We concurrently examine the whole genome, transcriptome, methylome, and immune cell infiltrates in baseline tumors from 77 patients with advanced cutaneous melanoma treated with anti-PD-1 with or without anti-CTLA-4. We show that high tumor mutation burden (TMB), neoantigen load, expression of IFN?-related genes, programmed death ligand expression, low PSMB8 methylation (therefore high expression), and T cells in the tumor microenvironment are associated with response to immunotherapy. No specific mutation correlates with therapy response. A multivariable model combining the TMB and IFN?-related gene expression robustly predicts response (89% sensitivity, 53% specificity, area under the curve [AUC], 0.84); tumors with high TMB and a high IFN? signature show the best response to immunotherapy. This model validates in an independent cohort (80% sensitivity, 59% specificity, AUC, 0.79). Except for a JAK3 loss-of-function mutation, for patients who did not respond as predicted there is no obvious biological mechanism that clearly explained their outlier status, consistent with intratumor and intertumor heterogeneity in response to immunotherapy.
Authors | Newell, Felicity; Pires da Silva, Ines; Johansson, Peter A; Menzies, Alexander M; Wilmott, James S; Addala, Venkateswar; Carlino, Matteo S; Rizos, Helen; Nones, Katia; Edwards, Jarem J; Lakis, Vanessa; Kazakoff, Stephen H; Mukhopadhyay, Pamela; Ferguson, Peter M; Leonard, Conrad; Koufariotis, Lambros T; Wood, Scott; Blank, Christian U; Thompson, John F; Spillane, Andrew J; Saw, Robyn P M; Shannon, Kerwin F; Pearson, John V; Mann, Graham J; Hayward, Nicholas K; Scolyer, Richard A; Waddell, Nicola; Long, Georgina V |
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Journal | CANCER CELL |
Pages | 88-102.e7 |
Volume | 40 |
Date | 1/01/2021 |
Grant ID | |
Funding Body | |
URL | http://www.ncbi.nlm.nih.gov/pubmed/?term=10.1016/j.ccell.2021.11.012 |