1
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Hornstein NJ, Zeineddine MA, Gunes BB, Pellatt AJ, Knafl M, Zhu H, Willett AF, Yousef A, Liu S, Sun R, Futreal A, Woodman SE, Taggart MW, Overman MJ, Halperin DM, Raghav KP, Shen JP. Efficacy and safety of atezolizumab and bevacizumab in appendiceal adenocarcinoma. Cancer Res Commun 2024:745187. [PMID: 38709066 DOI: 10.1158/2767-9764.crc-24-0019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 03/27/2024] [Accepted: 04/30/2024] [Indexed: 05/07/2024]
Abstract
PURPOSE Appendiceal Adenocarcinoma (AA) remains an orphan disease with limited treatment options for patients unable to undergo surgical resection. Evidence supporting the efficacy of combined VEGF and PD-1 inhibition in other tumor types provided a compelling rationale for investigating this combination in AA, where immune checkpoint inhibitors (ICIs) have not been previously explored. PATIENTS AND METHODS We conducted a prospective, single arm phase 2 study evaluating efficacy and safety of atezolizumab in conjunction with bevacizumab (Atezo+Bev) in advanced, unresectable AA. RESULTS Patients treated with the Atezo+Bev combination had 100% disease control rate (1 PR, 15 SD) with progression free survival (PFS) of 18.3 months and overall survival not-yet-reached with median duration of follow up of 40 months. These survival intervals were significantly longer relative to a clinically and molecularly matched synthetic control cohort treated with cytotoxic chemotherapy designed for colorectal cancer (PFS of 4.4 months, p = .041). CONCLUSIONS In light of recent data demonstrating a lack of efficacy of 5-FU based chemotherapy, Atezo+Bev is a promising treatment option for patients with low-grade unresectable AA; further study is warranted.
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Affiliation(s)
- Nicholas J Hornstein
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | | | - Betul B Gunes
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | - Andrew J Pellatt
- The University of Texas MD Anderson Cancer Center, Houston, United States
| | - Mark Knafl
- University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Haifeng Zhu
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | - Anneleis F Willett
- University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Abdelrahman Yousef
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | - Suyu Liu
- The University of Texas MD Anderson Cancer Center, houston, TX, United States
| | - Ryan Sun
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Andrew Futreal
- The University of Texas MD Anderson Cancer Center, Houston, United States
| | - Scott E Woodman
- University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Melissa W Taggart
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Michael J Overman
- University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Daniel M Halperin
- University of Texas MD Anderson Cancer Center, Houston, United States
| | - Kanwal P Raghav
- University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - John Paul Shen
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
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2
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de Sousa LG, Liu S, Bhosale P, Altan M, Darbonne W, Schulze K, Dervin S, Yun C, Mahvash A, Verma A, Futreal A, Gite S, Cuentas EP, Cho WC, Wistuba I, Yao JC, Woodman SE, Halperin DM, Ferrarotto R. Atezolizumab plus bevacizumab in advanced Merkel cell carcinoma: A prospective study. Oral Oncol 2024; 151:106747. [PMID: 38460288 DOI: 10.1016/j.oraloncology.2024.106747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 03/05/2024] [Indexed: 03/11/2024]
Affiliation(s)
- L Guimaraes de Sousa
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - S Liu
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - P Bhosale
- Department of Abdominal Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - M Altan
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - W Darbonne
- Roche/Genentech, South San Francisco, CA, USA
| | - K Schulze
- Roche/Genentech, South San Francisco, CA, USA
| | - S Dervin
- Roche/Genentech, South San Francisco, CA, USA
| | - C Yun
- Roche/Genentech, South San Francisco, CA, USA
| | - A Mahvash
- Department of Interventional Radiology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - A Verma
- Department of Pathology, Yale-New Haven Hospital, New Haven, CT, USA
| | - A Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - S Gite
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - E Parra Cuentas
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - W C Cho
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - J C Yao
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - S E Woodman
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - D M Halperin
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| | - R Ferrarotto
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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3
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Qin K, Wang K, Li S, Hong L, Padmakumar P, Waree R, Hubert SM, Le X, Vokes N, Rai K, Vaporciyan A, Gibbons DL, Heymach JV, Lee JJ, Woodman SE, Chung C, Jaffray DA, Altan M, Lou Y, Zhang J. Clinical Benefit from Docetaxel +/- Ramucirumab Is Not Associated with Mutation Status in Metastatic Non-Small-Cell Lung Cancer Patients Who Progressed on Platinum Doublets and Immunotherapy. Cancers (Basel) 2024; 16:935. [PMID: 38473297 PMCID: PMC10931294 DOI: 10.3390/cancers16050935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 02/07/2024] [Accepted: 02/21/2024] [Indexed: 03/14/2024] Open
Abstract
Docetaxel +/- ramucirumab remains the standard-of-care therapy for patients with metastatic non-small-cell lung cancer (NSCLC) after progression on platinum doublets and immune checkpoint inhibitors (ICIs). The aim of our study was to investigate whether the cancer gene mutation status was associated with clinical benefits from docetaxel +/- ramucirumab. We also investigated whether platinum/taxane-based regimens offered a better clinical benefit in this patient population. A total of 454 patients were analyzed (docetaxel +/- ramucirumab n=381; platinum/taxane-based regimens n=73). Progression-free survival (PFS) and overall survival (OS) were compared among different subpopulations with different cancer gene mutations and between patients who received docetaxel +/- ramucirumab versus platinum/taxane-based regimens. Among patients who received docetaxel +/- ramucirumab, the top mutated cancer genes included TP53 (n=167), KRAS (n=127), EGFR (n=65), STK11 (n=32), ERBB2 (HER2) (n=26), etc. None of these cancer gene mutations or PD-L1 expression was associated with PFS or OS. Platinum/taxane-based regimens were associated with a significantly longer mQS (13.00 m, 95% Cl: 11.20-14.80 m versus 8.40 m, 95% Cl: 7.12-9.68 m, LogRank P=0.019) than docetaxel +/- ramcirumab. Key prognostic factors including age, histology, and performance status were not different between these two groups. In conclusion, in patients with metastatic NSCLC who have progressed on platinum doublets and ICIs, the clinical benefit from docetaxel +/- ramucirumab is not associated with the cancer gene mutation status. Platinum/taxane-based regimens may offer a superior clinical benefit over docetaxel +/- ramucirumab in this patient population.
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Affiliation(s)
- Kang Qin
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Kaiwen Wang
- Division of Pharmacy, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Shenduo Li
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA;
| | - Lingzhi Hong
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
- Department of Imaging Physics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Priyadharshini Padmakumar
- Department of Enterprise Data Engineering and Analytics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Rinsurongkawong Waree
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Shawna M. Hubert
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Xiuning Le
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Natalie Vokes
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Kunal Rai
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Ara Vaporciyan
- Department of Thoracic and Cardiovascular Surgery, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Don L. Gibbons
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - John V. Heymach
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - J. Jack Lee
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Caroline Chung
- Department of Radiation Oncology and Diagnostic Imaging, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
- Institute for Data Science in Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - David A. Jaffray
- Department of Imaging Physics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
- Institute for Data Science in Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mehmet Altan
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
| | - Yanyan Lou
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA;
| | - Jianjun Zhang
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (K.Q.); (L.H.); (R.W.); (S.M.H.); (X.L.); (N.V.); (D.L.G.); (J.V.H.); (M.A.)
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
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Lim B, Alexander A, Willey JS, Sun H, Liu S, Patel AB, Parra ER, Haymaker C, Soto LS, Serrano A, Sun B, Lima CFP, Tamegnon A, Pandurengan RK, Douse D, Lan J, Raja L, Chu R, Knafl M, Woodman SE, Zhu H, Shulze K, Fedenko K, Darbonne W, Ueno NT, Valero V. Abstract P4-08-19: Biomarker analysis: Multi-omics elucidation of Cohort 1 from a phase II study of a triple combination of Atezolizumab + cobimetinib + eribulin in patients with metastatic inflammatory breast cancer. Cancer Res 2023. [DOI: 10.1158/1538-7445.sabcs22-p4-08-19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
Abstract
Abstract
Background: Inflammatory breast cancer (IBC) is a rare but aggressive tumor type accounting for up to 10% of breast cancer deaths. One-third of IBCs express high PD-L1 that can be targeted by atezolizumab (Az). MEK inhibitor cobimetinib (Co) not only inhibits the RAS-MAPK pathway but can further enhance immune-mediated killing. Thus, we hypothesize that Az+Co may enhance the efficacy of chemotherapy in metastatic IBC (mIBC). We opened a trial to test this hypothesis with a comprehensive multi-omics biomarker assessment. Patients and Methods: In a single-center, open-label phase II study, cohort 1 received one cycle of Az+ Co, followed by four cycles of Az+Co+eribulin (E) to induce a maximum clinical response, followed by Az+Co maintenance. Pre and Post one cycle of Az+Co tumors were collected for immunohistochemistry (IHC), multiplex immunofluorescence (mIF), whole-exome sequencing (WES), and RNA sequencing (RNAseq). Blood was collected for circulating tumor DNA (ctDNA). Results: Seventeen patients were enrolled in cohort 1. Seven had PR, and three had SD as the best responses. Fourteen had pre, and six had pre/post tumors. The levels of PD-L1 expression at pre/post were not associated with responses. WES revealed the median tumor mutation burden at pre- was 9mt/Mb. More than 50% had TP53 and PI3K pathway mutations at pre. RTK-RAS and Notch pathways were altered in 4/9 cases. PRDM9 and DPY19L2 single-gene mutations were commonly noted in pre. No cancer-associated gene aberration, including potential biomarkers of anti-PDL1 agent response was associated with clinical outcomes. Transcriptomic gene set enrichment analysis demonstrated a greater degree of TNFa and TGFb signaling, Oxphos, angiogenesis, and epithelial-to-mesenchymal transition (EMT) processes in tumors from patients with poor response. Immune profiling by RNAseq revealed two responders to have elevated effector memory T cells, NK T cells, myeloid dendritic cells, and M1 macrophage signatures in pre-samples, but post-samples were not available. mIF confirmed a higher frequency of NK-T cells. The ctDNA analysis from serially collected blood samples is ongoing. Discussion: In this comprehensive multi-omics analysis of pre-and-post-Az+Co, we observed several novel findings, while conventional biomarkers for Az and Co did not correlate with clinical responses. EMT, Oxphos, Notch, and chronic inflammation pathways, which are not previously well reported, were observed in this IBC cohort. These markers warrant further validation to see if they carry significance as therapeutic targets in IBC.
Citation Format: Bora Lim, Angela Alexander, Jie S. Willey, Huiming Sun, Suyu Liu, Anisha B. Patel, Edwin Roger Parra, Cara Haymaker, Luisa Solis Soto, Alejandra Serrano, Baohua Sun, Cibelle Freitas Pinto Lima, Auriole Tamegnon, Renganayaki K. Pandurengan, Dzifa Douse, Jessica Lan, Luthra Raja, Randy Chu, Mark Knafl, Scott E. Woodman, Haifeng Zhu, Katja Shulze, Katherine Fedenko, Walter Darbonne, Naoto T. Ueno, Vicente Valero. Biomarker analysis: Multi-omics elucidation of Cohort 1 from a phase II study of a triple combination of Atezolizumab + cobimetinib + eribulin in patients with metastatic inflammatory breast cancer. [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P4-08-19.
