Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples

被引:3462
作者
Cibulskis, Kristian [1 ,2 ]
Lawrence, Michael S. [1 ,2 ]
Carter, Scott L. [1 ,2 ]
Sivachenko, Andrey [1 ,2 ]
Jaffe, David [1 ,2 ]
Sougnez, Carrie [1 ,2 ]
Gabriel, Stacey [1 ,2 ]
Meyerson, Matthew [1 ,2 ,3 ,4 ,5 ]
Lander, Eric S. [1 ,2 ,6 ,7 ]
Getz, Gad [1 ,2 ,8 ,9 ]
机构
[1] Broad Inst Harvard, Cambridge, MA USA
[2] MIT, Cambridge, MA 02139 USA
[3] Dana Farber Canc Inst, Div Med Oncol, Boston, MA 02115 USA
[4] Dana Farber Canc Inst, Div Canc Biol, Boston, MA 02115 USA
[5] Dana Farber Canc Inst, Ctr Canc Genome Discovery, Boston, MA 02115 USA
[6] Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USA
[7] MIT, Dept Biol, Cambridge, MA USA
[8] Massachusetts Gen Hosp, Ctr Canc, Boston, MA USA
[9] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
基金
美国国家卫生研究院;
关键词
EVOLUTION; LANDSCAPE; DISCOVERY; CATALOG; GENOMES;
D O I
10.1038/nbt.2514
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
Detection of somatic point substitutions is a key step in characterizing the cancer genome. However, existing methods typically miss low-allelic-fraction mutations that occur in only a subset of the sequenced cells owing to either tumor heterogeneity or contamination by normal cells. Here we present MuTect, a method that applies a Bayesian classifier to detect somatic mutations with very low allele fractions, requiring only a few supporting reads, followed by carefully tuned filters that ensure high specificity. We also describe benchmarking approaches that use real, rather than simulated, sequencing data to evaluate the sensitivity and specificity as a function of sequencing depth, base quality and allelic fraction. Compared with other methods, MuTect has higher sensitivity with similar specificity, especially for mutations with allelic fractions as low as 0.1 and below, making MuTect particularly useful for studying cancer subclones and their evolution in standard exome and genome sequencing data.
引用
收藏
页码:213 / 219
页数:7
相关论文
共 44 条
  • [1] A map of human genome variation from population-scale sequencing
    Altshuler, David
    Durbin, Richard M.
    Abecasis, Goncalo R.
    Bentley, David R.
    Chakravarti, Aravinda
    Clark, Andrew G.
    Collins, Francis S.
    De la Vega, Francisco M.
    Donnelly, Peter
    Egholm, Michael
    Flicek, Paul
    Gabriel, Stacey B.
    Gibbs, Richard A.
    Knoppers, Bartha M.
    Lander, Eric S.
    Lehrach, Hans
    Mardis, Elaine R.
    McVean, Gil A.
    Nickerson, DebbieA.
    Peltonen, Leena
    Schafer, Alan J.
    Sherry, Stephen T.
    Wang, Jun
    Wilson, Richard K.
    Gibbs, Richard A.
    Deiros, David
    Metzker, Mike
    Muzny, Donna
    Reid, Jeff
    Wheeler, David
    Wang, Jun
    Li, Jingxiang
    Jian, Min
    Li, Guoqing
    Li, Ruiqiang
    Liang, Huiqing
    Tian, Geng
    Wang, Bo
    Wang, Jian
    Wang, Wei
    Yang, Huanming
    Zhang, Xiuqing
    Zheng, Huisong
    Lander, Eric S.
    Altshuler, David L.
    Ambrogio, Lauren
    Bloom, Toby
    Cibulskis, Kristian
    Fennell, Tim J.
    Gabriel, Stacey B.
    [J]. NATURE, 2010, 467 (7319) : 1061 - 1073
  • [2] Sequence analysis of mutations and translocations across breast cancer subtypes
    Banerji, Shantanu
    Cibulskis, Kristian
    Rangel-Escareno, Claudia
    Brown, Kristin K.
