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Diossy M, Sztupinszki Z, Borcsok J, Krzystanek M, Tisza V, Spisak S, Rusz O, Timar J, Csabai I, Fillinger J, Moldvay J, Pedersen AG, Szuts D, Szallasi Z. A subset of lung cancer cases shows robust signs of homologous recombination deficiency associated genomic mutational signatures. NPJ Precis Oncol 2021; 5:55. [PMID: 34145376 PMCID: PMC8213828 DOI: 10.1038/s41698-021-00199-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 05/28/2021] [Indexed: 01/14/2023] Open
Abstract
PARP inhibitors are approved for the treatment of solid tumor types that frequently harbor alterations in the key homologous recombination (HR) genes, BRCA1/2. Other tumor types, such as lung cancer, may also be HR deficient, but the frequency of such cases is less well characterized. Specific DNA aberration profiles (mutational signatures) are induced by homologous recombination deficiency (HRD) and their presence can be used to assess the presence or absence of HR deficiency in a given tumor biopsy even in the absence of an observed alteration of an HR gene. We derived various HRD-associated mutational signatures from whole-genome and whole-exome sequencing data in the lung adenocarcinoma and lung squamous carcinoma cases from TCGA, and in a patient of ours with stage IVA lung cancer with exceptionally good response to platinum-based therapy, and in lung cancer cell lines. We found that a subset of the investigated cases, both with and without biallelic loss of BRCA1 or BRCA2, showed robust signs of HR deficiency. The extreme platinum responder case also showed a robust HRD-associated genomic mutational profile. HRD-associated mutational signatures were also associated with PARP inhibitor sensitivity in lung cancer cell lines. Consequently, lung cancer cases with HRD, as identified by diagnostic mutational signatures, may benefit from PARP inhibitor therapy.
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Affiliation(s)
- Miklos Diossy
- Department of Health Technology, Section for Bioinformatics, Technical University of Denmark, DTU, Kgs. Lyngby, Denmark
- Danish Cancer Society Research Center, Copenhagen, Denmark
| | | | - Judit Borcsok
- Danish Cancer Society Research Center, Copenhagen, Denmark
| | | | - Viktoria Tisza
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA
| | - Sandor Spisak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Orsolya Rusz
- 2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
| | - Jozsef Timar
- 2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
| | - István Csabai
- Department of Physics of Complex Systems, Eötvös Loránd University, Budapest, Hungary
| | - Janos Fillinger
- Department of Pathology, National Korányi Institute of Pulmonology, Budapest, Hungary
| | - Judit Moldvay
- 2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
- Department of Tumor Biology, National Korányi Institute of Pulmonology-Semmelweis University, Budapest, Hungary
| | - Anders Gorm Pedersen
- Department of Health Technology, Section for Bioinformatics, Technical University of Denmark, DTU, Kgs. Lyngby, Denmark
| | - David Szuts
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Zoltan Szallasi
- Danish Cancer Society Research Center, Copenhagen, Denmark.
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA.
- 2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary.
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Diossy M, Sztupinszki Z, Krzystanek M, Borcsok J, Eklund AC, Csabai I, Pedersen AG, Szallasi Z. Strand Orientation Bias Detector to determine the probability of FFPE sequencing artifacts. Brief Bioinform 2021; 22:6278604. [PMID: 34015811 DOI: 10.1093/bib/bbab186] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 03/11/2021] [Accepted: 04/22/2021] [Indexed: 12/20/2022] Open
Abstract
Formalin-fixed paraffin-embedded tissue, the most common tissue specimen stored in clinical practice, presents challenges in the analysis due to formalin-induced artifacts. Here, we present Strand Orientation Bias Detector (SOBDetector), a flexible computational platform compatible with all the common somatic SNV-calling pipelines, designed to assess the probability whether a given detected mutation is an artifact. The underlying predictor mechanism is based on the posterior distribution of a Bayesian logistic regression model trained on The Cancer Genome Atlas whole exomes. SOBDetector is a freely available cross-platform program, implemented in Java 1.8.
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Affiliation(s)
| | | | | | - Judit Borcsok
- University of Copenhagen and at the Danish Cancer Society, Copenhagen, Denmark
| | | | - István Csabai
- Department of Complex Physics, Eotvos Lorand University, Budapest, Hungary
| | | | - Zoltan Szallasi
- Boston Children's Hospital and Harvard Medical School, Boston, USA
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Sztupinszki Z, Diossy M, Krzystanek M, Borcsok J, Pomerantz MM, Tisza V, Spisak S, Rusz O, Csabai I, Freedman ML, Szallasi Z. Detection of Molecular Signatures of Homologous Recombination Deficiency in Prostate Cancer with or without BRCA1/2 Mutations. Clin Cancer Res 2020; 26:2673-2680. [PMID: 32071115 DOI: 10.1158/1078-0432.ccr-19-2135] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 11/04/2019] [Accepted: 02/14/2020] [Indexed: 12/30/2022]
Abstract
PURPOSE Prostate cancers with mutations in genes involved in homologous recombination (HR), most commonly BRCA2, respond favorably to PARP inhibition and platinum-based chemotherapy. We investigated whether other prostate tumors that do not harbor deleterious mutations in these particular genes can similarly be deficient in HR, likely rendering those sensitive to HR-directed therapies. EXPERIMENTAL DESIGN Homologous recombination deficiency (HRD) levels can be estimated using various mutational signatures derived from next-generation sequencing data. We used this approach on whole-genome sequencing (WGS; n = 311) and whole-exome sequencing (WES) data (n = 498) of both primary and metastatic prostate adenocarcinomas to determine whether prostate cancer cases display clear signs of HRD in somatic tumor biopsies. RESULTS Known BRCA-deficient samples showed all previously described HRD-associated mutational signatures in the WGS data. HRD-associated mutational signatures were also detected in a subset of patients who did not harbor germline or somatic mutations in BRCA1/2 or other HR-related genes. Similar results, albeit with lower sensitivity and accuracy, were also obtained from WES data. CONCLUSIONS These findings may expand the number of cases likely to respond to PARP inhibitor treatment. On the basis of the HR-associated mutational signatures, 5% to 8% of localized prostate cancer cases may be good candidates for PARP-inhibitor treatment (including those with BRCA1/2 mutations).
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Affiliation(s)
| | - Miklos Diossy
- Danish Cancer Society Research Center, Copenhagen, Denmark.,Department of Bio and Health Informatics, Technical University of Denmark, Kemitorvet, Lyngby, Denmark
| | | | - Judit Borcsok
- Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Mark M Pomerantz
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Viktoria Tisza
- Computational Health Informatics Program, Boston Children's Hospital, Boston, Massachusetts
| | - Sandor Spisak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Orsolya Rusz
- 2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
| | - István Csabai
- Department of Physics of Complex Systems, Eötvös Loránd University, Budapest, Hungary
| | - Matthew L Freedman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Zoltan Szallasi
- Danish Cancer Society Research Center, Copenhagen, Denmark. .,Computational Health Informatics Program, Boston Children's Hospital, Boston, Massachusetts.,2nd Department of Pathology, SE NAP, Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
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Sztupinszki Z, Diossy M, Krzystanek M, Borcsok J, Pomerantz M, Tisza V, Spisak S, Rusz O, Csabai I, Freedman M, Szallasi Z. Prevalence of homologous recombination deficiency (HRD)-related signatures indicates that a wider range of prostate cancer patients may benefit from PARP-inhibitor therapy. Ann Oncol 2019. [DOI: 10.1093/annonc/mdz413.051] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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