Detecting the mutational signature of homologous recombination deficiency in clinical samples

被引:201
|
作者
Gulhan, Doga C. [1 ,2 ]
Lee, Jake June-Koo [1 ,2 ]
Melloni, Giorgio E. M. [1 ,2 ]
Cortes-Ciriano, Isidro [1 ,2 ,3 ]
Park, Peter J. [1 ,2 ]
机构
[1] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[2] Harvard Med Sch, Ludwig Ctr Harvard, Boston, MA 02115 USA
[3] Univ Cambridge, Dept Chem, Ctr Mol Informat, Cambridge, England
关键词
MAINTENANCE THERAPY; CANCER; REPAIR; LANDSCAPE; PATTERNS; GENOME; BRCA1; INCREASES; ORGANOIDS; RESOURCE;
D O I
10.1038/s41588-019-0390-2
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Mutations in BRCA1 and/or BRCA2 (BRCA1/2) are the most common indication of deficiency in the homologous recombination (HR) DNA repair pathway. However, recent genome-wide analyses have shown that the same pattern of mutations found in BRCA1/2-mutant tumors is also present in several other tumors. Here, we present a new computational tool called Signature Multivariate Analysis (SigMA), which can be used to accurately detect the mutational signature associated with HR deficiency from targeted gene panels. Whereas previous methods require whole-genome or whole-exome data, our method detects the HR-deficiency signature even from low mutation counts, by using a likelihood-based measure combined with machine-learning techniques. Cell lines that we identify as HR deficient show a significant response to poly (ADP-ribose) polymerase (PARP) inhibitors; patients with ovarian cancer whom we found to be HR deficient show a significantly longer overall survival with platinum regimens. By enabling panel-based identification of mutational signatures, our method substantially increases the number of patients that may be considered for treatments targeting HR deficiency.
引用
收藏
页码:912 / +
页数:11
相关论文
共 50 条
  • [41] Biomarkers for Homologous Recombination Deficiency in Cancer
    Wagener-Ryczek, Svenja
    Merkelbach-Bruse, Sabine
    Siemanowski, Janna
    JOURNAL OF PERSONALIZED MEDICINE, 2021, 11 (07):
  • [42] Homologous recombination deficiency in breast cancer
    Bartl, Thomas
    Farr, Alex
    MEMO-MAGAZINE OF EUROPEAN MEDICAL ONCOLOGY, 2020, 13 (04) : 375 - 379
  • [43] Heart toxicity effects (HTE) of anthracyclines-containing regimens (ACRs) in patients with breast cancer (BC) carrying mutational signature of homologous recombination deficiency (HRD).
    Incorvaia, Lorena
    Fiorino, Alessia
    Carreca, Anna Paola
    Gori, Stefania
    Cinieri, Saverio
    Curigliano, Giuseppe
    Brando, Chiara
    Peri, Marta
    Orlando, Laura
    Russo, Tancredi Didier Bazan
    Gristina, Valerio
    Pedone, Erika
    Bono, Marco
    Galvano, Antonio
    Calo, Valentina
    Novo, Giuseppina
    Badalamenti, Giuseppe
    Bazan, Viviana
    Carreca, Ignazio Ugo
    Russo, Antonio
    JOURNAL OF CLINICAL ONCOLOGY, 2022, 40 (16)
  • [44] Wnt/β-Catenin-Pathway Alterations and Homologous Recombination Deficiency in Cholangiocarcinoma Cell Lines and Clinical Samples: Towards Specific Vulnerabilities
    Scheiter, Alexander
    Hierl, Frederik
    Winkel, Ingrid
    Keil, Felix
    Klier-Richter, Margit
    Coulouarn, Cedric
    Lueke, Florian
    Kandulski, Arne
    Evert, Matthias
    Dietmaier, Wolfgang
    Calvisi, Diego F.
    Utpatel, Kirsten
    JOURNAL OF PERSONALIZED MEDICINE, 2022, 12 (08):
  • [45] Simple vs. comprehensive prediction models of homologous recombination deficiency based on mutational and clinical features in three independent breast cancer datasets
    Tanioka, Maki
    Watanabe, Tomoko
    Honda, Takayuki
    Totsuka, Hirohiko
    Arai, Eri
    Kanai, Yae
    Shiraishi, Kouya
    Tamura, Kenji
    Kohno, Takashi
    CANCER RESEARCH, 2020, 80 (16)
  • [46] Beyond BRCA? clinical utility of homologous recombination deficiency in gastrointestinal cancers.
    Tsang, Erica S.
    Csizmok, Veronika
    Williamson, Laura
    Pleasance, Erin D.
    Topham, James T.
    Karasinska, Joanna
    Titmuss, Emma
    Schrader, Kasmintan A.
    Cafferty, Fergus
    Yip, Stephen
    Tessier-Cloutier, Basile
    Mungall, Karen
    Sun, Sophie
    Lim, Howard John
    Loree, Jonathan M.
    Laskin, Janessa J.
    Marra, Marco A.
    Jones, Steven J. M.
    Schaeffer, David F.
    Renouf, Daniel John
    JOURNAL OF CLINICAL ONCOLOGY, 2021, 39 (03)
  • [47] Optimized detection of homologous recombination deficiency improves the prediction of clinical outcomes in cancer
    Fernando Perez-Villatoro
    Jaana Oikkonen
    Julia Casado
    Anastasiya Chernenko
    Doga C. Gulhan
    Manuela Tumiati
    Yilin Li
    Kari Lavikka
    Sakari Hietanen
    Johanna Hynninen
    Ulla-Maija Haltia
    Jaakko S. Tyrmi
    Hannele Laivuori
    Panagiotis A. Konstantinopoulos
    Sampsa Hautaniemi
    Liisa Kauppi
    Anniina Färkkilä
    npj Precision Oncology, 6
  • [48] Tumor homologous recombination deficiency assays: another step closer to clinical application?
    Shane R Stecklein
    Priyanka Sharma
    Breast Cancer Research, 16
  • [49] Optimized detection of homologous recombination deficiency improves the prediction of clinical outcomes in cancer
    Perez-Villatoro, Fernando
    Oikkonen, Jaana
    Casado, Julia
    Chernenko, Anastasiya
    Gulhan, Doga C.
    Tumiati, Manuela
    Li, Yilin
    Lavikka, Kari
    Hietanen, Sakari
    Hynninen, Johanna
    Haltia, Ulla-Maija
    Tyrmi, Jaakko S.
    Laivuori, Hannele
    Konstantinopoulos, Panagiotis A.
    Hautaniemi, Sampsa
    Kauppi, Liisa
    Farkkila, Anniina
    NPJ PRECISION ONCOLOGY, 2022, 6 (01)
  • [50] Tumor homologous recombination deficiency assays: another step closer to clinical application?
    Stecklein, Shane R.
    Sharma, Priyanka
    BREAST CANCER RESEARCH, 2014, 16 (04):