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Affiliation(s)
- Bora Lim
- 1Baylor College of Medicine, Houston, TX
| | | | | | - Huiming Sun
- 4The University of Texas MD Anderson Cancer Center
| | - Suyu Liu
- 5The University of Texas MD Anderson Cancer Center, Texas
| | | | | | | | | | | | - Baohua Sun
- 11The University of Texas MD Anderson Cancer Center
| | | | | | | | - Dzifa Douse
- 15The University of Texas MD Anderson Cancer Center
| | - Jessica Lan
- 16The University of Texas MD Anderson Cancer Center
| | - Luthra Raja
- 17The University of Texas MD Anderson Cancer Center
| | - Randy Chu
- 18The University of Texas MD Anderson Cancer Center
| | - Mark Knafl
- 19The University of Texas MD Anderson Cancer Center
| | | | - Haifeng Zhu
- 21The University of Texas MD Anderson Cancer Center
| | | | | | | | - Naoto T. Ueno
- 25The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Vicente Valero
- 26Department of Breast Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
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Reddy DR, Cuenca JA, Botdorf J, Muthu M, Hanmandlu A, Wegner R, Crommett J, Gutierrez C, Rathi N, Sajith B, Knafl M, Abbas HA, Woodman SE, Nates JL. Clinical Characteristics and Cause of Death Among Hospitalized Decedents With Cancer and COVID-19. Mayo Clin Proc 2023; 98:451-457. [PMID: 36868753 PMCID: PMC9794478 DOI: 10.1016/j.mayocp.2022.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 12/06/2022] [Accepted: 12/20/2022] [Indexed: 12/29/2022]
Abstract
There is scant information on the clinical progression, end-of-life decisions, and cause of death of patients with cancer diagnosed with COVID-19. Therefore, we conducted a case series of patients admitted to a comprehensive cancer center who did not survive their hospitalization. To determine the cause of death, 3 board-certified intensivists reviewed the electronic medical records. Concordance regarding cause of death was calculated. Discrepancies were resolved through a joint case-by-case review and discussion among the 3 reviewers. During the study period, 551 patients with cancer and COVID-19 were admitted to a dedicated specialty unit; among them, 61 (11.6%) were nonsurvivors. Among nonsurvivors, 31 (51%) patients had hematologic cancers, and 29 (48%) had undergone cancer-directed chemotherapy within 3 months before admission. The median time to death was 15 days (95% confidence interval [CI], 11.8 to 18.2). There were no differences in time to death by cancer category or cancer treatment intent. The majority of decedents (84%) had full code status at admission; however, 53 (87%) had do-not-resuscitate orders at the time of death. Most deaths were deemed to be COVID-19 related (88.5%). The concordance between the reviewers for the cause of death was 78.7%. In contrast to the belief that COVID-19 decedents die because of their comorbidities, in our study only 1 of every 10 patients died of cancer-related causes. Full-scale interventions were offered to all patients irrespective of oncologic treatment intent. However, most decedents in this population preferred care with nonresuscitative measures rather than full support at the end of life.
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Affiliation(s)
- Dereddi Raja Reddy
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - John A Cuenca
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX; Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Joshua Botdorf
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mayoora Muthu
- Department of Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ankit Hanmandlu
- McGovern School of Medicine, The University of Texas Health Science Center, Houston, TX
| | - Robert Wegner
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - John Crommett
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Cristina Gutierrez
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Nisha Rathi
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Bilja Sajith
- Acute Care Services, The University of Texas MD Anderson Cancer Center, Houston, TX; Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mark Knafl
- Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Hussein A Abbas
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Scott E Woodman
- Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, The University of Texas MD Anderson Cancer Center, Houston, TX; Department of Genomics Medicine, The University of Texas, MD Anderson Cancer Center, Houston, TX
| | - Joseph L Nates
- Department of Critical Care Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX; Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, The University of Texas MD Anderson Cancer Center, Houston, TX.
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Cata JP, Hu J, Feng L, Chung C, Woodman SE, Meyer LA. Association between COVID-19 and Postoperative Neurological Complications and Antipsychotic Medication Use after Cancer Surgery: A Retrospective Study. J Pers Med 2023; 13:jpm13020274. [PMID: 36836508 PMCID: PMC9959979 DOI: 10.3390/jpm13020274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 01/26/2023] [Accepted: 01/29/2023] [Indexed: 02/04/2023] Open
Abstract
INTRODUCTION Millions of Americans infected with the severe acute respiratory syndrome-associated coronavirus-19 (COVID-19) need oncologic surgery. Patients with acute or resolved COVID-19 illness complain of neuropsychiatric symptoms. How surgery affects postoperative neuropsychiatric outcomes such as delirium is unknown. We hypothesize that patients with a history of COVID-19 could have an exaggerated risk of developing postoperative delirium after undergoing major elective oncologic surgery. METHODS We conducted a retrospective study to determine the association between COVID-19 status and antipsychotic drugs during postsurgical hospitalization as a surrogate of delirium. Secondary outcomes included 30 days of postoperative complications, length of stay, and mortality. Patients were grouped into pre-pandemic non-COVID-19 and COVID-19-positive groups. A 1:2 propensity score matching was used to minimize bias. A multivariable logistic regression model estimated the effects of important covariates on the use of postoperative psychotic medication. RESULTS A total of 6003 patients were included in the study. Pre- and post-propensity score matching demonstrated that a history of preoperative COVID-19 did not increase the risk of antipsychotic medications postoperatively. However, respiratory and overall 30-day complications were higher in COVID-19 individuals than in pre-pandemic non-COVID-19 patients. The multivariate analysis showed that the odds of using postoperative antipsychotic medication use for the patients who had COVID-19 compared to those who did not have the infection were not significantly different. CONCLUSION A preoperative diagnosis of COVID-19 did not increase the risk of postoperative antipsychotic medication use or neurological complications. More studies are needed to reproduce our results due to the increased concern of neurological events post-COVID-19 infection.
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Affiliation(s)
- Juan P. Cata
- Department of Anesthesiology and Perioperative Medicine, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
- Anesthesiology and Surgical Oncology Research Group, Houston, TX 77030, USA
- Correspondence:
| | - Jian Hu
- Department of Cancer Biology, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
| | - Lei Feng
- Department of Biostatistics, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
| | - Caroline Chung
- Department of Radiation Oncology, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
- Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
| | - Scott E. Woodman
- Data-Driven Determinants for COVID-19 Oncology Discovery Effort (D3CODE) Team, University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
| | - Larissa A. Meyer
- Department of Gynecology Oncology and Reproductive Medicine, The University of Texas—MD Anderson Cancer Centre, Houston, TX 77030, USA
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7
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Hahn AW, Menk AV, Rivadeneira DB, Augustin RC, Xu M, Li J, Wu X, Mishra AK, Gide TN, Quek C, Zang Y, Spencer CN, Menzies AM, Daniel CR, Hudgens CW, Nowicki T, Haydu LE, Khan MAW, Gopalakrishnan V, Burton EM, Malke J, Simon JM, Bernatchez C, Putluri N, Woodman SE, Vashisht Gopal YN, Guerrieri R, Fischer GM, Wang J, Wani KM, Thompson JF, Lee JE, Hwu P, Ajami N, Gershenwald JE, Long GV, Scolyer RA, Tetzlaff MT, Lazar AJ, Schadendorf D, Wargo JA, Kirkwood JM, DeBerardinis RJ, Liang H, Futreal A, Zhang J, Wilmott JS, Peng W, Davies MA, Delgoffe GM, Najjar YG, McQuade JL. Obesity Is Associated with Altered Tumor Metabolism in Metastatic Melanoma. Clin Cancer Res 2023; 29:154-164. [PMID: 36166093 DOI: 10.1158/1078-0432.ccr-22-2661] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 09/14/2022] [Accepted: 09/22/2022] [Indexed: 02/06/2023]
Abstract
PURPOSE Overweight/obese (OW/OB) patients with metastatic melanoma unexpectedly have improved outcomes with immune checkpoint inhibitors (ICI) and BRAF-targeted therapies. The mechanism(s) underlying this association remain unclear, thus we assessed the integrated molecular, metabolic, and immune profile of tumors, as well as gut microbiome features, for associations with patient body mass index (BMI). EXPERIMENTAL DESIGN Associations between BMI [normal (NL < 25) or OW/OB (BMI ≥ 25)] and tumor or microbiome characteristics were examined in specimens from 782 patients with metastatic melanoma across 7 cohorts. DNA associations were evaluated in The Cancer Genome Atlas cohort. RNA sequencing from 4 cohorts (n = 357) was batch corrected and gene set enrichment analysis (GSEA) by BMI category was performed. Metabolic profiling was conducted in a subset of patients (x = 36) by LC/MS, and in flow-sorted melanoma tumor cells (x = 37) and patient-derived melanoma cell lines (x = 17) using the Seahorse XF assay. Gut microbiome features were examined in an independent cohort (n = 371). RESULTS DNA mutations and copy number variations were not associated with BMI. GSEA demonstrated that tumors from OW/OB patients were metabolically quiescent, with downregulation of oxidative phosphorylation and multiple other metabolic pathways. Direct metabolite analysis and functional metabolic profiling confirmed decreased central carbon metabolism in OW/OB metastatic melanoma tumors and patient-derived cell lines. The overall structure, diversity, and taxonomy of the fecal microbiome did not differ by BMI. CONCLUSIONS These findings suggest that the host metabolic phenotype influences melanoma metabolism and provide insight into the improved outcomes observed in OW/OB patients with metastatic melanoma treated with ICIs and targeted therapies. See related commentary by Smalley, p. 5.
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Affiliation(s)
- Andrew W Hahn
- Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ashley V Menk
- Department of Immunology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | | | - Ryan C Augustin
- Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Mingchu Xu
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jun Li
- Department of Bioinformatics and Computational Biology, Division of Basic Sciences, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Xiaogang Wu
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Aditya K Mishra
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tuba N Gide
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia
| | - Camelia Quek
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia
| | - Yan Zang
- Department of Immunology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | | | - Alexander M Menzies
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia
| | - Carrie R Daniel
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Courtney W Hudgens
- Department of Translational Molecular Pathology, Division of Pathology and Laboratory Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Theodore Nowicki
- Division of Pediatric Hematology-Oncology, Department of Pediatrics, University of California Los Angeles, Los Angeles, California.,Jonsson Comprehensive Cancer Center, University of California Los Angeles, Los Angeles, California.,Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, University of California Los Angeles, Los Angeles, California
| | - Lauren E Haydu
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - M A Wadud Khan
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Vancheswaran Gopalakrishnan
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Elizabeth M Burton
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jared Malke
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Julie M Simon
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Chantale Bernatchez
- Department of Biologics Development, Division of Therapeutics Discovery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Nagireddy Putluri
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, Texas
| | - Scott E Woodman
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Y N Vashisht Gopal
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Renato Guerrieri
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Grant M Fischer
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Jian Wang
- Department of Biostatistics, Division of Biosciences, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Khalida M Wani
- Department of Translational Molecular Pathology, Division of Pathology and Laboratory Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - John F Thompson
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia
| | - Jeffrey E Lee
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Patrick Hwu
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa Bay, Florida
| | - Nadim Ajami
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jeffrey E Gershenwald
- Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, University of California Los Angeles, Los Angeles, California
| | - Georgina V Long
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.,Charles Perkins Centre, The University of Sydney, Sydney, New South Wales, Australia
| | - Richard A Scolyer
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.,Charles Perkins Centre, The University of Sydney, Sydney, New South Wales, Australia.,Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital and NSW Health Pathology, Sydney, New South Wales, Australia
| | - Michael T Tetzlaff
- Division of Dermatopathology, Department of Pathology, University of California San Francisco, San Francisco, California
| | - Alexander J Lazar
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas.,Department of Translational Molecular Pathology, Division of Pathology and Laboratory Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Dirk Schadendorf
- Department of Dermatology, Venereology, and Allergology, University Hospital Essen and German Cancer Consortium, Partner site Essen, Germany
| | - Jennifer A Wargo
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas.,Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - John M Kirkwood
- Division of Hematology/Oncology, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Ralph J DeBerardinis
- Children's Medical Research Institute and Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Han Liang
- Department of Bioinformatics and Computational Biology, Division of Basic Sciences, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Andrew Futreal
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jianhua Zhang
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - James S Wilmott
- Melanoma Institute of Australia, The University of Sydney, Sydney, New South Wales, Australia
| | - Weiyi Peng
- Department of Biology and Biochemistry, University of Houston, Houston, Texas
| | - Michael A Davies
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Greg M Delgoffe
- Department of Immunology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Yana G Najjar
- Division of Hematology/Oncology, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Jennifer L McQuade
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas
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8
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Andrews MC, Oba J, Wu CJ, Zhu H, Karpinets T, Creasy CA, Forget MA, Yu X, Song X, Mao X, Robertson AG, Romano G, Li P, Burton EM, Lu Y, Sloane RS, Wani KM, Rai K, Lazar AJ, Haydu LE, Bustos MA, Shen J, Chen Y, Morgan MB, Wargo JA, Kwong LN, Haymaker CL, Grimm EA, Hwu P, Hoon DSB, Zhang J, Gershenwald JE, Davies MA, Futreal PA, Bernatchez C, Woodman SE. Multi-modal molecular programs regulate melanoma cell state. Nat Commun 2022; 13:4000. [PMID: 35810190 PMCID: PMC9271073 DOI: 10.1038/s41467-022-31510-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 06/20/2022] [Indexed: 12/12/2022] Open
Abstract
Melanoma cells display distinct intrinsic phenotypic states. Here, we seek to characterize the molecular regulation of these states using multi-omic analyses of whole exome, transcriptome, microRNA, long non-coding RNA and DNA methylation data together with reverse-phase protein array data on a panel of 68 highly annotated early passage melanoma cell lines. We demonstrate that clearly defined cancer cell intrinsic transcriptomic programs are maintained in melanoma cells ex vivo and remain highly conserved within melanoma tumors, are associated with distinct immune features within tumors, and differentially correlate with checkpoint inhibitor and adoptive T cell therapy efficacy. Through integrative analyses we demonstrate highly complex multi-omic regulation of melanoma cell intrinsic programs that provide key insights into the molecular maintenance of phenotypic states. These findings have implications for cancer biology and the identification of new therapeutic strategies. Further, these deeply characterized cell lines will serve as an invaluable resource for future research in the field.
