iCopyDAV: Integrated platform for copy number variations-Detection, annotation and visualization

被引:46
作者
Dharanipragada, Prashanthi [1 ]
Vogeti, Sriharsha [1 ]
Parekh, Nita [1 ]
机构
[1] Int Inst Informat Technol, Ctr Computat Nat Sci & Bioinformat, Hyderabad, Andhra Pradesh, India
来源
PLOS ONE | 2018年 / 13卷 / 04期
关键词
READ-DEPTH; STRUCTURAL VARIATION; VARIANT ANNOTATION; GENETIC-VARIATION; DATABASE; CANCER; IDENTIFICATION; DELETION; TOOL; ORGANIZATION;
D O I
10.1371/journal.pone.0195334
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Discovery of copy number variations (CNVs), a major category of structural variations, have dramatically changed our understanding of differences between individuals and provide an alternate paradigm for the genetic basis of human diseases. CNVs include both copy gain and copy loss events and their detection genome-wide is now possible using high-throughput, low-cost next generation sequencing (NGS) methods. However, accurate detection of CNVs from NGS data is not straightforward due to non-uniform coverage of reads resulting from various systemic biases. We have developed an integrated platform, iCopyDAV, to handle some of these issues in CNV detection in whole genome NGS data. It has a modular framework comprising five major modules: data pre-treatment, segmentation, variant calling, annotation and visualization. An important feature of iCopyDAV is the functional annotation module that enables the user to identify and prioritize CNVs encompassing various functional elements, genomic features and disease-associations. Parallelization of the segmentation algorithms makes the iCopyDAV platform even accessible on a desktop. Here we show the effect of sequencing coverage, read length, bin size, data pre-treatment and segmentation approaches on accurate detection of the complete spectrum of CNVs. Performance of iCopyDAV is evaluated on both simulated data and real data for different sequencing depths. It is an open-source integrated pipeline available at https://github.com/ vogetihrsh/icopydav and as Docker's image at http://bioint.iiitac.iniicopydavi.
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页数:37
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