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Characterizing sensitivity and coverage of clinical WGS as a diagnostic test for genetic disorders

Authors :
Yan Sun
Fengxia Liu
Chunna Fan
Yaoshen Wang
Lijie Song
Zhonghai Fang
Rui Han
Zhonghua Wang
Xiaodan Wang
Ziying Yang
Zhenpeng Xu
Jiguang Peng
Chaonan Shi
Hongyun Zhang
Wei Dong
Hui Huang
Yun Li
Yanqun Le
Jun Sun
Zhiyu Peng
Source :
BMC Medical Genomics, Vol 14, Iss 1, Pp 1-13 (2021)
Publication Year :
2021
Publisher :
BMC, 2021.

Abstract

Abstract Background Due to its reduced cost and incomparable advantages, WGS is likely to lead to changes in clinical diagnosis of rare and undiagnosed diseases. However, the sensitivity and breadth of coverage of clinical WGS as a diagnostic test for genetic disorders has not been fully evaluated. Methods Here, the performance of WGS in NA12878, the YH cell line, and the Chinese trios were measured by assessing their sensitivity, PPV, depth and breadth of coverage using MGISEQ-2000. We also compared the performance of WES and WGS using NA12878. The sensitivity and PPV were tested using the family-based trio design for the Chinese trios. We further developed a systematic WGS pipeline for the analysis of 8 clinical cases. Results In general, the sensitivity and PPV for SNV/indel detection increased with mean depth and reached a plateau at an ~ 40X mean depth using down-sampling samples of NA12878. With a mean depth of 40X, the sensitivity of homozygous and heterozygous SNPs of NA12878 was > 99.25% and > 99.50%, respectively, and the PPV was 99.97% and 98.96%. Homozygous and heterozygous indels showed lower sensitivity and PPV. The sensitivity and PPV were still not 100% even with a mean depth of ~ 150X. We also observed a substantial variation in the sensitivity of CNV detection across different tools, especially in CNVs with a size less than 1 kb. In general, the breadth of coverage for disease-associated genes and CNVs increased with mean depth. The sensitivity and coverage of WGS (~ 40X) was better than WES (~ 120X). Among the Chinese trios with an ~ 40X mean depth, the sensitivity among offspring was > 99.48% and > 96.36% for SNP and indel detection, and the PPVs were 99.86% and 97.93%. All 12 previously validated variants in the 8 clinical cases were successfully detected using our WGS pipeline. Conclusions The current standard of a mean depth of 40X may be sufficient for SNV/indel detection and identification of most CNVs. It would be advisable for clinical scientists to determine the range of sensitivity and PPV for different classes of variants for a particular WGS pipeline, which would be useful when interpreting and delivering clinical reports.

Details

Language :
English
ISSN :
17558794 and 62280384
Volume :
14
Issue :
1
Database :
Directory of Open Access Journals
Journal :
BMC Medical Genomics
Publication Type :
Academic Journal
Accession number :
edsdoj.622803846148469f9d00a1a29febd601
Document Type :
article
Full Text :
https://doi.org/10.1186/s12920-021-00948-5