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Affiliation(s)
- Miles C. Andrews
- grid.1002.30000 0004 1936 7857Department of Medicine, Monash University, Melbourne, VIC Australia ,grid.240145.60000 0001 2291 4776Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Junna Oba
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.26091.3c0000 0004 1936 9959Department of Extended Intelligence for Medicine, The Ishii-Ishibashi Laboratory, Keio University School of Medicine, Tokyo, Japan
| | - Chang-Jiun Wu
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Haifeng Zhu
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Tatiana Karpinets
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Caitlin A. Creasy
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Marie-Andrée Forget
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Xiaoxing Yu
- grid.26091.3c0000 0004 1936 9959Department of Extended Intelligence for Medicine, The Ishii-Ishibashi Laboratory, Keio University School of Medicine, Tokyo, Japan
| | - Xingzhi Song
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Xizeng Mao
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - A. Gordon Robertson
- grid.434706.20000 0004 0410 5424Canada’s Michael Smith Genome Sciences Center, BC Cancer, Vancouver, BC Canada ,Dxige Research Inc., Courtenay, BC Canada
| | - Gabriele Romano
- grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Peng Li
- grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Elizabeth M. Burton
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Yiling Lu
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Robert Szczepaniak Sloane
- grid.240145.60000 0001 2291 4776Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Khalida M. Wani
- grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Kunal Rai
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Alexander J. Lazar
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.240145.60000 0001 2291 4776Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Lauren E. Haydu
- grid.240145.60000 0001 2291 4776Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Matias A. Bustos
- grid.416507.10000 0004 0450 0360Departments of Translational Molecular Medicine and Genomic Sequencing Center, St John’s Cancer Institute, Providence Saint John’s Health Center, Santa Monica, CA USA
| | - Jianjun Shen
- grid.240145.60000 0001 2291 4776Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Smithville, TX USA
| | - Yueping Chen
- grid.240145.60000 0001 2291 4776Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Smithville, TX USA
| | - Margaret B. Morgan
- grid.240145.60000 0001 2291 4776Sheikh Khalifa Bin Zayed Al Nahyan Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Jennifer A. Wargo
- grid.240145.60000 0001 2291 4776Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Lawrence N. Kwong
- grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Cara L. Haymaker
- grid.240145.60000 0001 2291 4776Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Elizabeth A. Grimm
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Patrick Hwu
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.468198.a0000 0000 9891 5233H Lee Moffitt Cancer Center, Tampa, FL USA
| | - Dave S. B. Hoon
- grid.416507.10000 0004 0450 0360Departments of Translational Molecular Medicine and Genomic Sequencing Center, St John’s Cancer Institute, Providence Saint John’s Health Center, Santa Monica, CA USA
| | - Jianhua Zhang
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Jeffrey E. Gershenwald
- grid.240145.60000 0001 2291 4776Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Michael A. Davies
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - P. Andrew Futreal
- grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Chantale Bernatchez
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.240145.60000 0001 2291 4776Department of Biologics Development, Division of Therapeutics Discovery, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Scott E. Woodman
- grid.240145.60000 0001 2291 4776Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA ,grid.240145.60000 0001 2291 4776Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX USA
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9
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Vellano CP, White MG, Andrews MC, Chelvanambi M, Witt RG, Daniele JR, Titus M, McQuade JL, Conforti F, Burton EM, Lastrapes MJ, Ologun G, Cogdill AP, Morad G, Prieto P, Lazar AJ, Chu Y, Han G, Khan MAW, Helmink B, Davies MA, Amaria RN, Kovacs JJ, Woodman SE, Patel S, Hwu P, Peoples M, Lee JE, Cooper ZA, Zhu H, Gao G, Banerjee H, Lau M, Gershenwald JE, Lucci A, Keung EZ, Ross MI, Pala L, Pagan E, Segura RL, Liu Q, Borthwick MS, Lau E, Yates MS, Westin SN, Wani K, Tetzlaff MT, Haydu LE, Mahendra M, Ma X, Logothetis C, Kulstad Z, Johnson S, Hudgens CW, Feng N, Federico L, Long GV, Futreal PA, Arur S, Tawbi HA, Moran AE, Wang L, Heffernan TP, Marszalek JR, Wargo JA. Androgen receptor blockade promotes response to BRAF/MEK-targeted therapy. Nature 2022; 606:797-803. [PMID: 35705814 PMCID: PMC10071594 DOI: 10.1038/s41586-022-04833-8] [Citation(s) in RCA: 43] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 05/05/2022] [Indexed: 01/27/2023]
Abstract
Treatment with therapy targeting BRAF and MEK (BRAF/MEK) has revolutionized care in melanoma and other cancers; however, therapeutic resistance is common and innovative treatment strategies are needed1,2. Here we studied a group of patients with melanoma who were treated with neoadjuvant BRAF/MEK-targeted therapy ( NCT02231775 , n = 51) and observed significantly higher rates of major pathological response (MPR; ≤10% viable tumour at resection) and improved recurrence-free survival (RFS) in female versus male patients (MPR, 66% versus 14%, P = 0.001; RFS, 64% versus 32% at 2 years, P = 0.021). The findings were validated in several additional cohorts2-4 of patients with unresectable metastatic melanoma who were treated with BRAF- and/or MEK-targeted therapy (n = 664 patients in total), demonstrating improved progression-free survival and overall survival in female versus male patients in several of these studies. Studies in preclinical models demonstrated significantly impaired anti-tumour activity in male versus female mice after BRAF/MEK-targeted therapy (P = 0.006), with significantly higher expression of the androgen receptor in tumours of male and female BRAF/MEK-treated mice versus the control (P = 0.0006 and P = 0.0025). Pharmacological inhibition of androgen receptor signalling improved responses to BRAF/MEK-targeted therapy in male and female mice (P = 0.018 and P = 0.003), whereas induction of androgen receptor signalling (through testosterone administration) was associated with a significantly impaired response to BRAF/MEK-targeted therapy in male and female patients (P = 0.021 and P < 0.0001). Together, these results have important implications for therapy.
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Affiliation(s)
- Christopher P Vellano
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael G White
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Miles C Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Medicine, Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Manoj Chelvanambi
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Russell G Witt
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Joseph R Daniele
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mark Titus
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jennifer L McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Fabio Conforti
- Division of Melanoma, Sarcomas, and Rare Tumors, European Institute of Oncology, IRCCS, Milan, Italy
| | - Elizabeth M Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Matthew J Lastrapes
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Gabriel Ologun
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Surgery, Guthrie Courtland Medical Center, Courtland, NY, USA
| | - Alexandria P Cogdill
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Immunai, New York, NY, USA
| | - Golnaz Morad
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Peter Prieto
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Surgery, University of Rochester, Rochester, NY, USA
| | - Alexander J Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Yanshuo Chu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guangchun Han
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - M A Wadud Khan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Beth Helmink
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Surgery, Washington University in St Louis, St Louis, MO, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey J Kovacs
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Scott E Woodman
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sapna Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Moffitt Cancer Center, Tampa, FL, USA
| | - Michael Peoples
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey E Lee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zachary A Cooper
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,AstraZeneca, Gaithersburg, MD, USA
| | - Haifeng Zhu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guang Gao
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hiya Banerjee
- Clinical Development and Analytics, Novartis Pharmaceuticals, East Hanover, NJ, USA
| | - Mike Lau
- Novartis Pharma, Basel, Switzerland
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Anthony Lucci
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Emily Z Keung
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Merrick I Ross
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Laura Pala
- Division of Melanoma, Sarcomas, and Rare Tumors, European Institute of Oncology, IRCCS, Milan, Italy
| | - Eleonora Pagan
- Department of Statistics and Quantitative Methods, University of Milan-Bicocca, Milan, Italy
| | - Rossana Lazcano Segura
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Qian Liu
- Department of Tumor Biology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Mikayla S Borthwick
- Department of Gynecologic Oncology and Reproductive Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Eric Lau
- Department of Tumor Biology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Melinda S Yates
- Department of Gynecologic Oncology and Reproductive Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Shannon N Westin
- Department of Gynecologic Oncology and Reproductive Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael T Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Pathology, University of California, San Francisco, CA, USA
| | - Lauren E Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mikhila Mahendra
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - XiaoYan Ma
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Christopher Logothetis
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zachary Kulstad
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sarah Johnson
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Courtney W Hudgens
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ningping Feng
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Lorenzo Federico
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Georgina V Long
- Melanoma Institute Australia, The University of Sydney, and Royal North Shore and Mater Hospitals, Sydney, New South Wales, Australia
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Swathi Arur
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hussein A Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Amy E Moran
- Cell, Development & Cancer Biology, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Linghua Wang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Timothy P Heffernan
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| | - Joseph R Marszalek
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| | - Jennifer A Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA. .,Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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Madani M, Goldstein D, Stefanescu R, Woodman SE, Rojas-Hernandez CM. Characterization of coagulopathy and outcomes in cancer patients with severe COVID -19 illness: Longitudinal changes in hospitalized cancer patients. Cancer Med 2022; 11:3771-3785. [PMID: 35470980 PMCID: PMC9110904 DOI: 10.1002/cam4.4753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 01/06/2022] [Accepted: 04/04/2022] [Indexed: 11/18/2022] Open
Abstract
There is a lack of data focused on the specific coagulopathic derangements in COVID‐19 versus non‐COVID‐19 acutely ill cancer patients. Our objective was to characterize features of coagulopathy in cancer patients with active COVID‐19 illness who required hospitalization at MD Anderson in the Texas Medical Center and to correlate those features with thrombotic complications, critical illness, and mortality within the first 30 days after hospital admission for COVID‐19 illness. COVID‐19 and non‐COVID‐19 hospitalized cancer patients, with at least five consecutive measures of PT, PTT, d‐dimer, and CBC during the same period, were matched 1:1 to perform a retrospective analysis. We reviewed complete blood cell counts with differential, PT, PTT, fibrinogen, D‐Dimer, serum ferritin, IL‐6, CRP, and peripheral blood smears. Clinical outcomes were thrombosis, mechanical ventilation, critical illness, and death. Compared with matched hospitalized cancer patients without COVID‐19, we found elevated neutrophil and lower lymphocyte counts in those with critical illness ( p = 0.00) or death ( p = 0.00); only neutrophils correlated with thrombosis. COVID‐19 cancer patients with a platelet count decline during the hospital stay had more frequent critical illness ( p = 0.00) and fatal outcomes ( p = 0.00). Of the inflammatory markers, interleukin‐6 showed consistently higher levels in the COVID‐19 patients with poor outcomes. The findings of unique platelet changes and coagulopathy during severe COVID‐19 illness in the cancer population are of interest to explore disease mechanisms and future risk stratification strategies to help with the management of cancer patients with COVID‐19.
