CWAS-Plus: estimating category-wide association of rare noncoding variation from whole-genome sequencing data with cell-type-specific functional data

Author:

Kim Yujin12,Jeong Minwoo3,Koh In Gyeong12,Kim Chanhee12,Lee Hyeji12,Kim Jae Hyun12,Yurko Ronald4ORCID,Kim Il Bin56,Park Jeongbin7,Werling Donna M8,Sanders Stephan J910,An Joon-Yong123ORCID

Affiliation:

1. Department of Integrated Biomedical and Life Science, Korea University , 145 Anam-ro, Seongbuk-ku, Seoul 02841 , Republic of Korea

2. L-HOPE Program for Community-Based Total Learning Health Systems, Korea University , 145 Anam-ro, Seongbuk-ku, Seoul 02841 , Republic of Korea

3. School of Biosystem and Biomedical Science, College of Health Science, Korea University , 145 Anam-ro, Seongbuk-ku, Seoul 02841 , Republic of Korea

4. Department of Statistics and Data Science, Carnegie Mellon University , 5000 Forbes Avenue, Squirrel Hill North, Pittsburgh, PA 15213 , United States

5. Department of Psychiatry , CHA Gangnam Medical Center, , 566 Nonhyon-ro, Gangnam-gu, Seoul 06135 , Republic of Korea

6. CHA University School of Medicine , CHA Gangnam Medical Center, , 566 Nonhyon-ro, Gangnam-gu, Seoul 06135 , Republic of Korea

7. School of Biomedical Convergence Engineering, Pusan National University , 49 Busandaehak-ro, Mulgeum-eup, Yangsan-si, Gyeongsangnam-do, 50612 , Republic of Korea

8. Laboratory of Genetics, University of Wisconsin-Madison , 425-g Henry Mall, Madison, WI 53706 , Unite States

9. Department of Paediatrics, Institute of Developmental and Regenerative Medicine, University of Oxford , Old Road Campus, Roosevelt Dr, Headington, Oxford OX3 7TY , United Kingdom

10. Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California , 1651 4th Street, San Francisco, CA 94158 , United States

Abstract

Abstract Variants in cis-regulatory elements link the noncoding genome to human pathology; however, detailed analytic tools for understanding the association between cell-level brain pathology and noncoding variants are lacking. CWAS-Plus, adapted from a Python package for category-wide association testing (CWAS), enhances noncoding variant analysis by integrating both whole-genome sequencing (WGS) and user-provided functional data. With simplified parameter settings and an efficient multiple testing correction method, CWAS-Plus conducts the CWAS workflow 50 times faster than CWAS, making it more accessible and user-friendly for researchers. Here, we used a single-nuclei assay for transposase-accessible chromatin with sequencing to facilitate CWAS-guided noncoding variant analysis at cell-type-specific enhancers and promoters. Examining autism spectrum disorder WGS data (n = 7280), CWAS-Plus identified noncoding de novo variant associations in transcription factor binding sites within conserved loci. Independently, in Alzheimer’s disease WGS data (n = 1087), CWAS-Plus detected rare noncoding variant associations in microglia-specific regulatory elements. These findings highlight CWAS-Plus’s utility in genomic disorders and scalability for processing large-scale WGS data and in multiple-testing corrections. CWAS-Plus and its user manual are available at https://github.com/joonan-lab/cwas/ and https://cwas-plus.readthedocs.io/en/latest/, respectively.

Funder

National Research Foundation

Korea Health Technology R&D Project

Korea Health Industry Development Institute

Korea Dementia Research Center

Ministry of Health & Welfare and Ministry of Science

ICT

Korea University

SFARI

Brain and Behavior Research Foundation

Korea Bio Data Station

Publisher

Oxford University Press (OUP)

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3