Absolute quantification of somatic DNA alterations in human cancer

被引:1444
作者
Carter, Scott L. [1 ,2 ]
Cibulskis, Kristian [1 ]
Helman, Elena [1 ,2 ]
McKenna, Aaron [1 ]
Shen, Hui [3 ]
Zack, Travis [4 ,5 ,6 ,7 ]
Laird, Peter W. [3 ]
Onofrio, Robert C. [1 ]
Winckler, Wendy [1 ]
Weir, Barbara A. [1 ]
Beroukhim, Rameen [1 ,5 ,6 ,7 ,8 ]
Pellman, David [9 ]
Levine, Douglas A. [10 ]
Lander, Eric S. [1 ,11 ,12 ]
Meyerson, Matthew [1 ,5 ,6 ,7 ]
Getz, Gad [1 ]
机构
[1] Broad Inst Harvard & MIT, Cambridge, MA 02142 USA
[2] MIT, Div Hlth Sci & Technol, Cambridge, MA 02139 USA
[3] Univ So Calif, Keck Sch Med, USC Epigenome Ctr, Los Angeles, CA 90033 USA
[4] Harvard Univ, Biophys Program, Cambridge, MA 02138 USA
[5] Dana Farber Canc Inst, Div Med Oncol, Boston, MA 02115 USA
[6] Dana Farber Canc Inst, Div Canc Biol, Boston, MA 02115 USA
[7] Dana Farber Canc Inst, Ctr Canc Genome Discovery, Boston, MA 02115 USA
[8] Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
[9] Harvard Univ, Childrens Hosp, Dana Farber Canc Inst,Dept Cell Biol, Howard Hughes Med Inst,Dept Pediat Oncol,Sch Med, Boston, MA 02115 USA
[10] Mem Sloan Kettering Canc Ctr, Dept Surg, Gynecol Serv, New York, NY 10021 USA
[11] Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USA
[12] MIT, Dept Biol, Cambridge, MA USA
基金
美国国家卫生研究院;
关键词
COMPARATIVE GENOMIC HYBRIDIZATION; COPY-NUMBER ALTERATION; NUCLEOTIDE POLYMORPHISM ARRAYS; HIGH-RESOLUTION ANALYSIS; ACUTE MYELOID-LEUKEMIA; CHROMOSOMAL INSTABILITY; GENETIC EVOLUTION; PROSTATE-CANCER; TUMOR SAMPLES; SOLID TUMORS;
D O I
10.1038/nbt.2203
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We describe a computational method that infers tumor purity and malignant cell ploidy directly from analysis of somatic DNA alterations. The method, named ABSOLUTE, can detect subclonal heterogeneity and somatic homozygosity, and it can calculate statistical sensitivity for detection of specific aberrations. We used ABSOLUTE to analyze exome sequencing data from 214 ovarian carcinoma tumor-normal pairs. This analysis identified both pervasive subclonal somatic point-mutations and a small subset of predominantly clonal and homozygous mutations, which were overrepresented in the tumor suppressor genes TP53 and NF1 and in a candidate tumor suppressor gene CDK12. We also used ABSOLUTE to infer absolute allelic copy-number profiles from 3,155 diverse cancer specimens, revealing that genome-doubling events are common in human cancer, likely occur in cells that are already aneuploid, and influence pathways of tumor progression (for example, with recessive inactivation of NF1 being less common after genome doubling). ABSOLUTE will facilitate the design of clinical sequencing studies and studies of cancer genome evolution and intra-tumor heterogeneity.
引用
收藏
页码:413 / +
页数:14
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