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Affiliation(s)
- Mahsa Madani
- The University of Texas, McGovern Medical School of Medicine, Houston, Texas, USA
| | - Drew Goldstein
- Syntropy Technologies LLC, Cambridge, Massachusetts, USA
| | | | - Scott E Woodman
- Department of Genomic Medicine, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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11
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Halperin DM, Liu S, Dasari A, Fogelman D, Bhosale P, Mahvash A, Estrella JS, Rubin L, Morani AC, Knafl M, Overeem TA, Fu SC, Solis LM, Parra Cuentas E, Verma A, Chen HL, Gite S, Subashchandrabose P, Dervin S, Schulze K, Darbonne WC, Yun C, Wistuba II, Futreal PA, Woodman SE, Yao JC. Assessment of Clinical Response Following Atezolizumab and Bevacizumab Treatment in Patients With Neuroendocrine Tumors: A Nonrandomized Clinical Trial. JAMA Oncol 2022; 8:904-909. [PMID: 35389428 PMCID: PMC8990358 DOI: 10.1001/jamaoncol.2022.0212] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Importance Therapies for patients with advanced well-differentiated neuroendocrine tumors (NETs) have expanded but remain inadequate, with patients dying of disease despite recent advances in NET therapy. While patients with other cancers have seen long-term disease control and tumor regression with the application of immunotherapies, initial prospective studies of single-agent programmed cell death 1 inhibitors in NET have been disappointing. Objective To evaluate the response rate following treatment with the combination of the vascular endothelial growth factor inhibitor bevacizumab with the programmed cell death 1 ligand 1 inhibitor atezolizumab in patients with advanced NETs. Design, Setting, and Participants This single-arm, open-label nonrandomized clinical study in patients with rare cancers included 40 patients with advanced, progressive grade 1 to 2 NETs (20 with pancreatic NETs [pNETs] and 20 with extrapancreatic NETs [epNETs]) treated at a tertiary care referral cancer center between March 31, 2017, and February 19, 2019. Data were analyzed from June to September 2021. Interventions Patients received intravenous bevacizumab and atezolizumab at standard doses every 3 weeks until progression, death, or withdrawal. Main Outcomes and Measures The primary end point was objective radiographic response using Response Evaluation Criteria in Solid Tumors, version 1.1, with progression-free survival (PFS) as a key secondary end point. Results Following treatment of the 40 study patients with bevacizumab and atezolizumab, objective response was observed in 4 patients with pNETs (20%; 95% CI, 5.7%-43.7%) and 3 patients with epNETs (15%; 95% CI, 3.2%-37.9%). The PFS was 14.9 (95% CI, 4.4-32.0) months and 14.2 (95% CI, 10.2-19.6) months in these cohorts, respectively. Conclusions and Relevance In this nonrandomized clinical trial, findings suggest that clinical responses in patients with NET may follow treatment with the combination of bevacizumab and atezolizumab, with a PFS consistent with effective therapies. Trial Registration ClinicalTrials.gov Identifier: NCT03074513.
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Affiliation(s)
- Daniel M Halperin
- Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston
| | - Suyu Liu
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston
| | - Arvind Dasari
- Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston
| | - David Fogelman
- Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston
| | - Priya Bhosale
- Department of Radiology, University of Texas MD Anderson Cancer Center, Houston
| | - Armeen Mahvash
- Department of Interventional Radiology, University of Texas MD Anderson Cancer Center, Houston
| | | | - Laura Rubin
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston
| | - Ajaykumar C Morani
- Department of Radiology, University of Texas MD Anderson Cancer Center, Houston
| | - Mark Knafl
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston
| | - Tim A Overeem
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston
| | - Szu-Chin Fu
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston
| | - Luisa M Solis
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - Edwin Parra Cuentas
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - Anuj Verma
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - Hong-Lei Chen
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - Swati Gite
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - Priya Subashchandrabose
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | | | | | | | - Cindy Yun
- Genentech, Inc, South San Francisco, California
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston
| | - P Andrew Futreal
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston
| | - Scott E Woodman
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston
| | - James C Yao
- Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston
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12
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Spencer CN, McQuade JL, Gopalakrishnan V, McCulloch JA, Vetizou M, Cogdill AP, Khan AW, Zhang X, White MG, Peterson CB, Wong MC, Morad G, Rodgers T, Badger JH, Helmink BA, Andrews MC, Rodrigues RR, Morgun A, Kim YS, Roszik J, Hoffman KL, Zheng J, Zhou Y, Medik YB, Kahn LM, Johnson S, Hudgens CW, Wani K, Gaudreau PO, Harris AL, Jamal MA, Baruch EN, Perez-Guijarro E, Day CP, Merlino G, Pazdrak B, Lochmann BS, Szczepaniak-Sloane RA, Arora R, Anderson J, Zobniw CM, Posada E, Sirmans E, Simon J, Haydu LE, Burton EM, Wang L, Dang M, Clise-Dwyer K, Schneider S, Chapman T, Anang NAAS, Duncan S, Toker J, Malke JC, Glitza IC, Amaria RN, Tawbi HA, Diab A, Wong MK, Patel SP, Woodman SE, Davies MA, Ross MI, Gershenwald JE, Lee JE, Hwu P, Jensen V, Samuels Y, Straussman R, Ajami NJ, Nelson KC, Nezi L, Petrosino JF, Futreal PA, Lazar AJ, Hu J, Jenq RR, Tetzlaff MT, Yan Y, Garrett WS, Huttenhower C, Sharma P, Watowich SS, Allison JP, Cohen L, Trinchieri G, Daniel CR, Wargo JA. Dietary fiber and probiotics influence the gut microbiome and melanoma immunotherapy response. Science 2021; 374:1632-1640. [PMID: 34941392 PMCID: PMC8970537 DOI: 10.1126/science.aaz7015] [Citation(s) in RCA: 318] [Impact Index Per Article: 106.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
Gut bacteria modulate the response to immune checkpoint blockade (ICB) treatment in cancer, but the effect of diet and supplements on this interaction is not well studied. We assessed fecal microbiota profiles, dietary habits, and commercially available probiotic supplement use in melanoma patients and performed parallel preclinical studies. Higher dietary fiber was associated with significantly improved progression-free survival in 128 patients on ICB, with the most pronounced benefit observed in patients with sufficient dietary fiber intake and no probiotic use. Findings were recapitulated in preclinical models, which demonstrated impaired treatment response to anti–programmed cell death 1 (anti–PD-1)–based therapy in mice receiving a low-fiber diet or probiotics, with a lower frequency of interferon-γ–positive cytotoxic T cells in the tumor microenvironment. Together, these data have clinical implications for patients receiving ICB for cancer.
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Affiliation(s)
- Christine N. Spencer
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer L. McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - John A. McCulloch
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Marie Vetizou
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Alexandria P. Cogdill
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A. Wadud Khan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Xiaotao Zhang
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael G. White
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christine B. Peterson
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Matthew C. Wong
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Golnaz Morad
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Theresa Rodgers
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jonathan H. Badger
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Beth A. Helmink
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Miles C. Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Medicine, Monash University, Melbourne, VIC 3004, Australia
| | - Richard R. Rodrigues
- Frederick National Laboratory for Cancer Research, and Microbiome and Genetics Core, Laboratory of Integrative Cancer Immunology, CCR, NCI, NIH, Bethesda, MD 20852, USA
| | - Andrey Morgun
- Department of Pharmaceutical Science, Oregon State University, Corvallis, OR 97331, USA
| | - Young S. Kim
- Nutritional Science Research Group, Division of Cancer Prevention, NCI, NIH, Rockville, MD 20850, USA
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kristi L. Hoffman
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Jiali Zheng
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yifan Zhou
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yusra B. Medik
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Laura M. Kahn
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- MD Anderson University of Texas Health Graduate School, Houston, TX 77030, USA
| | - Sarah Johnson
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Courtney W. Hudgens
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pierre-Olivier Gaudreau
- Canadian Cancer Trials Group and Department of Oncology, Queen’s University, Kingston, ON K7L 3N6, Canada
| | - Angela L. Harris
- Center for Co-Clinical Trials, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mohamed A. Jamal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Erez N. Baruch
- Department of Internal Medicine, The University of Texas Health Science Center, Houston, TX 77030, USA
| | - Eva Perez-Guijarro
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Chi-Ping Day
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Glenn Merlino
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Barbara Pazdrak
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Brooke S. Lochmann
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Reetakshi Arora
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jaime Anderson
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chrystia M. Zobniw
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Eliza Posada
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth Sirmans
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Julie Simon
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lauren E. Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth M. Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Linghua Wang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Minghao Dang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Karen Clise-Dwyer
- Advanced Cytometry and Sorting Facility at South Campus, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Hematopoietic Biology and Malignancy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sarah Schneider
- Advanced Cytometry and Sorting Facility at South Campus, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Thomas Chapman
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nana-Ama A. S. Anang
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sheila Duncan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Joseph Toker
- Department of Neurosurgery, Harvard University, Cambridge, MA 02138, USA
- Department of Oncology, University of Cambridge, Cambridge CB2 1TN, UK
| | - Jared C. Malke
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Isabella C. Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rodabe N. Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hussein A. Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael K. Wong
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sapna P. Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael A. Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Merrick I. Ross
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey E. Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey E. Lee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Vanessa Jensen
- Department of Veterinary Medicine and Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yardena Samuels
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Ravid Straussman
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Nadim J. Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kelly C. Nelson
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Luigi Nezi
- Dipartimento di Oncologia Sperimentale, Instituto Europeo di Oncologia, Milan, P.I. 08691440153, Italy
| | - Joseph F. Petrosino
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - P. Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexander J. Lazar
- MD Anderson University of Texas Health Graduate School, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jianhua Hu
- Department of Biostatistics, Columbia University, New York, NY 10032, USA
| | - Robert R. Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Stem Cell Transplant, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael T. Tetzlaff
- Departments of Pathology and Dermatology, Dermatopathology and Oral Pathology Unit, University of California San Francisco, San Francisco, CA 94115, USA
| | - Yan Yan
- Department of Biostatistics and the Harvard T.H. Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Wendy S. Garrett
- Department of Molecular Metabolism, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Curtis Huttenhower
- Department of Biostatistics and the Harvard T.H. Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Padmanee Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Parker Institute for Cancer Immunotherapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Stephanie S. Watowich
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - James P. Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Parker Institute for Cancer Immunotherapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lorenzo Cohen
- Department of Palliative, Rehabilitation, and Integrative Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Giorgio Trinchieri
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Carrie R. Daniel
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A. Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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13
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White MG, Szczepaniak Sloane R, Witt RG, Reuben A, Gaudreau PO, Andrews MC, Feng N, Johnson S, Class CA, Bristow C, Wani K, Hudgens C, Nezi L, Manzo T, De Macedo MP, Hu J, Davis R, Jiang H, Prieto P, Burton E, Hwu P, Tawbi H, Gershenwald J, Lazar AJ, Tetzlaff MT, Overwijk W, Woodman SE, Cooper ZA, Marszalek JR, Davies MA, Heffernan TP, Wargo JA. Short-term treatment with multi-drug regimens combining BRAF/MEK-targeted therapy and immunotherapy results in durable responses in Braf-mutated melanoma. Oncoimmunology 2021; 10:1992880. [PMID: 34777916 PMCID: PMC8583008 DOI: 10.1080/2162402x.2021.1992880] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Targeted and immunotherapy regimens have revolutionized the treatment of advanced melanoma patients. Despite this, only a subset of patients respond durably. Recently, combination strategies of BRAF/MEK inhibitors with immune checkpoint inhibitor monotherapy (α-CTLA-4 or α-PD-1) have increased the rate of durable responses. Based on evidence from our group and others, these therapies appear synergistic, but at the cost of significant toxicity. We know from other treatment paradigms (e.g. hematologic malignancies) that combination strategies with multi-drug regimens (>4 drugs) are associated with more durable disease control. To better understand the mechanism of these improved outcomes, and to identify and prioritize new strategies for testing, we studied several multi-drug regimens combining BRAF/MEK targeted therapy and immunotherapy combinations in a Braf-mutant murine melanoma model (BrafV600E/Pten−/−). Short-term treatment with α-PD-1 and α-CTLA-4 monotherapies were relatively ineffective, while treatment with α-OX40 demonstrated some efficacy [17% of mice with no evidence of disease, (NED), at 60-days]. Outcomes were improved in the combined α-OX40/α-PD-1 group (42% NED). Short-term treatment with quadruplet therapy of immunotherapy doublets in combination with targeted therapy [dabrafenib and trametinib (DT)] was associated with excellent tumor control, with 100% of mice having NED after combined DT/α-CTLA-4/α-PD-1 or DT/α-OX40/α-PD-1. Notably, tumors from mice in these groups demonstrated a high proportion of effector memory T cells, and immunologic memory was maintained with tumor re-challenge. Together, these data provide important evidence regarding the potential utility of multi-drug therapy in treating advanced melanoma and suggest these models can be used to guide and prioritize combinatorial treatment strategies.
