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Khiabanian H, Hirshfield KM, Goldfinger M, Bird S, Stein M, Aisner J, Toppmeyer D, Wong S, Chan N, Dhar K, Gheeya J, Vig H, Hadigol M, Pavlick D, Ansari S, Ali S, Xia B, Rodriguez-Rodriguez L, Ganesan S. Inference of Germline Mutational Status and Evaluation of Loss of Heterozygosity in High-Depth, Tumor-Only Sequencing Data. JCO Precis Oncol 2018; 2018:PO.17.00148. [PMID: 30246169 PMCID: PMC6148761 DOI: 10.1200/po.17.00148] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
PURPOSE Inherited germline defects are implicated in up to 10% of human tumors, with particularly well-known roles in breast and ovarian cancers that harbor BRCA1/2-mutated genes. There is also increasing evidence for the role of germline alterations in other malignancies such as colon and pancreatic cancers. Mutations in familial cancer genes can be detected by high throughput sequencing (HTS), when applied to formalin-fixed paraffin-embedded (FFPE) tumor specimens. However, due to often lack of patient-matched control normal DNA and/or low tumor purity, there is limited ability to determine the genomic status of these alterations (germline versus somatic) and to assess the presence of loss of heterozygosity (LOH). These analyses, especially when applied to genes such as BRCA1/2, can have significant clinical implications for patient care. METHODS LOHGIC (LOH-Germline Inference Calculator) is a statistical model selection method to determine somatic-versus-germline status and predict LOH for mutations identified via clinical grade, high-depth, hybrid-capture tumor-only sequencing. LOHGIC incorporates statistical uncertainties inherent to HTS as well as specimen biases in tumor purity estimates, which we use to assess BRCA1/2 mutations in 1,636 specimens sequenced at Rutgers Cancer Institute of New Jersey. RESULTS Evaluation of LOHGIC with available germline sequencing from BRCA1/2 testing, demonstrates 93% accuracy, 100% precision, and 96% recall. This analysis highlights a differential tumor spectrum associated with BRCA1/2 mutations. CONCLUSION LOHGIC can assess LOH status for both germline and somatic mutations. It also can be applied to any gene with candidate, inherited mutations. This approach demonstrates the clinical utility of targeted sequencing in both identifying patients with potential germline alterations in tumor suppressor genes as well as estimating LOH occurrence in cancer cells, which may confer therapeutic relevance.
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Affiliation(s)
- Hossein Khiabanian
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Kim M. Hirshfield
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Mendel Goldfinger
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Simon Bird
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Mark Stein
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Joseph Aisner
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Deborah Toppmeyer
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Serena Wong
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Nancy Chan
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Kalyani Dhar
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Jinesh Gheeya
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Hetal Vig
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Mohammad Hadigol
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Dean Pavlick
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Sepand Ansari
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Siraj Ali
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Bing Xia
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Lorna Rodriguez-Rodriguez
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
| | - Shridar Ganesan
- Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Simon Bird, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Kalyani Dhar, Jinesh Gheeya, Hetal Vig, Mohammad Hadigol, Sepand Ansari, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Cancer Institute of New Jersey, Rutgers University; Hossein Khiabanian, Kim M. Hirshfield, Mendel Goldfinger, Mark Stein, Joseph Aisner, Deborah Toppmeyer, Serena Wong, Nancy Chan, Bing Xia, Lorna Rodriguez-Rodriguez, and Shridar Ganesan, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ; and Dean Pavlick and Siraj Ali, Foundation Medicine, Cambridge, MA
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