    Carter, Scott L.
    Frederick, Abbie M.
    Lawrence, Michael S.
    Sivachenko, Andrey Y.
    Sougnez, Carrie
    Zou, Lihua
    Cortes, Maria L.
    Fernandez-Lopez, Juan C.
    Peng, Shouyong
    Ardlie, Kristin G.
    Auclair, Daniel
    Bautista-Pina, Veronica
    Duke, Fujiko
    Francis, Joshua
    Jung, Joonil
    Maffuz-Aziz, Antonio
    Onofrio, Robert C.
    Parkin, Melissa
    Pho, Nam H.
    Quintanar-Jurado, Valeria
    Ramos, Alex H.
    Rebollar-Vega, Rosa
    Rodriguez-Cuevas, Sergio
    Romero-Cordoba, Sandra L.
    Schumacher, Steven E.
    Stransky, Nicolas
    Thompson, Kristin M.
    Uribe-Figueroa, Laura
    Baselga, Jose
    Beroukhim, Rameen
    Polyak, Kornelia
    Sgroi, Dennis C.
    Richardson, Andrea L.
    Jimenez-Sanchez, Gerardo
    Lander, Eric S.
    Gabriel, Stacey B.
    Garraway, Levi A.
    Golub, Todd R.
    Melendez-Zajgla, Jorge
    Toker, Alex
    Getz, Gad
    Hidalgo-Miranda, Alfredo
    Meyerson, Matthew
    [J]. NATURE, 2012, 486 (7403) : 405 - 409
  • [3] Exome sequencing identifies recurrent SPOP, FOXA1 and MED12 mutations in prostate cancer
    Barbieri, Christopher E.
    Baca, Sylvan C.
    Lawrence, Michael S.
    Demichelis, Francesca
    Blattner, Mirjam
    Theurillat, Jean-Philippe
    White, Thomas A.
    Stojanov, Petar
    Van Allen, Eliezer
    Stransky, Nicolas
    Nickerson, Elizabeth
    Chae, Sung-Suk
    Boysen, Gunther
    Auclair, Daniel
    Onofrio, Robert C.
    Park, Kyung
    Kitabayashi, Naoki
    MacDonald, Theresa Y.
    Sheikh, Karen
    Vuong, Terry
    Guiducci, Candace
    Cibulskis, Kristian
    Sivachenko, Andrey
    Carter, Scott L.
    Saksena, Gordon
    Voet, Douglas
    Hussain, Wasay M.
    Ramos, Alex H.
    Winckler, Wendy
    Redman, Michelle C.
    Ardlie, Kristin
    Tewari, Ashutosh K.
    Mosquera, Juan Miguel
    Rupp, Niels
    Wild, Peter J.
    Moch, Holger
    Morrissey, Colm
    Nelson, Peter S.
    Kantoff, Philip W.
    Gabriel, Stacey B.
    Golub, Todd R.
    Meyerson, Matthew
    Lander, Eric S.
    Getz, Gad
    Rubin, Mark A.
    Garraway, Levi A.
    [J]. NATURE GENETICS, 2012, 44 (06) : 685 - U107
  • [4] Genomic sequencing of colorectal adenocarcinomas identifies a recurrent VTI1A-TCF7L2 fusion
    Bass, Adam J.
    Lawrence, Michael S.
    Brace, Lear E.
    Ramos, Alex H.
    Drier, Yotam
    Cibulskis, Kristian
    Sougnez, Carrie
    Voet, Douglas
    Saksena, Gordon
    Sivachenko, Andrey
    Jing, Rui
    Parkin, Melissa
    Pugh, Trevor
    Verhaak, Roel G.
    Stransky, Nicolas
    Boutin, Adam T.
    Barretina, Jordi
    Solit, David B.
    Vakiani, Evi
    Shao, Wenlin
    Mishina, Yuji
    Warmuth, Markus
    Jimenez, Jose
    Chiang, Derek Y.