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Affiliation(s)
- Michael G White
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Russell G Witt
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandre Reuben
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Pierre Olivier Gaudreau
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Miles C Andrews
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Olivia Newton-John Cancer Research Institute, Heidelberg, Victoria, Australia.,School of Cancer Medicine, La Trobe University, Heidelberg, Victoria, Australia
| | - Ningping Feng
- Translational Research to AdvanCe Therapeutics and Innovation in ONcology (TRACTION), University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sarah Johnson
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Caleb A Class
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Christopher Bristow
- Translational Research to AdvanCe Therapeutics and Innovation in ONcology (TRACTION), University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Courtney Hudgens
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Luigi Nezi
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Teresa Manzo
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Jianhua Hu
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Richard Davis
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hong Jiang
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Peter Prieto
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Elizabeth Burton
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hussein Tawbi
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey Gershenwald
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexander J Lazar
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael T Tetzlaff
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Willem Overwijk
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Oncology Research, Nektar Therapeutics, San Francisco, CA, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zachary A Cooper
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Translational Sciences Oncology, MedImmune, Gaithersburg, MD, USA
| | - Joseph R Marszalek
- Translational Research to AdvanCe Therapeutics and Innovation in ONcology (TRACTION), University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Timothy P Heffernan
- Translational Research to AdvanCe Therapeutics and Innovation in ONcology (TRACTION), University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jennifer A Wargo
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.,Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
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14
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Sloane RAS, White MG, Witt RG, Banerjee A, Davies MA, Han G, Burton E, Ajami N, Simon JM, Bernatchez C, Haydu LE, Tawbi HA, Gershenwald JE, Keung E, Ross M, McQuade J, Amaria RN, Wani K, Lazar AJ, Woodman SE, Wang L, Andrews MC, Wargo JA. Identification of MicroRNA-mRNA Networks in Melanoma and Their Association with PD-1 Checkpoint Blockade Outcomes. Cancers (Basel) 2021; 13:5301. [PMID: 34771465 PMCID: PMC8582574 DOI: 10.3390/cancers13215301] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 10/14/2021] [Accepted: 10/18/2021] [Indexed: 01/04/2023] Open
Abstract
Metastatic melanoma is a deadly malignancy with poor outcomes historically. Immuno-oncology (IO) agents, targeting immune checkpoint molecules such as cytotoxic T-lymphocyte associated protein-4 (CTLA-4) and programmed cell death-1 (PD-1), have revolutionized melanoma treatment and outcomes, achieving significant response rates and remarkable long-term survival. Despite these vast improvements, roughly half of melanoma patients do not achieve long-term clinical benefit from IO therapies and there is an urgent need to understand and mitigate mechanisms of resistance. MicroRNAs are key post-transcriptional regulators of gene expression that regulate many aspects of cancer biology, including immune evasion. We used network analysis to define two core microRNA-mRNA networks in melanoma tissues and cell lines corresponding to 'MITF-low' and 'Keratin' transcriptomic subsets of melanoma. We then evaluated expression of these core microRNAs in pre-PD-1-inhibitor-treated melanoma patients and observed that higher expression of miR-100-5p and miR-125b-5p were associated with significantly improved overall survival. These findings suggest that miR-100-5p and 125b-5p are potential markers of response to PD-1 inhibitors, and further evaluation of these microRNA-mRNA interactions may yield further insight into melanoma resistance to PD-1 inhibitors.
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Affiliation(s)
- Robert A. Szczepaniak Sloane
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Michael G. White
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Russell G. Witt
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Anik Banerjee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Michael A. Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (M.A.D.); (H.A.T.); (J.M.); (R.N.A.); (S.E.W.)
| | - Guangchun Han
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Elizabeth Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Nadim Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Julie M. Simon
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Chantale Bernatchez
- Department of Biologics Development, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Lauren E. Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Hussein A. Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (M.A.D.); (H.A.T.); (J.M.); (R.N.A.); (S.E.W.)
| | - Jeffrey E. Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Emily Keung
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Merrick Ross
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
| | - Jennifer McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (M.A.D.); (H.A.T.); (J.M.); (R.N.A.); (S.E.W.)
| | - Rodabe N. Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (M.A.D.); (H.A.T.); (J.M.); (R.N.A.); (S.E.W.)
| | - Khalida Wani
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Alexander J. Lazar
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (M.A.D.); (H.A.T.); (J.M.); (R.N.A.); (S.E.W.)
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Linghua Wang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
| | - Miles C. Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
- Department of Medicine, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
| | - Jennifer A. Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (R.A.S.S.); (M.G.W.); (R.G.W.); (A.B.); (E.B.); (J.M.S.); (L.E.H.); (J.E.G.); (E.K.); (M.R.); (M.C.A.)
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.H.); (N.A.); (K.W.); (A.J.L.); (L.W.)
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15
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Andrews MC, Duong CPM, Gopalakrishnan V, Iebba V, Chen WS, Derosa L, Khan MAW, Cogdill AP, White MG, Wong MC, Ferrere G, Fluckiger A, Roberti MP, Opolon P, Alou MT, Yonekura S, Roh W, Spencer CN, Curbelo IF, Vence L, Reuben A, Johnson S, Arora R, Morad G, Lastrapes M, Baruch EN, Little L, Gumbs C, Cooper ZA, Prieto PA, Wani K, Lazar AJ, Tetzlaff MT, Hudgens CW, Callahan MK, Adamow M, Postow MA, Ariyan CE, Gaudreau PO, Nezi L, Raoult D, Mihalcioiu C, Elkrief A, Pezo RC, Haydu LE, Simon JM, Tawbi HA, McQuade J, Hwu P, Hwu WJ, Amaria RN, Burton EM, Woodman SE, Watowich S, Diab A, Patel SP, Glitza IC, Wong MK, Zhao L, Zhang J, Ajami NJ, Petrosino J, Jenq RR, Davies MA, Gershenwald JE, Futreal PA, Sharma P, Allison JP, Routy B, Zitvogel L, Wargo JA. Gut microbiota signatures are associated with toxicity to combined CTLA-4 and PD-1 blockade. Nat Med 2021; 27:1432-1441. [PMID: 34239137 PMCID: PMC11107795 DOI: 10.1038/s41591-021-01406-6] [Citation(s) in RCA: 199] [Impact Index Per Article: 66.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 05/25/2021] [Indexed: 02/06/2023]
Abstract
Treatment with combined immune checkpoint blockade (CICB) targeting CTLA-4 and PD-1 is associated with clinical benefit across tumor types, but also a high rate of immune-related adverse events. Insights into biomarkers and mechanisms of response and toxicity to CICB are needed. To address this, we profiled the blood, tumor and gut microbiome of 77 patients with advanced melanoma treated with CICB, with a high rate of any ≥grade 3 immune-related adverse events (49%) with parallel studies in pre-clinical models. Tumor-associated immune and genomic biomarkers of response to CICB were similar to those identified for ICB monotherapy, and toxicity from CICB was associated with a more diverse peripheral T-cell repertoire. Profiling of gut microbiota demonstrated a significantly higher abundance of Bacteroides intestinalis in patients with toxicity, with upregulation of mucosal IL-1β in patient samples of colitis and in pre-clinical models. Together, these data offer potential new therapeutic angles for targeting toxicity to CICB.
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Affiliation(s)
- Miles C Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Olivia Newton-John Cancer Research Institute and La Trobe University School of Cancer Medicine, Heidelberg, Victoria, Australia
- Deparment of Medicine, Monash University, Melbourne, Victoria, Australia
| | - Connie P M Duong
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | | | - Valerio Iebba
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
| | - Wei-Shen Chen
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Dermatology, University of South Florida Morsani College of Medicine, Tampa, FL, USA
| | - Lisa Derosa
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Md Abdul Wadud Khan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandria P Cogdill
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael G White
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Matthew C Wong
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Gladys Ferrere
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Aurélie Fluckiger
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Maria P Roberti
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Paule Opolon
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
| | - Maryam Tidjani Alou
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Satoru Yonekura
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Whijae Roh
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Christine N Spencer
- Department of Informatics, Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
| | - Irina Fernandez Curbelo
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Luis Vence
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandre Reuben
- Department of Thoracic Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sarah Johnson
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Reetakshi Arora
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Golnaz Morad
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Matthew Lastrapes
- MD Anderson Cancer Center University of Texas Health Graduate School of Biomedical Sciences (GSBS), Houston, TX, USA
| | - Erez N Baruch
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Latasha Little
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Curtis Gumbs
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Peter A Prieto
- Department of Surgery, University of Rochester Medical Center, Rochester, NY, USA
| | - Khalida Wani
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexander J Lazar
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael T Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Courtney W Hudgens
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Margaret K Callahan
- Department of Informatics, Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew Adamow
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Division of Immunology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael A Postow
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Division of Immunology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Charlotte E Ariyan
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Pierre-Olivier Gaudreau
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Luigi Nezi
- Istituto Europeo di Oncologia, Milan, Italy
| | - Didier Raoult
- Aix-Marseille Université, MEPHI, IRD, IHU Méditerranée Infection, Marseille, France
| | - Catalin Mihalcioiu
- Department of Medicine, Faculty of Medicine and Health Sciences, McGill University Health Centre, Montreal, Quebec, Canada
| | - Arielle Elkrief
- Cedars Cancer Center, McGill University Health Centre, Montreal, Quebec, Canada
| | - Rossanna C Pezo
- Division of Medical Oncology, University of Toronto, Sunnybrook Odette Cancer Centre, Toronto, Ontario, Canada
| | - Lauren E Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Julie M Simon
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Hussein A Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jennifer McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Wen-Jen Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Elizabeth M Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Scott E Woodman
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Stephanie Watowich
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Isabella C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael K Wong
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Li Zhao
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jianhua Zhang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Nadim J Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Joseph Petrosino
- Department of Virology and Microbiology, Baylor College of Medicine, Houston, TX, USA
| | - Robert R Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Padmanee Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - James P Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Bertrand Routy
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France
| | - Laurence Zitvogel
- Gustave Roussy Cancer Campus (GRCC), Villejuif, France.
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France.
