Characterization of tumor mutation load (TML) in solid tumors.

2017 ◽  
Vol 35 (15_suppl) ◽  
pp. 11517-11517 ◽  
Author(s):  
Mohamed E. Salem ◽  
Joanne Xiu ◽  
Heinz-Josef Lenz ◽  
Michael B. Atkins ◽  
Philip Agop Philip ◽  
...  

11517 Background: Rapid advances in immunotherapy have created a need for biomarkers to improve patient treatment selection. TML is proposed as a potential predictive biomarker due to its association with tumor immunogenicity. Methods: TML was assessed in 8020 tumors from 14 different cancers using somatic nonsynonymous missense mutations sequenced with a 592-gene panel. High TML was set at ≥ 17 mutations per megabase (mt/MB) based on an established concordance ( > 99%) with MSI-High in colorectal cancer (CRC). Results: Mean TML was highest in melanoma (Mel; 21 mt/MB), NSCLC (11 mt/MB), and bladder cancer (BLC; 11 mt/MB), whereas prostate cancer (PC), pancreas adenocarcinoma (PA), and renal cell carcinoma (RCC) had the lowest levels (all 6 mt/MB). High TML was seen most frequently in Mel (36%), NSCLC (15%), BLC (15%), and anal cancer (SCCA; 9%); and least frequently in PA (1.6%) and RCC (0.5%). Primary NSCLC carried lower TML than its brain metastases (11 vs. 16 mt/MB, p < 0.001). Older age was associated with higher TML in Mel (p = 0.001), CRC (p = 0.009), breast cancer (BC; p = 0.01), and NSCLC (p = 0.02). Higher TML was seen in males than in females for Mel (p = 0.002) and NSCLC (p < 0.001). Presence of mutations in oncogenic driver genes such as EGFR, ALK, ROS1 RET fusions, cMET exon 14 skipping correlated with lower TML in NSCLC (6.9 vs. 12 mt/MB, p < 0.001), as did BRAF and NRAS mutations in Mel (17 vs. 26, p = 0.003). Conversely, mutations in tumor suppressor genes such as ARID1A (CRC, NSCLC, and BLC) and NF1 (BC, CRC, Mel, BLC, and NSCLC) were associated with higher TML (p < 0.05). MSI-high was correlated with high TML in CRC and gastric cancers (p < 0.05). Conclusions: TML varied significantly among different cancers. High TML was associated with older age, absence of oncogenic mutations and presence of tumor suppressor gene mutations. Future studies will assess the impact of TML on clinical outcome and establish its role in selecting patients for immunotherapy. [Table: see text]

2008 ◽  
Vol 6 ◽  
pp. CIN.S618 ◽  
Author(s):  
Rachel Karchin ◽  
Mukesh Agarwal ◽  
Andrej Sali ◽  
Fergus Couch ◽  
Mary S. Beattie

Background Missense (amino-acid changing) variants found in cancer predisposition genes often create difficulties when clinically interpreting genetic testing results. Although bioinformatics has developed approaches to predicting the impact of these variants, many of these approaches have not been readily applicable in the clinical setting. Bioinformatics approaches for predicting the impact of these variants have not yet found their footing in clinical practice because 1) interpreting the medical relevance of predictive scores is difficult; 2) the relationship between bioinformatics “predictors” (sequence conservation, protein structure) and cancer susceptibility is not understood. Methodology/Principal Findings We present a computational method that produces a probabilistic likelihood ratio predictive of whether a missense variant impairs protein function. We apply the method to a tumor suppressor gene, BRCA2, whose loss of function is important to cancer susceptibility. Protein likelihood ratios are computed for 229 unclassified variants found in individuals from high-risk breast/ovarian cancer families. We map the variants onto a protein structure model, and suggest that a cluster of predicted deleterious variants in the BRCA2 OB1 domain may destabilize BRCA2 and a protein binding partner, the small acidic protein DSS1. We compare our predictions with variant “re-classifications” provided by Myriad Genetics, a biotechnology company that holds the patent on BRCA2 genetic testing in the U.S., and with classifications made by an established medical genetics model [ 1 ]. Our approach uses bioinformatics data that is independent of these genetics-based classifications and yet shows significant agreement with them. Preliminary results indicate that our method is less likely to make false positive errors than other bioinformatics methods, which were designed to predict the impact of missense mutations in general. Conclusions/Significance Missense mutations are the most common disease-producing genetic variants. We present a fast, scalable bioinformatics method that integrates information about protein sequence, conservation, and structure in a likelihood ratio that can be integrated with medical genetics likelihood ratios. The protein likelihood ratio, together with medical genetics likelihood ratios, can be used by clinicians and counselors to communicate the relevance of a VUS to the individual who has that VUS. The approach described here is generalizable to regions of any tumor suppressor gene that have been structurally determined by X-ray crystallography or for which a protein homology model can be built.


Cancer ◽  
2000 ◽  
Vol 88 (7) ◽  
pp. 1565-1573 ◽  
Author(s):  
Sanjay Katiyar ◽  
Bipin C. Dash ◽  
Varsha Thakur ◽  
Raj C. Guptan ◽  
Shiv K. Sarin ◽  
...  

