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Burden of Nonsynonymous Mutations among TCGA Cancers and Candidate Immune Checkpoint Inhibitor Responses
Leandro M Colli1, Mitchell J Machiela1, Timothy A Myers1
1Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland.
Abstract:
Immune checkpoint inhibitor treatment represents a promising approach toward treating cancer and has been shown to be effective in a subset of melanoma, non-small cell lung cancer (NSCLC), and kidney cancers. Recent studies have suggested that the number of nonsynonymous mutations (NsM) can be used to select melanoma and NSCLC patients most likely to benefit from checkpoint inhibitor treatment. It is hypothesized that a higher burden of NsM generates novel epitopes and gene products, detected by the immune system as foreign. We conducted an assessment of NsM across 7,757 tumor samples drawn from 26 cancers sequenced in the Cancer Genome Atlas (TCGA) Project to estimate the subset of cancers (both types and fractions thereof) that fit the profile suggested for melanoma and NSCLC. An additional independent set of 613 tumors drawn from 5 cancers were analyzed for replication. An analysis of the receiver operating characteristic curves of published data on checkpoint inhibitor response in melanoma and NSCLC data estimates a cutoff of 192 NsM with 74% sensitivity and 59.3% specificity to discriminate potential clinical benefit. Across the 7,757 samples of TCGA, 16.2% displayed an NsM count that exceeded the threshold of 192. It is notable that more than 30% of bladder, colon, gastric, and endometrial cancers have NsM counts above 192, which was also confirmed in melanoma and NSCLC. Our data could inform the prioritization of tumor types (and subtypes) for possible clinical trials to investigate further indications for effective use of immune checkpoint inhibitors, particularly in adult cancers. Cancer Res; 76(13); 3767-72. ©2016 AACR.
Insights
High nonsynonymous mutations (NsM) predict immune checkpoint inhibitor benefit. Over 16% of cancers in The Cancer Genome Atlas (TCGA) project exceeded this threshold, suggesting broader therapeutic potential.
Area of Science:
- Oncology
- Cancer Genomics
- Immunotherapy
Background:
- Immune checkpoint inhibitors (ICIs) show efficacy in specific cancers like melanoma and NSCLC.
- Nonsynonymous mutations (NsM) are increasingly recognized as biomarkers for ICI response.
- Higher NsM burden may generate neoantigens, enhancing anti-tumor immunity.
Purpose of the Study:
- To assess NsM across diverse cancer types to identify potential candidates for ICI therapy.
- To evaluate if the NsM threshold predictive of ICI response in melanoma and NSCLC applies to other cancers.
Main Methods:
- Analysis of NsM in 7,757 tumor samples from 26 cancer types in The Cancer Genome Atlas (TCGA).
- Replication analysis using an independent set of 613 tumors from 5 cancer types.
- Utilized ROC curve analysis of published data to establish an NsM cutoff for predicting ICI response.
Main Results:
- A cutoff of 192 NsM demonstrated 74% sensitivity and 59.3% specificity for predicting ICI clinical benefit.
- 16.2% of TCGA samples exceeded the 192 NsM threshold.
- Bladder, colon, gastric, and endometrial cancers showed >30% of samples above the 192 NsM threshold, consistent with melanoma and NSCLC.
Conclusions:
- The NsM burden is a potential biomarker for ICI efficacy across a broader range of adult cancers.
- Findings support prioritizing specific cancer types and subtypes for clinical trials investigating ICIs.
- This research may guide the expansion of ICI therapy to new patient populations.
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