Literature DB >> 30214605

Detection of copy number variants and loss of heterozygosity from impure tumor samples using whole exome sequencing data.

Xiaocheng Liu1, Ao Li1,2, Jianing Xi1, Huanqing Feng1, Minghui Wang1,2.   

Abstract

Using whole-exome sequencing (WES) for the detection of chromosomal aberrations from tumor samples has become increasingly popular, as it is cost-effective and time efficient. However, factors which present in WES tumor samples, including diversity in exon size, batch effect and tumor impurity, can complicate the identification of somatic mutation in each region of the exon. To address these issues, the authors of the present study have developed a novel method, PECNV, for the detection of genomic copy number variants and loss of heterozygosity in WES datasets. PECNV combines normalized logarithm ratio of read counts (Log Ratio) and B allele frequency (BAF), and then employs expectation maximization (EM) algorithm to estimate parameters involved in the models. A comprehensive assessment of PECNV of PECNV was performed by analyzing simulated datasets contaminated with different normal cell proportion and eight real primary triple-negative breast cancer samples. PECNV demonstrated superior results compared with ExomeCNV and EXCAVATOR for the detection of genomic aberrations in WES data.

Entities:  

Keywords:  copy number variant; exome sequencing; expectation maximization algorithm; loss of heterozygosity

Year:  2018        PMID: 30214605      PMCID: PMC6126229          DOI: 10.3892/ol.2018.9150

Source DB:  PubMed          Journal:  Oncol Lett        ISSN: 1792-1074            Impact factor:   2.967


  30 in total

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Authors:  Ali Mortazavi; Brian A Williams; Kenneth McCue; Lorian Schaeffer; Barbara Wold
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3.  Exome sequencing-based copy-number variation and loss of heterozygosity detection: ExomeCNV.

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Review 4.  Sequencing technologies - the next generation.

Authors:  Michael L Metzker
Journal:  Nat Rev Genet       Date:  2009-12-08       Impact factor: 53.242

5.  Matrix-based comparative genomic hybridization: biochips to screen for genomic imbalances.

Authors:  S Solinas-Toldo; S Lampel; S Stilgenbauer; J Nickolenko; A Benner; H Döhner; T Cremer; P Lichter
Journal:  Genes Chromosomes Cancer       Date:  1997-12       Impact factor: 5.006

6.  Discovery and statistical genotyping of copy-number variation from whole-exome sequencing depth.

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Journal:  Am J Hum Genet       Date:  2012-10-05       Impact factor: 11.025

7.  An evaluation of copy number variation detection tools from whole-exome sequencing data.

Authors:  Renjie Tan; Yadong Wang; Sarah E Kleinstein; Yongzhuang Liu; Xiaolin Zhu; Hongzhe Guo; Qinghua Jiang; Andrew S Allen; Mingfu Zhu
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Review 8.  Chromosome aberrations in solid tumors.

Authors:  Donna G Albertson; Colin Collins; Frank McCormick; Joe W Gray
Journal:  Nat Genet       Date:  2003-08       Impact factor: 38.330

9.  Copy number variation detection and genotyping from exome sequence data.

Authors:  Niklas Krumm; Peter H Sudmant; Arthur Ko; Brian J O'Roak; Maika Malig; Bradley P Coe; Aaron R Quinlan; Deborah A Nickerson; Evan E Eichler
Journal:  Genome Res       Date:  2012-05-14       Impact factor: 9.043

Review 10.  Exome sequencing: the sweet spot before whole genomes.

Authors:  Jamie K Teer; James C Mullikin
Journal:  Hum Mol Genet       Date:  2010-08-12       Impact factor: 6.150

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2.  Low-pass genome sequencing-based detection of absence of heterozygosity: validation in clinical cytogenetics.

Authors:  Zirui Dong; Matthew Hoi Kin Chau; Yanyan Zhang; Zhenjun Yang; Mengmeng Shi; Yi Man Wah; Yvonne K Kwok; Tak Yeung Leung; Cynthia C Morton; Kwong Wai Choy
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  2 in total

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