Home LiteratureArticle Details
PMID: 27270079 Published · ppublish English Journal Article

FACETS: allele-specific copy number and clonal heterogeneity analysis tool for high-throughput DNA sequencing.

Nucleic acids research ·Vol. 44 ·No. 16 ·2016-00-19 ·Pages e131

Shen R, Seshan VE

Abstract

Allele-specific copy number analysis (ASCN) from next generation sequencing (NGS) data can greatly extend the utility of NGS beyond the identification of mutations to precisely annotate the genome for the detection of homozygous/heterozygous deletions, copy-neutral loss-of-heterozygosity (LOH), allele-specific gains/amplifications. In addition, as targeted gene panels are increasingly used in clinical sequencing studies for the detection of 'actionable' mutations and copy number alterations to guide treatment decisions, accurate, tumor purity-, ploidy- and clonal heterogeneity-adjusted integer copy number calls are greatly needed to more reliably interpret NGS-based cancer gene copy number data in the context of clinical sequencing. We developed FACETS, an ASCN tool and open-source software with a broad application to whole genome, whole-exome, as well as targeted panel sequencing platforms. It is a fully integrated stand-alone pipeline that includes sequencing BAM file post-processing, joint segmentation of total- and allele-specific read counts, and integer copy number calls corrected for tumor purity, ploidy and clonal heterogeneity, with comprehensive output and integrated visualization. We demonstrate the application of FACETS using The Cancer Genome Atlas (TCGA) whole-exome sequencing of lung adenocarcinoma samples. We also demonstrate its application to a clinical sequencing platform based on a targeted gene panel.

MeSH Terms
Adenocarcinoma/genetics Adenocarcinoma of Lung Algorithms Alleles Clone Cells DNA Copy Number Variations/genetics Databases, Nucleic Acid Exome/genetics Gene Dosage Genetic Heterogeneity High-Throughput Nucleotide Sequencing/methods Humans Loss of Heterozygosity/genetics Lung Neoplasms/genetics Sequence Analysis, DNA
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Shen Ronglai
Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, NY 10065, USA shenr@mskcc.org.
Seshan Venkatraman E
Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, NY 10065, USA seshanv@mskcc.org.
References (20)
20 references, click to expand
  1. Circular binary segmentation for the analysis of array-based DNA copy number data.
    Biostatistics. 2004 Oct;5(4):557-72 PMID: 15475419
  2. Distribution of human SNPs and its effect on high-throughput genotyping.
    Hum Mutat. 2006 Mar;27(3):249-54 PMID: 16425292
  3. A faster circular binary segmentation algorithm for the analysis of array CGH data.
    Bioinformatics. 2007 Mar 15;23(6):657-63 PMID: 17234643
  4. Integrated study of copy number states and genotype calls using high-density SNP arrays.
    Nucleic Acids Res. 2009 Sep;37(16):5365-77 PMID: 19581427
  5. Effect of read-mapping biases on detecting allele-specific expression from RNA-sequencing data.
    Bioinformatics. 2009 Dec 15;25(24):3207-12 PMID: 19808877
  6. Allele-specific copy number analysis of tumors.
    Proc Natl Acad Sci U S A. 2010 Sep 28;107(39):16910-5 PMID: 20837533
  7. A statistical approach for detecting genomic aberrations in heterogeneous tumor samples from single nucleotide polymorphism genotyping data.
    Genome Biol. 2010;11(9):R92 PMID: 20858232
  8. Exome sequencing-based copy-number variation and loss of heterozygosity detection: ExomeCNV.
    Bioinformatics. 2011 Oct 1;27(19):2648-54 PMID: 21828086
  9. Allele-specific copy number analysis of tumor samples with aneuploidy and tumor heterogeneity.
    Genome Biol. 2011 Oct 24;12(10):R108 PMID: 22023820
  10. Absolute quantification of somatic DNA alterations in human cancer.
    Nat Biotechnol. 2012 May;30(5):413-21 PMID: 22544022
  11. Patchwork: allele-specific copy number analysis of whole-genome sequenced tumor tissue.
    Genome Biol. 2013 Mar 25;14(3):R24 PMID: 23531354
  12. THetA: inferring intra-tumor heterogeneity from high-throughput DNA sequencing data.
    Genome Biol. 2013 Jul 29;14(7):R80 PMID: 23895164
  13. Pan-cancer patterns of somatic copy number alteration.
    Nat Genet. 2013 Oct;45(10):1134-40 PMID: 24071852
  14. SomatiCA: identifying, characterizing and quantifying somatic copy number aberrations from cancer genome sequencing data.
    PLoS One. 2013 Nov 12;8(11):e78143 PMID: 24265680
  15. Deconvolving tumor purity and ploidy by integrating copy number alterations and loss of heterozygosity.
    Bioinformatics. 2014 Aug 1;30(15):2121-9 PMID: 24695406
  16. TITAN: inference of copy number architectures in clonal cell populations from tumor whole-genome sequence data.
    Genome Res. 2014 Nov;24(11):1881-93 PMID: 25060187
  17. The somatic genomic landscape of chromophobe renal cell carcinoma.
    Cancer Cell. 2014 Sep 8;26(3):319-330 PMID: 25155756
  18. Allele-specific copy number profiling by next-generation DNA sequencing.
    Nucleic Acids Res. 2015 Feb 27;43(4):e23 PMID: 25477383
  19. Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT): A Hybridization Capture-Based Next-Generation Sequencing Clinical Assay for Solid Tumor Molecular Oncology.
    J Mol Diagn. 2015 May;17(3):251-64 PMID: 25801821
  20. Next-Generation Sequencing of Stage IV Squamous Cell Lung Cancers Reveals an Association of PI3K Aberrations and Evidence of Clonal Heterogeneity in Patients with Brain Metastases.
    Cancer Discov. 2015 Jun;5(6):610-21 PMID: 25929848
Article Info
Journal
Nucleic acids research
Abbr.
Nucleic Acids Res
ISSN
1362-4962
Published
2016-00-19
Epub
2016-00-07
Pages
e131
Language
English
Region
England
NLM ID
0411011
PMCID
PMC5027494
Subset
IM
Grants
NCI NIH HHS · P01 CA129243 · United States
NCI NIH HHS · P30 CA008748 · United States
NCI NIH HHS · R01 CA163251 · United States
NCI NIH HHS · R21 CA195365 · United States
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com