- Université Paris-Saclay, Faculté de Médecine Kremlin-Bicêtre, Le Kremlin-Bicêtre, France.
| | - Jennifer A Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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16
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Terranova CJ, Tang M, Maitituoheti M, Raman AT, Ghosh AK, Schulz J, Amin SB, Orouji E, Tomczak K, Sarkar S, Oba J, Creasy C, Wu CJ, Khan S, Lazcano R, Wani K, Singh A, Barrodia P, Zhao D, Chen K, Haydu LE, Wang WL, Lazar AJ, Woodman SE, Bernatchez C, Rai K. Reprogramming of bivalent chromatin states in NRAS mutant melanoma suggests PRC2 inhibition as a therapeutic strategy. Cell Rep 2021; 36:109410. [PMID: 34289358 PMCID: PMC8369408 DOI: 10.1016/j.celrep.2021.109410] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 05/13/2021] [Accepted: 06/25/2021] [Indexed: 12/27/2022] Open
Abstract
The dynamic evolution of chromatin state patterns during metastasis, their relationship with bona fide genetic drivers, and their therapeutic vulnerabilities are not completely understood. Combinatorial chromatin state profiling of 46 melanoma samples reveals an association of NRAS mutants with bivalent histone H3 lysine 27 trimethylation (H3K27me3) and Polycomb repressive complex 2. Reprogramming of bivalent domains during metastasis occurs on master transcription factors of a mesenchymal phenotype, including ZEB1, TWIST1, and CDH1. Resolution of bivalency using pharmacological inhibition of EZH2 decreases invasive capacity of melanoma cells and markedly reduces tumor burden in vivo, specifically in NRAS mutants. Coincident with bivalent reprogramming, the increased expression of pro-metastatic and melanocyte-specific cell-identity genes is associated with exceptionally wide H3K4me3 domains, suggesting a role for this epigenetic element. Overall, we demonstrate that reprogramming of bivalent and broad domains represents key epigenetic alterations in metastatic melanoma and that EZH2 plus MEK inhibition may provide a promising therapeutic strategy for NRAS mutant melanoma patients.
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Affiliation(s)
- Christopher J Terranova
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Ming Tang
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; FAS informatics, Department of Molecular Biology, Harvard, Cambridge, MA 02138, USA
| | - Mayinuer Maitituoheti
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Ayush T Raman
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Epigenomics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Graduate Program in Quantitative Sciences, Baylor College of Medicine, Houston, TX 77030, USA
| | - Archit K Ghosh
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Jonathan Schulz
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Samir B Amin
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Elias Orouji
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Epigenetics Initiative, Princess Margaret Genomics Centre, Toronto, ON M5G 2C1, Canada
| | - Katarzyna Tomczak
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Sharmistha Sarkar
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Junna Oba
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Caitlin Creasy
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Chang-Jiun Wu
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Samia Khan
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Rossana Lazcano
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Anand Singh
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Praveen Barrodia
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Dongyu Zhao
- Houston Methodist Academic Institute, Methodist Hospital Research Institute, Houston, TX 77030, USA
| | - Kaifu Chen
- Department of Cardiology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Lauren E Haydu
- Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Wei-Lien Wang
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Alexander J Lazar
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Scott E Woodman
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Department of Systems Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Kunal Rai
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA.
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17
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Raghav K, Liu S, Overman MJ, Willett AF, Knafl M, Fu SC, Malpica A, Prasad S, Royal RE, Scally CP, Mansfield PF, Wistuba II, Futreal AP, Maru DM, Solis Soto LM, Parra Cuentas ER, Chen H, Villalobos P, Verma A, Mahvash A, Hwu P, Cortazar P, McKenna E, Yun C, Dervin S, Schulze K, Darbonne WC, Morani AC, Kopetz S, Fournier KF, Woodman SE, Yao JC, Varadhachary GR, Halperin DM. Efficacy, Safety and Biomarker Analysis of Combined PD-L1 (Atezolizumab) and VEGF (Bevacizumab) Blockade in Advanced Malignant Peritoneal Mesothelioma. Cancer Discov 2021; 11:2738-2747. [PMID: 34261675 DOI: 10.1158/2159-8290.cd-21-0331] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 05/22/2021] [Accepted: 06/23/2021] [Indexed: 11/16/2022]
Abstract
Malignant peritoneal mesothelioma (MPeM) is a rare but aggressive malignancy with limited treatment options. VEGF inhibition enhances efficacy of immune-checkpoint inhibitors by reworking the immunosuppressive tumor milieu. Efficacy and safety of combined PD-L1 (atezolizumab) and VEGF (bevacizumab) blockade (AtezoBev) was assessed in 20 patients with advanced and unresectable MPeM with progression or intolerance to prior platinum-pemetrexed chemotherapy. The primary endpoint of confirmed objective response rate per RECISTv1.1 by independent radiology review was 40% (8/20; 95%CI:19.1-64.0) with median response duration of 12.8 months. Six (75%) responses lasted for >10 months. Progression-free and overall survival at 1-year were 61% (95%CI:35-80) and 85% (95%CI:60-95), respectively. Responses occurred notwithstanding low tumor mutation burden and PD-L1 expression status. Baseline epithelial-mesenchymal transition gene-expression correlated with therapeutic resistance/response (r=0.80; P=0.0010). AtezoBev showed promising and durable efficacy in patients with advanced MPeM with acceptable safety profile and these results address a grave unmet need for this orphan disease.
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Affiliation(s)
- Kanwal Raghav
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Suyu Liu
- Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michael J Overman
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anneleis F Willett
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Mark Knafl
- Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Szu-Chin Fu
- Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anais Malpica
- Anatomic Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Seema Prasad
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Richard E Royal
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Christopher P Scally
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Paul F Mansfield
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ignacio I Wistuba
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Andrew P Futreal
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Dipen M Maru
- Anatomic Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Luisa M Solis Soto
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Edwin R Parra Cuentas
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Honglei Chen
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Pamela Villalobos
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anuj Verma
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Armeen Mahvash
- Interventional Radiology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Patrick Hwu
- Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | | | - Cindy Yun
- Roche/Genentech, South San Francisco, California
| | | | | | | | - Ajaykumar C Morani
- Diagnostic Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott Kopetz
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Keith F Fournier
- Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E Woodman
- Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - James C Yao
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Gauri R Varadhachary
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Daniel M Halperin
- Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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18
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Abstract
Melanoma represents the deadliest skin cancer. Recent therapeutic developments, including targeted and immune therapies have revolutionized clinical management and improved patient outcome. This progress was achieved by rigorous molecular and functional studies followed by robust clinical trials. The identification of key genomic alterations and gene expression profiles have propelled the understanding of distinct characteristics within melanoma subtypes. The aim of this review is to summarize and highlight the main genetic and epigenetic findings of melanomas and highlight their pathological and therapeutic importance.
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Affiliation(s)
- Junna Oba
- Genomics Unit, Keio Cancer Center, Keio University School of Medicine, Tokyo, Japan
| | - Scott E Woodman
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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19
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Kothari AN, Trans AT, Caudle AS, Clemens MW, Katz MHG, Woodman SE, Chang GJ. Universal preoperative SARS-CoV-2 testing can facilitate safe surgical treatment during local COVID-19 surges. Br J Surg 2021; 108:e24-e26. [PMID: 33640925 PMCID: PMC7799208 DOI: 10.1093/bjs/znaa062] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Accepted: 09/29/2020] [Indexed: 01/27/2023]
Affiliation(s)
- A N Kothari
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - A T Trans
- Palantir Technologies, Palo Alto, California, USA
| | - A S Caudle
- Department of Breast Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - M W Clemens
- Department of Plastic Surgery, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - M H G Katz
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - S E Woodman
- Department of Genomic Medicine, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - G J Chang
- Department of Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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20
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Zhu H, Oba J, Yu X, Creasy CA, Forget MA, Carapeto F, Haymaker CL, Wu CJ, Karpinets TV, Wang WL, Tetzlaff MT, Lazar AJ, Mills GB, Moore AR, Chen Y, Zhang J, Gershenwald JE, Wargo JA, Bernatchez C, Hwu P, Futreal PA, Woodman SE. Abstract PR03: Nongenomic BAP1 aberrancy drives highly aggressive cutaneous melanoma phenotype. Cancer Res 2020. [DOI: 10.1158/1538-7445.mel2019-pr03] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The purpose of this study was to determine the role of BAP1 levels in cutaneous melanoma (CM). BAP1 is a tumor suppressor in which loss of heterozygosity (LOH) from mutation and copy number alteration is well described in germline and somatic cancers. Although BAP1 genomic alterations in CM are extremely rare (2% of 665 samples from 5 datasets), marked variability in BAP1 expression is observed in CM. We show that low nuclear BAP1 levels portend a significantly worse clinical outcome in stage III CM (n=37, log rank p ≤0.01 for both overall survival and progression-free survival). Gene Set Enrichment Analysis (GSEA) revealed low BAP1 expression to be most highly ranked with an increased epithelial–mesenchymal transition (EMT) gene expression profile in CM tumors (n=379, FDR q = 1.34E-26) and cell lines (n=53, FDR q = 2.86E-116). We identify the expression of ZEB1, a master regulator of EMT, to be significantly associated with low BAP1 expression in CM tumors and cell lines (p= 1.5E-04 and 3.3E-05, respectively). Analysis of the BAP1 promoter indicates three canonical ZEB1 binding sites. Functional experiments show ZEB1 to bind to the BAP1 promoter, and luciferase activity assays indicate that ZEB1 acts as a transcriptional suppressor of BAP1 expression with differential utilization of the promoter binding sites. Targeted reduction of endogenous ZEB1 caused increased BAP1 levels, while targeted reduction of BAP1 did not modulate ZEB1 levels, consistent with ZEB1 having a suppressive effect on BAP1. Phenotypically, targeted reduction of BAP1 in CM cells resulted in a switch from a more differentiated, melanocytic state, to a less differentiated, more migratory and invasive phenotype. Extinguishing melanocyte-specific BAP1 in mice with a BRAF V600E mutant genetic background resulted in the emergence of primary melanoma tumors, with a marked EMT gene expression profile, and resultant metastases. Given the phenotypic changes associated with BAP1 levels in our mouse and human studies, we then tested the effect of modulating BAP1 on BRAF targeted therapy. Exogenous expression of BAP1 sensitized BRAF inhibitor (vemurafenib)-resistant melanoma cells, while the targeted reduction of BAP1 desensitized BRAF inhibitor-sensitive melanoma cells. BRAF mutant/BAP1 loss mice failed to exhibit a marked response to vemurafenib treatment compared to control mice. These data implicate regulation of BAP1 to be a major mechanism that characterizes a highly malignant and treatment-resistant subset of tumors. Our study indicates that nongenomic reduction in BAP1 through ZEB1 transcriptional modulation may be a key factor in aggressive CM.
This abstract is also being presented as Poster A30.
Citation Format: Haifeng Zhu, Junna Oba, Xiaoxing Yu, Caitlin A. Creasy, Marie-Andrée Forget, Fernando Carapeto, Cara L. Haymaker, Chang-Jiun Wu, Tatiana V. Karpinets, Wei-Lien Wang, Michael T. Tetzlaff, Alexander J. Lazar, Gordon B. Mills, Amanda R. Moore, Yu Chen, Jianhua Zhang, Jeffrey E. Gershenwald, Jennifer A. Wargo, Chantale Bernatchez, Patrick Hwu, P. Andrew Futreal, Scott E. Woodman. Nongenomic BAP1 aberrancy drives highly aggressive cutaneous melanoma phenotype [abstract]. In: Proceedings of the AACR Special Conference on Melanoma: From Biology to Target; 2019 Jan 15-18; Houston, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(19 Suppl):Abstract nr PR03.
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Affiliation(s)
- Haifeng Zhu
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | - Junna Oba
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | - Xiaoxing Yu
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | | | | | | | | | - Chang-Jiun Wu
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | | | - Wei-Lien Wang
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | | | | | - Gordon B. Mills
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | | | - Yu Chen
- 2Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jianhua Zhang
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
| | | | | | | | - Patrick Hwu
- 1University of Texas MD Anderson Cancer Center, Houston, TX,
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21
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Chattopadhyay C, Oba J, Roszik J, Woodman SE, Grimm EA. Abstract IA08: Elevated endogenous SDHA drives pathologic metabolism in highly metastatic uveal melanoma. Cancer Res 2020. [DOI: 10.1158/1538-7445.mel2019-ia08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Metastatic uveal melanoma (UM) has a very poor prognosis and no effective therapy. Despite remarkable advances in treatment of cutaneous melanoma, UM remains recalcitrant to chemotherapy, small-molecule kinase inhibitors, and immune-based therapy.