2021 ◽  
Author(s):  
Judit Jimenez-Sainz ◽  
Joshua Mathew ◽  
Jennifer Garbarino ◽  
Joseph P Eder ◽  
Ryan B Jensen

BRCA2 is a tumor suppressor gene that maintains genome stability by mediating the high fidelity repair of DNA double-strand breaks (DSBs) through homology-directed repair (HDR). Pathogenic mutations in BRCA2 predispose to breast, ovarian, pancreatic, prostate, and other cancers. Mutations in BRCA2 leading to severe protein truncation predict pathogenicity, however, missense mutations with unknown functional consequences, designated Variants of Uncertain Significance (VUS), comprise 60% of BRCA2 sequence changes deposited in clinical databases. Classifying BRCA2 VUS correctly is critical for relaying clinically actionable information to patients concerning future cancer risk or current treatment options. In this study, we identified and biochemically characterized three BRCA2 VUS located in BRC repeats to determine the impact on canonical HDR functions. Two of the germline variants, S1221P and T1980I, map to conserved residues in BRC2 and BRC7, disrupt RAD51 binding, and are diminished in their ability to stabilize RAD51-ssDNA complexes. We provide supporting cellular evidence that S1221P and T1980I are significantly compromised in their response to chemotherapeutics and ionizing radiation. The third variant, T1346I, lies within the spacer region between BRC2 and BRC3 but remains fully functional. We conclude that T1346I has a neutral impact on BRCA2 function, while S1221P and T1980I are hypomorphic alleles that disrupt the ability of BRCA2 to fully engage and stabilize RAD51 nucleoprotein filaments.


2017 ◽  
Vol 6 (2) ◽  
pp. 45 ◽  
Author(s):  
Misato Ogata ◽  
Hironaga Satake ◽  
Takatsugu Ogata ◽  
Yukihiro Imai ◽  
Yukimasa Hatachi ◽  
...  

Erlotinib plus gemcitabine is one of the standard chemotherapies for unresectable pancreatic cancer. Pancreatic cancer has the highest frequency of KRAS gene mutations among human cancers, and some studies suggest that KRAS status might be a predictive biomarker for anti-epidermal growth factor receptor treatment. However, the reliability of this biomarker has not been confirmed. Here, we evaluated the impact of KRAS mutations in pancreatic cancer patients treated with first line gemcitabine-based chemotherapy. 23 patients treated with gemcitabine-based chemotherapy whose KRAS status could be examined from primary or metastatic lesions were enrolled. KRAS mutations were analyzed by sequencing codons 12 and 13. We retrospectively evaluated the correlation between KRAS status, and prognosis and treatment efficacy. Patient characteristics were as follows: median age 68 years, male/female=6/17, PS 0/1=9/14, TNM stage III/IV=1/22, and gemcitabine alone/erlotinib plus gemcitabine=13/10. Among the 23 patients, KRAS codon 12 was mutated in 15, one of whom also had mutation on codon 13. Median progression-free survival (PFS) and overall survival (OS) of all patients were 4.3 months (95% confidence interval (CI): 3.1 to 5.4) and 8.1 months (95% CI: 5.9 to 10.0; events in 96%), respectively. KRAS status showed no association with PFS (p=0.310), OS (p=0.934), or the efficacy of treatment with (p=0.833) or without erlotinib (p=0.478). Thus, in this study, there was no correlation between KRAS status and the efficacy of first line chemotherapy with gemcitabine with or without erlotinib. Identification of a rationale for personalized medicine in pancreatic cancer will require further exploratory prospective studies.


1996 ◽  
Vol 84 (5) ◽  
pp. 847-851 ◽  
Author(s):  
Takehiko Harada ◽  
Richard M. Irving ◽  
John H. Xuereb ◽  
David E. Barton ◽  
David G. Hardy ◽  
...  

✓ The authors investigated the role of somatic mutations of the neurofibromatosis type 2 (NF2) gene in sporadic meningioma. Neurofibromatosis 2 is a dominantly inherited familial tumor syndrome predisposing affected patients to a variety of central nervous system tumors including vestibular schwannoma and meningioma. Neurofibromatosis type 2 is caused by germline mutations in the NF2 tumor suppressor gene. In addition, the authors and others have reported that somatic NF2 gene mutations occur frequently in nonfamilial vestibular schwannoma. In this study, molecular genetic analysis was performed on 23 nonfamilial meningiomas. Paired DNA samples extracted from the blood and tumors of the patients were analyzed for loss of heterozygosity (LOH) in the region of the NF2 gene on chromosome 22 using closely linked DNA markers. The NF2 gene mutations were sought by single-stranded conformation polymorphism analysis and DNA sequencing. Fourteen (61%) of 23 meningiomas showed LOH in the region of the NF2 gene on chromosome 22. Somatic NF2 gene mutations were detected in eight meningiomas (35%) after screening all 17 exons. All tumors with NF2 gene mutations showed simultaneous chromosome 22 LOH. Review of the histopathological findings of the cases studied did not demonstrate any predominance of genetic abnormalities in a particular histological type of meningioma. These results are compatible with the hypothesis that the NF2 gene acts as a tumor suppressor and that its inactivation is important in the pathogenesis of sporadic meningioma.


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