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Snyder A, Makarov V, Merghoub T, Yuan J, Zaretsky JM, Desrichard A, Walsh LA, Postow MA, Wong P, Ho TS, Hollmann TJ, Bruggeman C, Kannan K, Li Y, Elipenahli C, Liu C, Harbison CT, Wang L, Ribas A, Wolchok JD, Chan TA. Genetic basis for clinical response to CTLA-4 blockade in melanoma. N Engl J Med 2014; 371:2189-2199. [PMID: 25409260 PMCID: PMC4315319 DOI: 10.1056/nejmoa1406498] [Citation(s) in RCA: 3256] [Impact Index Per Article: 325.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Immune checkpoint inhibitors are effective cancer treatments, but molecular determinants of clinical benefit are unknown. Ipilimumab and tremelimumab are antibodies against cytotoxic T-lymphocyte antigen 4 (CTLA-4). Anti-CTLA-4 treatment prolongs overall survival in patients with melanoma. CTLA-4 blockade activates T cells and enables them to destroy tumor cells. METHODS We obtained tumor tissue from patients with melanoma who were treated with ipilimumab or tremelimumab. Whole-exome sequencing was performed on tumors and matched blood samples. Somatic mutations and candidate neoantigens generated from these mutations were characterized. Neoantigen peptides were tested for the ability to activate lymphocytes from ipilimumab-treated patients. RESULTS Malignant melanoma exomes from 64 patients treated with CTLA-4 blockade were characterized with the use of massively parallel sequencing. A discovery set consisted of 11 patients who derived a long-term clinical benefit and 14 patients who derived a minimal benefit or no benefit. Mutational load was associated with the degree of clinical benefit (P=0.01) but alone was not sufficient to predict benefit. Using genomewide somatic neoepitope analysis and patient-specific HLA typing, we identified candidate tumor neoantigens for each patient. We elucidated a neoantigen landscape that is specifically present in tumors with a strong response to CTLA-4 blockade. We validated this signature in a second set of 39 patients with melanoma who were treated with anti-CTLA-4 antibodies. Predicted neoantigens activated T cells from the patients treated with ipilimumab. CONCLUSIONS These findings define a genetic basis for benefit from CTLA-4 blockade in melanoma and provide a rationale for examining exomes of patients for whom anti-CTLA-4 agents are being considered. (Funded by the Frederick Adler Fund and others.).
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Affiliation(s)
- Alexandra Snyder
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Vladimir Makarov
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Taha Merghoub
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Jianda Yuan
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Jesse M Zaretsky
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Alexis Desrichard
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Logan A Walsh
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Michael A Postow
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Phillip Wong
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Teresa S Ho
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Travis J Hollmann
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Cameron Bruggeman
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Kasthuri Kannan
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Yanyun Li
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Ceyhan Elipenahli
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Cailian Liu
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Christopher T Harbison
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Lisu Wang
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Antoni Ribas
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Jedd D Wolchok
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
| | - Timothy A Chan
- Department of Medicine (A.S., T.M., M.A.P., J.D.W.), Human Oncology and Pathogenesis Program (A.S., V.M., A.D., L.A.W., K.K., T.A.C.), Swim across America-Ludwig Collaborative Research Laboratory (T.M., Y.L., C.E., C.L., J.D.W.), Department of Radiation Oncology (T.A.C.), Department of Pathology (T.J.H.), and Immunology Program, Ludwig Center for Cancer Immunotherapy (J.Y., P.W., T.S.H., J.D.W.), Memorial Sloan Kettering Cancer Center; Weill Cornell Medical College (A.S., M.A.P., J.D.W., T.A.C.); and Department of Mathematics, Columbia University (C.B.) - all in New York; the Department of Molecular and Medical Pharmacology (J.M.Z., A.R.) and the Department of Medicine, Division of Hematology-Oncology, Jonsson Comprehensive Cancer Center (A.R.), University of California, Los Angeles, Los Angeles; and Bristol-Myers Squibb, Princeton, NJ (C.T.H., L.W.)
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