Interplay between Tumor Mutational Burden and Mutational Profile and its effect on overall survival: A Post Hoc Analysis of Metastatic Patients Treated with Immune Checkpoint Inhibitors.
Xavier, C. B.; Guardia, G. D. A.; Lopes, C. D. H.; Awni, B. M.; Campos, E. F.; Alves, J. P. B.; Camargo, A. A.; Galante, P. A. F.; Jardim, D. L. F.
Show abstract
PurposeSolid tumors harboring tumor mutational burden (TMB) [≥] 10 mutations per megabase (mut/Mb) received agnostic approval for pembrolizumab. However, TMB cut-off alone is not a predictor of overall survival (OS). This work aims to analyze the somatic mutational profiles influence in the outcomes of patients with TMB-high tumors treated with immune checkpoint inhibitors (ICIs). MethodsThis post-hoc analysis evaluated clinical and molecular features of 1,661 patients with solid tumors treated with ICIs. We performed OS analysis for TMB thresholds of [≥] 10, [≥] 20, and < 10 mut/Mb. For a TMB [≥] 10mut/Mb cutoff, we assessed OS according to mutational profile. For genes exhibiting a correlation with OS (P < 0.05) at the univariate assessment, we conducted a Cox multivariate analysis adjusted by median TMB, sex, age, microsatellite instability (MSI), and histology. Results1,661 patients were investigated, and 488 harbored a TMB [≥] 10 mut/Mb (29.4%). The median OS was 42 months for TMB [≥] 10 or 20 mut/Mb, and 15 months for TMB < 10 mut/Mb (P < 0.005). In patients harboring TMB [≥] 10mut/Mb, mutations in E2F3 or STK11 were correlated with worse OS, and mutations in NTRK3, PTPRD, RNF43, TENT5C, TET1 or ZFHX3 with better OS. These associations were confirmed by univariate and multivariate analyses (P < 0.05). Melanoma histology and TMB above the median endowed patients with better OS (P < 0.05). MSI status, age, and gender did not have a consistent statistically significant effect on OS ConclusionCombining TMB information and mutation profiles in key cancer genes can be used to better qualify patients for ICI treatment and predict their OS. CONTEXT SUMMARYO_ST_ABSKey objectiveC_ST_ABSTumor mutational burden (TMB) of [≥] 10 mutations per megabase (mut/Mb) grant agnostic indication of pembrolizumab for advanced solid tumors treatment, however a substantial number of patients do not respond to therapy. This work aims to analyze the somatic mutational profiles influence in the outcomes of patients with TMB [≥] 10mut/Mb tumors treated with ICIs. Knowledge generatedMutation profile can modify survival outcomes to ICIs in patients with TMB [≥] 10 mut/Mb. Mutations in E2F3 or STK11 correlate with worse OS, while mutations in NTRK3, PTPRD, RNF43, TENT5C, TET1 or ZFHX3 correlate with better OS in TMB-high patients receiving ICIs. RelevanceWe found that the combination of a high TMB and the somatic mutational profile in key cancer genes can be decisive in better qualify patients for ICI treatment.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Clinical activity of Mitogen-Activated Protein Kinase (MAPK) inhibitors in patients with MAP2K1 (MEK1)-mutated metastatic cancers 96%
- Clinical activity of MAPK targeted therapies in patients with non-V600 BRAF mutant tumors 96%
- Cell-Free Tumor DNA Dominant Clone Allele Frequency (DCAF) Is Associated With Poor Outcomes In Advanced Biliary Cancers Treated With Platinum-Based Chemotherapy 93%
Similar papers in this journal
- Development of a Metastatic Uveal Melanoma Prognostic risk Score (MUMPS) for use in patients receiving immune checkpoint inhibitors 95%
- Machine learning for prediction of immunotherapy efficacy in non-small cell lung cancer from simple clinical and biological data 95%
- KRAS mutations impact clinical outcome in metastatic non-small cell lung cancer 95%
Similar papers in this journal
- Added-value of whole exome and RNA Sequencing in advanced and refractory cancer patients with no molecular-based treatment recommendation based on a 90-gene panel 94%
- COVID-19 Outcomes in Patients with Cancer: Findings from the University of California Health System Database 93%
- Compassionate use of recombinant human IL-7-hyFc as a salvage treatment for restoring lymphopenia in patients with recurrent glioblastoma 93%
Similar papers in this journal
- Circulating tumor fraction analyses with ultra-low pass whole genome sequencing predict response to chemoradiation and recurrence in stage IV small cell carcinoma of the cervix: a longitudinal case study 93%
- Indole 3-acetate and response to therapy in borderline resectable or locally advanced pancreatic cancer 93%
- Analysis of Mutational Profile of Hypopharyngeal and Laryngeal Head and Neck Cancers Identifies KMT2C as a Potential Tumor Suppressor 92%
Similar papers in this journal
- Collateral damage: the impact on cancer outcomes of the COVID-19pandemic 94%
- Reversion and non-reversion mechanisms of resistance to PARP inhibitor or platinum chemotherapy in BRCA1/2-mutant metastatic breast cancer 91%
- Genetic variation within the human papillomavirus type 16 genome is associated with oropharyngeal cancer prognosis 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.