A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies

被引:18
作者
Davidson, Philip R. [1 ]
Sherborne, Amy L. [2 ]
Taylor, Barry [3 ]
Nakamura, Alice O. [1 ]
Nakamura, Jean L. [2 ]
机构
[1] Univ Alberta, Dept Finance & Stat Anal, Edmonton, AB T6G 2R3, Canada
[2] Univ Calif San Francisco, Dept Radiat Oncol, San Francisco, CA 94158 USA
[3] Mem Sloan Kettering Canc Ctr, New York, NY 10065 USA
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
关键词
DNA-DAMAGE; NEOPLASMS; INJURY; TUMORS;
D O I
10.1038/s41598-017-07888-0
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
Single nucleotide variants (SNVs) identified in cancer genomes can be de-convolved using non-negative matrix factorization (NMF) into discrete trinucleotide-based mutational signatures indicative of specific cancer-causing processes. The stability of NMF-generated mutational signatures depends upon the numbers of variants available for analysis. In this work, we sought to assess whether data from wellcontrolled mouse models can compensate for scarce human data for some cancer types. High quality sequencing data from radiotherapy-induced cancers is particularly scarce and the mutational processes defining ionizing radiation (IR)-induced mutagenesis in vivo are poorly defined. Here, we combine sequencing data from mouse models of IR-induced malignancies and human IR-induced malignancies. To determine whether the signatures identified from IR-exposed subjects can be differentiated from other mutagenic signatures, we included data from an ultraviolet radiation (UV)-induced human skin cancer and from a mouse model of urethane-induced cancers. NMF distinguished all three mutagens and in the pooled analysis IR was associated with mutational signatures common to both species. These findings illustrate the utility of pooled analysis of mouse and human sequencing data.
引用
收藏
页数:10
相关论文
共 19 条
  • [1] Signatures of mutational processes in human cancer
    Alexandrov, Ludmil B.
    Nik-Zainal, Serena
    Wedge, David C.
    Aparicio, Samuel A. J. R.
    Behjati, Sam
    Biankin, Andrew V.
    Bignell, Graham R.
    Bolli, Niccolo
    Borg, Ake
    Borresen-Dale, Anne-Lise
    Boyault, Sandrine
    Burkhardt, Birgit
    Butler, Adam P.
    Caldas, Carlos
    Davies, Helen R.
    Desmedt, Christine
    Eils, Roland
    Eyfjord, Jorunn Erla
    Foekens, John A.
    Greaves, Mel
    Hosoda, Fumie
    Hutter, Barbara
    Ilicic, Tomislav
    Imbeaud, Sandrine
    Imielinsk, Marcin
    Jaeger, Natalie
    Jones, David T. W.
    Jones, David
    Knappskog, Stian
    Kool, Marcel
    Lakhani, Sunil R.
    Lopez-Otin, Carlos
    Martin, Sancha
    Munshi, Nikhil C.
    Nakamura, Hiromi
    Northcott, Paul A.
    Pajic, Marina
    Papaemmanuil, Elli
    Paradiso, Angelo
    Pearson, John V.
    Puente, Xose S.
    Raine, Keiran
    Ramakrishna, Manasa
    Richardson, Andrea L.
    Richter, Julia
    Rosenstiel, Philip
    Schlesner, Matthias
    Schumacher, Ton N.
    Span, Paul N.
    Teague, Jon W.
    [J]. NATURE, 2013, 500 (7463) : 415 - +
  • [2] Deciphering Signatures of Mutational Processes Operative in Human Cancer
    Alexandrov, Ludmil B.
    Nik-Zainal, Serena
    Wedge, David C.
    Campbell, Peter J.
    Stratton, Michael R.
    [J]. CELL REPORTS, 2013, 3 (01): : 246 - 259
  • [3] Mutational signatures of ionizing radiation in second malignancies
    Behjati, Sam
    Gundem, Gunes
    Wedge, David C.
    Roberts, Nicola D.
    Tarpey, Patrick S.
    Cooke, Susanna L.
    Van Loo, Peter
    Alexandrov, Ludmil B.
    Ramakrishna, Manasa
    Davies, Helen
    Nik-Zainal, Serena
    Hardy, Claire
    Latimer, Calli
    Raine, Keiran M.
    Stebbings, Lucy
    Menzies, Andy
    Jones, David
    Shepherd, Rebecca
    Butler, Adam P.
    Teague, Jon W.