    Signoretti, Sabina
    Kaelin, William G., Jr.
    Spardy, Nicole
    Hahn, William C.
    Hoshida, Yujin
    Ogino, Shuji
    DePinho, Ronald A.
    Chin, Lynda
    Garraway, Levi A.
    Fuchs, Charles S.
    Baselga, Jose
    Tabernero, Josep
    Gabriel, Stacey
    Lander, Eric S.
    Getz, Gad
    Meyerson, Matthew
    [J]. NATURE GENETICS, 2011, 43 (10) : 964 - U67
  • [5] Integrated genomic analyses of ovarian carcinoma
    Bell, D.
    Berchuck, A.
    Birrer, M.
    Chien, J.
    Cramer, D. W.
    Dao, F.
    Dhir, R.
    DiSaia, P.
    Gabra, H.
    Glenn, P.
    Godwin, A. K.
    Gross, J.
    Hartmann, L.
    Huang, M.
    Huntsman, D. G.
    Iacocca, M.
    Imielinski, M.
    Kalloger, S.
    Karlan, B. Y.
    Levine, D. A.
    Mills, G. B.
    Morrison, C.
    Mutch, D.
    Olvera, N.
    Orsulic, S.
    Park, K.
    Petrelli, N.
    Rabeno, B.
    Rader, J. S.
    Sikic, B. I.
    Smith-McCune, K.
    Sood, A. K.
    Bowtell, D.
    Penny, R.
    Testa, J. R.
    Chang, K.
    Dinh, H. H.
    Drummond, J. A.
    Fowler, G.
    Gunaratne, P.
    Hawes, A. C.
    Kovar, C. L.
    Lewis, L. R.
    Morgan, M. B.
    Newsham, I. F.
    Santibanez, J.
    Reid, J. G.
    Trevino, L. R.
    Wu, Y. -Q.
    Wang, M.
    [J]. NATURE, 2011, 474 (7353) : 609 - 615
  • [6] Melanoma genome sequencing reveals frequent PREX2 mutations
    Berger, Michael F.
    Hodis, Eran
    Heffernan, Timothy P.
    Deribe, Yonathan Lissanu
    Lawrence, Michael S.
    Protopopov, Alexei
    Ivanova, Elena
    Watson, Ian R.
    Nickerson, Elizabeth
    Ghosh, Papia
    Zhang, Hailei
    Zeid, Rhamy
    Ren, Xiaojia
    Cibulskis, Kristian
    Sivachenko, Andrey Y.
    Wagle, Nikhil
    Sucker, Antje
    Sougnez, Carrie
    Onofrio, Robert
    Ambrogio, Lauren
    Auclair, Daniel
    Fennell, Timothy
    Carter, Scott L.
    Drier, Yotam
    Stojanov, Petar
    Singer, Meredith A.
    Voet, Douglas
    Jing, Rui
    Saksena, Gordon
    Barretina, Jordi
    Ramos, Alex H.
    Pugh, Trevor J.
    Stransky, Nicolas
    Parkin, Melissa
    Winckler, Wendy
    Mahan, Scott
    Ardlie, Kristin
    Baldwin, Jennifer
    Wargo, Jennifer
    Schadendorf, Dirk
    Meyerson, Matthew
    Gabriel, Stacey B.
    Golub, Todd R.
    Wagner, Stephan N.
    Lander, Eric S.
    Getz, Gad
    Chin, Lynda
    Garraway, Levi A.
    [J]. NATURE, 2012, 485 (7399) : 502 - 506
  • [7] The genomic complexity of primary human prostate cancer
    Berger, Michael F.
    Lawrence, Michael S.
    Demichelis, Francesca
    Drier, Yotam
    Cibulskis, Kristian
    Sivachenko, Andrey Y.
    Sboner, Andrea
    Esgueva, Raquel
    Pflueger, Dorothee
    Sougnez, Carrie
    Onofrio, Robert
    Carter, Scott L.