Experimental Design: We assessed two sets of oxidative phosphorylation (OxPhos) genes within 9,858 tumors across 31 cancer types. An OxPhos inhibitor was used to characterize differential metabolic programming of highly metastatic monosomy 3 (M3) UM. Seahorse analysis and global metabolomics profiling were done to identify metabolic vulnerabilities. Analyses of UM TCGA data set were performed to determine expressions of key OxPhos effectors in M3 and non M3 UM. We used targeted knockdown of succinate dehydrogenase A (SDHA) to determine the role of SDHA in M3 UM in conferring resistance to OxPhos inhibition.
Results: We identified UM as having among the highest median OxPhos levels and showed that M3 UM exhibits a distinct metabolic profile. M3 UM shows markedly low succinate levels and has highly increased levels of SDHA, the enzyme that couples the TCA cycle with OxPhos by oxidizing (lowering) succinate. We show that SDHA-high M3 UM has elevated expression of key OxPhos molecules, exhibits abundant mitochondrial reserve respiratory capacity, and is resistant to OxPhos antagonism, which can be reversed by SDHA knockdown.
Conclusions: Our study has identified a critical metabolic program within poor prognostic M3 UM. In addition to the heightened mitochondrial functional capacity due to elevated SDHA, M3 UM SDHA-high mediates resistance to therapy that is reversible with targeted treatment.
Citation Format: Chandrani Chattopadhyay, Junna Oba, Jason Roszik, Scott E. Woodman, Elizabeth A. Grimm. Elevated endogenous SDHA drives pathologic metabolism in highly metastatic uveal melanoma [abstract]. In: Proceedings of the AACR Special Conference on Melanoma: From Biology to Target; 2019 Jan 15-18; Houston, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(19 Suppl):Abstract nr IA08.
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Affiliation(s)
| | - Junna Oba
- University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jason Roszik
- University of Texas MD Anderson Cancer Center, Houston, TX
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22
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Chattopadhyay C, Oba J, Roszik J, Marszalek JR, Chen K, Qi Y, Eterovic K, Robertson AG, Burks JK, McCannel TA, Grimm EA, Woodman SE. Elevated Endogenous SDHA Drives Pathological Metabolism in Highly Metastatic Uveal Melanoma. Invest Ophthalmol Vis Sci 2019; 60:4187-4195. [PMID: 31596927 PMCID: PMC6785781 DOI: 10.1167/iovs.19-28082] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Purpose Metastatic uveal melanoma (UM) has a very poor prognosis and no effective therapy. Despite remarkable advances in treatment of cutaneous melanoma, UM remains recalcitrant to chemotherapy, small-molecule kinase inhibitors, and immune-based therapy. Methods We assessed two sets of oxidative phosphorylation (OxPhos) genes within 9858 tumors across 31 cancer types. An OxPhos inhibitor was used to characterize differential metabolic programming of highly metastatic monosomy 3 (M3) UM. Seahorse analysis and global metabolomics profiling were done to identify metabolic vulnerabilities. Analyses of UM TCGA data set were performed to determine expressions of key OxPhos effectors in M3 and non-M3 UM. We used targeted knockdown of succinate dehydrogenase A (SDHA) to determine the role of SDHA in M3 UM in conferring resistance to OxPhos inhibition. Results We identified UM to have among the highest median OxPhos levels and showed that M3 UM exhibits a distinct metabolic profile. M3 UM shows markedly low succinate levels and has highly increased levels of SDHA, the enzyme that couples the tricarboxylic acid cycle with OxPhos by oxidizing (lowering) succinate. We showed that SDHA-high M3 UM have elevated expression of key OxPhos molecules, exhibit abundant mitochondrial reserve respiratory capacity, and are resistant to OxPhos antagonism, which can be reversed by SDHA knockdown. Conclusions Our study has identified a critical metabolic program within poor prognostic M3 UM. In addition to the heightened mitochondrial functional capacity due to elevated SDHA, M3 UM SDHA-high mediate resistance to therapy that is reversible with targeted treatment.
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Affiliation(s)
| | - Junna Oba
- Melanoma Medical Oncology, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Jason Roszik
- Melanoma Medical Oncology, UT MD Anderson Cancer Center, Houston, Texas, United States
- Genomic Medicine, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Joseph R Marszalek
- Institute of Applied Cancer Science & Center for Co-Clinical Trials, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Ken Chen
- Bioinformatics & Computational Biology, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Yuan Qi
- Bioinformatics & Computational Biology, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Karina Eterovic
- Bioinformatics & Computational Biology, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - A Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Jared K Burks
- Leukemia, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Tara A McCannel
- Stein Eye and Doheny Eye Institutes, University of California Los Angeles, Los Angeles, California, United States
| | - Elizabeth A Grimm
- Melanoma Medical Oncology, UT MD Anderson Cancer Center, Houston, Texas, United States
| | - Scott E Woodman
- Melanoma Medical Oncology, UT MD Anderson Cancer Center, Houston, Texas, United States
- Systems Biology, UT MD Anderson Cancer Center, Houston, Texas, United States
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23
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Zeng J, Johnson A, Shufean MA, Kahle M, Yang D, Woodman SE, Vu T, Moorthy S, Holla V, Meric-Bernstam F. Operationalization of Next-Generation Sequencing and Decision Support for Precision Oncology. JCO Clin Cancer Inform 2019; 3:1-12. [PMID: 31550176 PMCID: PMC6874004 DOI: 10.1200/cci.19.00089] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/24/2019] [Indexed: 12/18/2022] Open
Abstract
Genomic testing has become a part of routine oncology care and plays critical roles in diagnosis, prognostic assessment, and treatment selection. Thus, in parallel, the variety of genomic testing providers and sequencing platforms has grown exponentially. Selection of the best-fit panel for each case can be daunting, with many factors to consider. Among them is whether alteration interpretation and therapy/clinical trial matching are included and/or sufficient. In this article, we review some common commercially available sequencing platforms for the genes and types of alterations tested, samples needed, and reporting content provided. We review publicly available resources for a do-it-yourself approach to alteration interpretation when it is not provided or when supplemental research is needed, along with resources to identify genomically matched treatment options that are approved and/or investigational. However, with both commercially provided interpretation and publicly available resources, there are still caveats and limitations that can stem from insufficient or ambiguous nomenclature as well as from the presentation of information. Use cases in which clinical decision making was affected are discussed. After treatment options are identified, it is important to assess the level of evidence for use within the patient's tumor type and molecular profile. However, numerous level-of-evidence scales have been published in recent years, so we provide a publicly available tool to facilitate interoperability. The level of evidence, along with other factors, such as allelic frequency and copy number, can be used to prioritize treatment options when multiple are identified.
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Affiliation(s)
- Jia Zeng
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Amber Johnson
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Md Abu Shufean
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Michael Kahle
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Dong Yang
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | | | - Thuy Vu
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Shhyam Moorthy
- The University of Texas MD Anderson Cancer Center, Houston, TX
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24
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Chen L, Diao L, Yang Y, Yi X, Rodriguez BL, Li Y, Villalobos PA, Cascone T, Liu X, Tan L, Lorenzi PL, Huang A, Zhao Q, Peng D, Fradette JJ, Peng DH, Ungewiss C, Roybal J, Tong P, Oba J, Skoulidis F, Peng W, Carter BW, Gay CM, Fan Y, Class CA, Zhu J, Rodriguez-Canales J, Kawakami M, Byers LA, Woodman SE, Papadimitrakopoulou VA, Dmitrovsky E, Wang J, Ullrich SE, Wistuba II, Heymach JV, Qin FXF, Gibbons DL. CD38-Mediated Immunosuppression as a Mechanism of Tumor Cell Escape from PD-1/PD-L1 Blockade. Cancer Discov 2018; 8:1156-1175. [PMID: 30012853 DOI: 10.1158/2159-8290.cd-17-1033] [Citation(s) in RCA: 298] [Impact Index Per Article: 49.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Revised: 04/10/2018] [Accepted: 07/11/2018] [Indexed: 01/17/2023]
Abstract
Although treatment with immune checkpoint inhibitors provides promising benefit for patients with cancer, optimal use is encumbered by high resistance rates and requires a thorough understanding of resistance mechanisms. We observed that tumors treated with PD-1/PD-L1 blocking antibodies develop resistance through the upregulation of CD38, which is induced by all-trans retinoic acid and IFNβ in the tumor microenvironment. In vitro and in vivo studies demonstrate that CD38 inhibits CD8+ T-cell function via adenosine receptor signaling and that CD38 or adenosine receptor blockade are effective strategies to overcome the resistance. Large data sets of human tumors reveal expression of CD38 in a subset of tumors with high levels of basal or treatment-induced T-cell infiltration, where immune checkpoint therapies are thought to be most effective. These findings provide a novel mechanism of acquired resistance to immune checkpoint therapy and an opportunity to expand their efficacy in cancer treatment.Significance: CD38 is a major mechanism of acquired resistance to PD-1/PD-L1 blockade, causing CD8+ T-cell suppression. Coinhibition of CD38 and PD-L1 improves antitumor immune response. Biomarker assessment in patient cohorts suggests that a combination strategy is applicable to a large percentage of patients in whom PD-1/PD-L1 blockade is currently indicated. Cancer Discov; 8(9); 1156-75. ©2018 AACR.See related commentary by Mittal et al., p. 1066This article is highlighted in the In This Issue feature, p. 1047.
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Affiliation(s)
- Limo Chen
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lixia Diao
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Yongbin Yang
- Shanghai First People's Hospital, Shanghai, Shanghai, China
| | - Xiaohui Yi
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - B Leticia Rodriguez
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Yanli Li
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.,Shanghai General Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai, Shanghai, China
| | - Pamela A Villalobos
- Department of Translational and Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tina Cascone
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Xi Liu
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lin Tan
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas.,The Proteomics and Metabolomics Core Facility, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Philip L Lorenzi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas.,The Proteomics and Metabolomics Core Facility, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anfei Huang
- Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing; Suzhou Institute of Systems Medicine, Suzhou, China
| | - Qiang Zhao
- Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing; Suzhou Institute of Systems Medicine, Suzhou, China
| | - Di Peng
- Sun Yat-sen University School of Life Sciences, Guangzhou, Guangdong, China
| | - Jared J Fradette
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - David H Peng
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Christin Ungewiss
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jonathon Roybal
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Pan Tong
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Junna Oba
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ferdinandos Skoulidis
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Weiyi Peng
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Brett W Carter
- Department of Diagnostic Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Carl M Gay
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Youhong Fan
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Caleb A Class
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jingfen Zhu
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - Masanori Kawakami
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lauren Averett Byers
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - Ethan Dmitrovsky
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jing Wang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Stephen E Ullrich
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ignacio I Wistuba
- Department of Translational and Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - John V Heymach
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - F Xiao-Feng Qin
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.,Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas.,Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing; Suzhou Institute of Systems Medicine, Suzhou, China
| | - Don L Gibbons
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas. .,Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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Huang L, Malu S, McKenzie JA, Andrews MC, Talukder AH, Tieu T, Karpinets T, Haymaker C, Forget MA, Williams LJ, Wang Z, Mbofung RM, Wang ZQ, Davis RE, Lo RS, Wargo JA, Davies MA, Bernatchez C, Heffernan T, Amaria RN, Korkut A, Peng W, Roszik J, Lizée G, Woodman SE, Hwu P. The RNA-binding Protein MEX3B Mediates Resistance to Cancer Immunotherapy by Downregulating HLA-A Expression. Clin Cancer Res 2018; 24:3366-3376. [PMID: 29496759 PMCID: PMC9872773 DOI: 10.1158/1078-0432.ccr-17-2483] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2017] [Revised: 11/30/2017] [Accepted: 02/21/2018] [Indexed: 01/27/2023]
Abstract
Purpose: Cancer immunotherapy has shown promising clinical outcomes in many patients. However, some patients still fail to respond, and new strategies are needed to overcome resistance. The purpose of this study was to identify novel genes and understand the mechanisms that confer resistance to cancer immunotherapy.Experimental Design: To identify genes mediating resistance to T-cell killing, we performed an open reading frame (ORF) screen of a kinome library to study whether overexpression of a gene in patient-derived melanoma cells could inhibit their susceptibility to killing by autologous tumor-infiltrating lymphocytes (TIL).Results: The RNA-binding protein MEX3B was identified as a top candidate that decreased the susceptibility of melanoma cells to killing by TILs. Further analyses of anti-PD-1-treated melanoma patient tumor samples suggested that higher MEX3B expression is associated with resistance to PD-1 blockade. In addition, significantly decreased levels of IFNγ were secreted from TILs incubated with MEX3B-overexpressing tumor cells. Interestingly, this phenotype was rescued upon overexpression of exogenous HLA-A2. Consistent with this, we observed decreased HLA-A expression in MEX3B-overexpressing tumor cells. Finally, luciferase reporter assays and RNA-binding protein immunoprecipitation assays suggest that this is due to MEX3B binding to the 3' untranslated region (UTR) of HLA-A to destabilize the mRNA.Conclusions: MEX3B mediates resistance to cancer immunotherapy by binding to the 3' UTR of HLA-A to destabilize the HLA-A mRNA and thus downregulate HLA-A expression on the surface of tumor cells, thereby making the tumor cells unable to be recognized and killed by T cells. Clin Cancer Res; 24(14); 3366-76. ©2018 AACRSee related commentary by Kalbasi and Ribas, p. 3239.