    Jorgensen, Mette
    Khatri, Bhavisha
    Pillay, Nischalan
    Shlien, Adam
    Futreal, P. Andrew
    Badie, Christophe
    McDermott, Ultan
    Bova, G. Steven
    Richardson, Andrea L.
    Flanagan, Adrienne M.
    Stratton, Michael R.
    Campbell, Peter J.
    [J]. NATURE COMMUNICATIONS, 2016, 7
  • [4] Borrego-Soto G, 2015, GENET MOL BIOL, V38, P420
  • [5] Therapy-induced malignant neoplasms in Nf1 mutant mice
    Chao, RC
    Pyzel, U
    Fridlyand, J
    Kuo, YM
    Teel, L
    Haaga, J
    Borowsky, A
    Horvai, A
    Kogan, SC
    Bonifas, J
    Huey, B
    Jacks, TE
    Albertson, DG
    Shannon, KM
    [J]. CANCER CELL, 2005, 8 (04) : 337 - 348
  • [6] Genetically Mediated Nf1 Loss in Mice Promotes Diverse Radiation-Induced Tumors Modeling Second Malignant Neoplasms
    Choi, Grace
    Huang, Brian
    Pinarbasi, Emile
    Braunstein, Steve E.
    Horvai, Andrew E.
    Kogan, Scott
    Bhatia, Smita
    Faddegon, Bruce
    Nakamura, Jean L.
    [J]. CANCER RESEARCH, 2012, 72 (24) : 6425 - 6434
  • [7] Mechanisms underlying mutational signatures in human cancers
    Helleday, Thomas
    Eshtad, Saeed
    Nik-Zainal, Serena
    [J]. NATURE REVIEWS GENETICS, 2014, 15 (09) : 585 - 598
  • [8] Mutational Analysis Reveals the Origin and Therapy-Driven Evolution of Recurrent Glioma
    Johnson, Brett E.
    Mazor, Tali
    Hong, Chibo
    Barnes, Michael
    Aihara, Koki
    McLean, Cory Y.
    Fouse, Shaun D.
    Yamamoto, Shogo
    Ueda, Hiroki
    Tatsuno, Kenji
    Asthana, Saurabh
    Jalbert, Llewellyn E.
    Nelson, Sarah J.
    Bollen, Andrew W.
    Gustafson, W. Clay
    Charron, Elise
    Weiss, William A.
    Smirnov, Ivan V.
    Song, Jun S.
    Olshen, Adam B.
    Cha, Soonmee
    Zhao, Yongjun
    Moore, Richard A.
    Mungall, Andrew J.
    Jones, Steven J. M.
    Hirst, Martin
    Marra, Marco A.
    Saito, Nobuhito
    Aburatani, Hiroyuki
    Mukasa, Akitake
    Berger, Mitchel S.
    Chang, Susan M.
    Taylor, Barry S.
    Costello, Joseph F.
    [J]. SCIENCE, 2014, 343 (6167) : 189 - 193
  • [9] Chromosomally unstable mouse tumours have genomic alterations similar to diverse human cancers
    Maser, Richard S.
    Choudhury, Bhudipa
    Campbell, Peter J.
    Feng, Bin
    Wong, Kwok-Kin
    Protopopov, Alexei
    O'Neil, Jennifer
    Gutierrez, Alejandro
    Ivanova, Elena
    Perna, Ilana
    Lin, Eric
    Mani, Vidya
    Jiang, Shan
    McNamara, Kate
    Zaghlul, Sara
    Edkins, Sarah
    Stevens, Claire
    Brennan, Cameron
    Martin, Eric S.
    Wiedemeyer, Ruprecht
    Kabbarah, Omar
    Nogueira, Cristina
    Histen, Gavin
    Aster, Jon
    Mansour, Marc
    Duke, Veronique
    Foroni, Letizia
    Fielding, Adele K.
    Goldstone, Anthony H.
    Rowe, Jacob M.
    Wang, Yaoqi A.
    Look, A. Thomas
    Stratton, Michael R.
    Chin, Lynda
    Futreal, P. Andrew
    DePinho, Ronald A.
    [J]. NATURE, 2007, 447 (7147) : 966 - U3
  • [10] Molecular nature of radiation injury and DNA repair disorders associated with radiosensitivity
    Masuda, Yuji
    Kamiya, Kenji
    [J]. INTERNATIONAL JOURNAL OF HEMATOLOGY, 2012, 95 (03) : 239 - 245