    Park, Kyung
    Habegger, Lukas
    Ambrogio, Lauren
    Fennell, Timothy
    Parkin, Melissa
    Saksena, Gordon
    Voet, Douglas
    Ramos, Alex H.
    Pugh, Trevor J.
    Wilkinson, Jane
    Fisher, Sheila
    Winckler, Wendy
    Mahan, Scott
    Ardlie, Kristin
    Baldwin, Jennifer
    Simons, Jonathan W.
    Kitabayashi, Naoki
    MacDonald, Theresa Y.
    Kantoff, Philip W.
    Chin, Lynda
    Gabriel, Stacey B.
    Gerstein, Mark B.
    Golub, Todd R.
    Meyerson, Matthew
    Tewari, Ashutosh
    Lander, Eric S.
    Getz, Gad
    Rubin, Mark A.
    Garraway, Levi A.
    [J]. NATURE, 2011, 470 (7333) : 214 - 220
  • [8] The patterns and dynamics of genomic instability in metastatic pancreatic cancer
    Campbell, Peter J.
    Yachida, Shinichi
    Mudie, Laura J.
    Stephens, Philip J.
    Pleasance, Erin D.
    Stebbings, Lucy A.
    Morsberger, Laura A.
    Latimer, Calli
    McLaren, Stuart
    Lin, Meng-Lay
    McBride, David J.
    Varela, Ignacio
    Nik-Zainal, Serena A.
    Leroy, Catherine
    Jia, Mingming
    Menzies, Andrew
    Butler, Adam P.
    Teague, Jon W.
    Griffin, Constance A.
    Burton, John
    Swerdlow, Harold
    Quail, Michael A.
    Stratton, Michael R.
    Iacobuzio-Donahue, Christine
    Futreal, P. Andrew
    [J]. NATURE, 2010, 467 (7319) : 1109 - 1113
  • [9] Absolute quantification of somatic DNA alterations in human cancer
    Carter, Scott L.
    Cibulskis, Kristian
    Helman, Elena
    McKenna, Aaron
    Shen, Hui
    Zack, Travis
    Laird, Peter W.
    Onofrio, Robert C.
    Winckler, Wendy
    Weir, Barbara A.
    Beroukhim, Rameen
    Pellman, David
    Levine, Douglas A.
    Lander, Eric S.
    Meyerson, Matthew
    Getz, Gad
    [J]. NATURE BIOTECHNOLOGY, 2012, 30 (05) : 413 - +
  • [10] Initial genome sequencing and analysis of multiple myeloma
    Chapman, Michael A.
    Lawrence, Michael S.
    Keats, Jonathan J.
    Cibulskis, Kristian
    Sougnez, Carrie
    Schinzel, Anna C.
    Harview, Christina L.
    Brunet, Jean-Philippe
    Ahmann, Gregory J.
    Adli, Mazhar
    Anderson, Kenneth C.
    Ardlie, Kristin G.
    Auclair, Daniel
    Baker, Angela
    Bergsagel, P. Leif
    Bernstein, Bradley E.
    Drier, Yotam
    Fonseca, Rafael
    Gabriel, Stacey B.
    Hofmeister, Craig C.
    Jagannath, Sundar
    Jakubowiak, Andrzej J.
    Krishnan, Amrita
    Levy, Joan
    Liefeld, Ted
    Lonial, Sagar
    Mahan, Scott
    Mfuko, Bunmi
    Monti, Stefano
    Perkins, Louise M.
    Onofrio, Robb
    Pugh, Trevor J.
    Rajkumar, S. Vincent
    Ramos, Alex H.
    Siegel, David S.
    Sivachenko, Andrey
    Stewart, A. Keith
    Trudel, Suzanne
    Vij, Ravi
    Voet, Douglas
    Winckler, Wendy
    Zimmerman, Todd
    Carpten, John
    Trent, Jeff
    Hahn, William C.
    Garraway, Levi A.
    Meyerson, Matthew
    Lander, Eric S.
    Getz, Gad
    Golub, Todd R.
    [J]. NATURE, 2011, 471 (7339) : 467 - 472