits using NHLBI Trans-Omics for Precision Medicine WGS data. Results from real data analysis show that eSCAN is able to capture more significant signals, and these signals are of shorter length (indicating higher resolution fine-mapping capability) and drive association of larger regions detected by other methods.
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