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Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Tumor mutational burden and survival on immune checkpoint inhibition in >8000 patients across 24 cancer types
David R Gandara1, Neeraj Agarwal2, Shilpa Gupta3
1Department of Medicine, Cancer Ctr So./Division of Hematologic & Oncology, UC Davis, Sacramento, California, USA.
Background:
There is uncertainty around clinical applicability of tumor mutational burden (TMB) across cancer types, in part because of inconsistency between TMB measurements from different platforms. The KEYNOTE 158 trial supported United States Food and Drug Administration (FDA) approval of the Foundation Medicine test (FoundationOneCDx) at TMB≥10 mut/Mb as a companion diagnostic (CDx) for single-agent pembrolizumab in second+line. Using a large real-world dataset with validated survival endpoint data, we evaluated clinical validity of TMB measurement by the test in over 8000 patients across 24 cancer types who received single-agent immune checkpoint inhibitor (ICI).
Methods:
Patients with advanced-stage cancers from 24 cancer types treated with single-agent anti-PD(L)1 therapy in standard-of-care settings were included. Deidentified data from electronic health records from approximately 280 cancer treatment facilities were captured into a clinico-genomic database. This study used the TMB algorithm from the FDA-approved test supporting solid tumor CDx and composite mortality variable validated against the national death index: real-world overall survival (rwOS). Following a prespecified analysis plan, rwOS by TMB level was assessed using Cox PH models adjusted for Eastern Cooperative Oncology Group performance status, prior treatment, microsatellite instability, sex, age, opioid rx pretherapy, and socioeconomic assessment.
Results:
8440 patients met inclusion criteria. Adjusting for aforementioned factors, increasing TMB was significantly associated with rwOS across tumor types; HRs (95% CIs) relative to TMB<5: TMB 5 to <10: 0.95 (0.89 to 1.02), TMB 10 to <20: 0.79 (0.73 to 0.85), TMB≥20: 0.52 (0.47 to 0.58). For individual cancer types with prespecified statistical power, adjusted rwOS comparing TMB≥10 vs TMB<10 significantly favored TMB≥10 in 9 of 10 cancer types. In microsatellite stable subcohorts (except colorectal cancer), TMB≥10 remained associated with enriched ICI benefit. Exploratory assessments of patients receiving ICI+chemotherapy (n=4369) observed more favorable rwOS only in TMB≥20.
Conclusions:
Across >8000 patients treated with single-agent ICI, and within individual cancer types with sufficient power, elevated TMB based on the FDA-approved CDx was associated with more favorable rwOS compared with similar patients with lower TMB levels. This biomarker deserves further clinical investigation to potentially guide the use of immunotherapy in expanded clinical contexts.
Insights
High tumor mutational burden (TMB) is linked to better survival outcomes for cancer patients receiving immunotherapy. This finding supports TMB as a biomarker for guiding cancer treatment decisions.
Area of Science:
- Oncology
- Genomics
- Biomarker Discovery
Background:
- Tumor mutational burden (TMB) measurement consistency varies across platforms, impacting clinical applicability.
- The Foundation Medicine test (FoundationOneCDx) is FDA-approved as a companion diagnostic (CDx) for pembrolizumab at TMB≥10 mut/Mb.
- Real-world data is crucial for validating TMB's clinical utility in diverse cancer types.
Purpose of the Study:
- To evaluate the clinical validity of TMB measurement using the FDA-approved FoundationOneCDx test.
- To assess the association between TMB levels and real-world overall survival (rwOS) in patients treated with single-agent immune checkpoint inhibitors (ICIs).
- To examine TMB's predictive value across 24 different cancer types.
Main Methods:
- Analysis of a large real-world dataset (>8000 patients) with validated survival endpoints.
- Inclusion of patients with advanced-stage cancers treated with single-agent anti-PD(L)1 therapy.
- Statistical assessment using Cox proportional hazards models, adjusting for clinical and demographic factors.
Main Results:
- Elevated TMB (≥10 mut/Mb) was significantly associated with improved rwOS across multiple cancer types.
- Patients with TMB≥20 mut/Mb showed the most favorable survival outcomes (HR 0.52).
- TMB≥10 mut/Mb predicted improved ICI benefit in 9 out of 10 cancer types with sufficient statistical power.
Conclusions:
- The FDA-approved TMB test demonstrates clinical validity, associating higher TMB with better survival in patients receiving single-agent ICI.
- Elevated TMB levels may help guide immunotherapy use in broader clinical settings.
- Further investigation of TMB as a predictive biomarker for immunotherapy response is warranted.
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