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Affiliation(s)
- Lu Huang
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Shruti Malu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jodi A. McKenzie
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Miles C. Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Amjad H. Talukder
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Trang Tieu
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tatiana Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Cara Haymaker
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Marie-Andrée Forget
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Leila J. Williams
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Zhe Wang
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Rina M. Mbofung
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Zhi-Qiang Wang
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Richard Eric Davis
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Roger S. Lo
- Department of Medicine, The University of California, Los Angeles, Los Angeles, California
| | - Jennifer A. Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michael A. Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Timothy Heffernan
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Rodabe N. Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anil Korkut
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Weiyi Peng
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Gregory Lizée
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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26
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Scutti JAB, Vence LM, Royal RE, Wray TC, Cormier JN, Lee JE, Lucci A, Gershenwald JE, Ross MI, Wargo J, Millerchip KA, Amaria RN, Davis MA, Diab A, Glitza IC, Hwu W, Patel S, Woodman SE, Overwijk WW, Hwu P. Abstract 614: Resiquimod, a Toll-like receptor agonist promotes melanoma regression by enhancing plasmacytoid dendritic cells and T cytotoxic activity as a vaccination adjuvant and by direct tumor application. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-614] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Cancer immunotherapy is a modern strategy aiming at restoring the capacity of the immune system to target tumors in cancer patients. Toll-like receptor (TLR) agonists may enhance vaccination or direct immune activation at the tumor microenvironment. This clinical trial evaluated the biologic effects of Resiquimod, a TLR agonist that can activate both myeloid (TLR 8) and plasmacytoid (TLR 7) dendritic cells, on advanced stage melanoma. Methods: Subjects with in-transit melanoma metastases or high risk for recurrence and appropriate HLA were treated with peptide vaccination (class 1 restricted peptide GP100(g209-2m) and, if HLA-DP4+, class 2 restricted peptide MAGE-3243-258). Half of the patients were randomized to receive Resiquimod as an adjuvant applied to the GP100 vaccination site. Subjects with in-transit disease were then treated with resiquimod topically on half of the target lesions. To evaluate the T cell function, fresh PBMC and single cell tumor suspension were analyzed by flow cytometry using gp100-specific dextramer staining. RNA from the vaccination site was also analyzed using real-time PCR. Results: All patients (n=47) underwent GP100(g209-2m) vaccination, a majority (39) also received the MAGE-3243-258 peptide. Type 1 interferon pathway protein profiles of vaccination sites showed activation of plasmacytoid dendritic cells in patients with Resiquimod, but not in its absence. Nineteen subjects had in-transit disease at entry into the trial. In response to peptide vaccination alone, tumor regression was more likely in patients who received Resiquimod (group A) compared to those who did not (group B). (4/9 vs 0/10). In group A, 5 patients continued treatment with Resiquimod topically on the tumors, and all had tumor response (4PR, 1CR). In group B, 5 continued to tumoral resiquimod and 3 had regression (3 PR). Type I interferon (as measured by MxA and IRF7) IFN-gamma and TNF-alpha increased at the vaccination site 24 hrs after vaccination only at the sites where Resiquimod was applied. In blood, Resiquimod increased gp100-specific CD8 T cells frequency at week 8 (p=0.03) only in patients who received Resiquimod at the vaccination site. Conclusions: Resiquimod activates plasmacytoid dendritic cells at a peptide vaccination site and augments peptide vaccination sufficiently to mediate regression of in-transit melanoma metastasis. Resiquimod on in-transit melanoma, in vaccinated hosts, drives regression of metastases, regardless of previous exposure at vaccination site. An increased amount of cytokines such type I interferon, IFN-gamma, TNF-alpha, and T specific cytotoxic frequency were increased at the vaccination site after patients received Resiquimod.
Citation Format: Jorge A. Borin Scutti, Luis M. Vence, Richard E. Royal, Tara C. Wray, Janice N. Cormier, Jeffrey E. Lee, Anthony Lucci, Jeffrey E. Gershenwald, Merrick I. Ross, Jennifer Wargo, Karen A. Millerchip, Rodabe N. Amaria, Michael A. Davis, Adi Diab, Isabella C. Glitza, Wen Hwu, Sapna Patel, Scott E. Woodman, Willem W. Overwijk, Patrick Hwu. Resiquimod, a Toll-like receptor agonist promotes melanoma regression by enhancing plasmacytoid dendritic cells and T cytotoxic activity as a vaccination adjuvant and by direct tumor application [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 614.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Adi Diab
- MD Anderson Cancer Center, Houston, TX
| | | | - Wen Hwu
- MD Anderson Cancer Center, Houston, TX
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Keung EZ, Glitza IC, Burton E, Amaria RN, Patel SP, Diab A, Yee C, Wong MK, Hwu WJ, Hwu P, Woodman SE, Tetzlaff MT, Trujillo-Conley N, Milton DR, Davies MA, Rai K, Fernandez I, Blando JM, Vence LM, Sharma P, Allison JP, Wargo JA, Tawbi H. Abstract 5711: The impact of combination oral azacitidine (CC-486) + pembrolizumab (PEMBRO) on the immune infiltrate in metastatic melanoma (MM). Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-5711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Although immune checkpoint inhibitors have improved survival for many with MM, most pts do not respond and median PFS is only 6 months for single agent therapy. Cancers subvert the cellular epigenetic machinery to facilitate immune escape. Epigenetic mechanisms of resistance are potentially reversible by DNA hypomethylating agents (HMA). Based on preclinical models, we hypothesized that CC-486, an oral HMA, will enhance response to PEMBRO in PD-1 naïve pts and reverse resistance in anti-PD-1 refractory pts. The aim of this study is to determine the safety, efficacy, and characterize the pharmacodynamic impact of CC-486 + PEMBRO on immune infiltrates in pts with MM.
Experimental: NCT02816021 is an ongoing phase II study of CC-486 + PEMBRO in MM pts who are PD-1 naïve (Arm A) or who have progressed on prior PD-1 directed therapy (Arm B). Pts receive 300mg PO of CC-486 on days 1-14 and 200mg IV of PEMBRO q3 weeks. Serum and tumor biopsies are obtained at baseline, prior to cycles 3 and 5. Immune monitoring studies were performed by the Immunotherapy Platform at MD Anderson. Immune cell phenotyping by CyTOF was performed using 36 metal-conjugated antibodies targeting myeloid and T cell surface markers. FCS files were exported and manually gated for lymphocytes using FlowJo (version 10.1) and subjected to multidimensional phenographic analysis.
Results: Thirteen pts (Arm A, n=6; Arm B, n=7) have been enrolled. Two of the 3 pts remaining on study are PD-1 naïve and have received 13 and 8 cycles of CC-496 + PEMBRO with partial responses by RECIST1.1 at 6 months, respectively. One pt on Arm B remains on study with stable disease after 4 cycles. The combination was considered safe after a run-in phase (6 pts/arm treated without DLTs) and the study is open to full accrual. The most common grade 3/4 AEs were leukopenia , neutropenia, vomiting, and diarrhea (2 each) with 1 grade 5 AE unrelated to treatment (hepatic rupture/bleeding due to progressive disease). Serum and tumor biopsies from 6 pts (3 per Arm) were available for interim analysis, with additional samples in process. Of these 6 pts, 1 pt (PD-1 naïve) responded to therapy by RECIST1.1. We evaluated the blood and tumor samples by CyTOF. In the tumor samples, we observed an increase in frequency of T cells in 2 PD-1 naïve patients but did not observe similar changes in PD-1 refractory patients in this small cohort. Similar data was found with immunohistochemistry. These changes were not observed in the blood samples.
Conclusion: The regimen CC-486 + PEMBRO is not marrow suppressive and is well tolerated. Changes in the peripheral lymphocyte cell populations upon treatment are not necessarily concordant with changes occurring in the tumor. Analysis of collected samples is ongoing and will be presented at the meeting, and will help corroborate initial findings and yield further insight into the effect of this combination on the immune response.
Citation Format: Emily Z. Keung, Isabella C. Glitza, Elizabeth Burton, Rodabe N. Amaria, Sapna P. Patel, Adi Diab, Cassian Yee, Michael K. Wong, Wen-Jen Hwu, Patrick Hwu, Scott E. Woodman, Michael T. Tetzlaff, Nallely Trujillo-Conley, Denai R. Milton, Michael A. Davies, Kunal Rai, Irina Fernandez, Jorge M. Blando, Luis M. Vence, Padmanee Sharma, James P. Allison, Jennifer A. Wargo, Hussein Tawbi. The impact of combination oral azacitidine (CC-486) + pembrolizumab (PEMBRO) on the immune infiltrate in metastatic melanoma (MM) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 5711.
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Affiliation(s)
| | | | | | | | | | - Adi Diab
- MD Anderson Cancer Center, Houston, TX
| | | | | | | | | | | | | | | | | | | | - Kunal Rai
- MD Anderson Cancer Center, Houston, TX
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28
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Oba J, Kim SH, Wang WL, Macedo MP, Carapeto F, McKean MA, Van Arnam J, Eterovic AK, Sen S, Kale CR, Yu X, Haymaker CL, Routbort M, Haydu LE, Bernatchez C, Lazar AJ, Grimm EA, Hong DS, Woodman SE. Targeting the HGF/MET Axis Counters Primary Resistance to KIT Inhibition in KIT-Mutant Melanoma. JCO Precis Oncol 2018; 2018. [PMID: 30094412 DOI: 10.1200/po.18.00055] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Affiliation(s)
- Junna Oba
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Sun-Hee Kim
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Wei-Lien Wang
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Mariana P Macedo
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Fernando Carapeto
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Meredith A McKean
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - John Van Arnam
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Agda K Eterovic
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Shiraj Sen
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Charuta R Kale
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Xiaoxing Yu
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Cara L Haymaker
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Mark Routbort
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Lauren E Haydu
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Chantale Bernatchez
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Alexander J Lazar
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Elizabeth A Grimm
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - David S Hong
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
| | - Scott E Woodman
- Junna Oba, Sun-Hee Kim, Wei-Lien Wang, Mariana P. Macedo, Fernando Carapeto, Meredith A McKean, John Van Arnam, Agda K. Eterovic, Shiraj Sen, Charuta R. Kale, Xiaoxing Yu, Cara L. Haymaker, Mark Routbort, Lauren E. Haydu, Chantale Bernatchez, Alexander J. Lazar, Elizabeth A. Grimm, David S. Hong, and Scott E. Woodman, The University of Texas MD Anderson Cancer Center, Houston, TX; and Mariana P. Macedo, AC Camargo Cancer Center, São Paulo, Brazil
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Forget MA, Haymaker C, Hess KR, Meng YJ, Creasy C, Karpinets T, Fulbright OJ, Roszik J, Woodman SE, Kim YU, Sakellariou-Thompson D, Bhatta A, Wahl A, Flores E, Thorsen ST, Tavera RJ, Ramachandran R, Gonzalez AM, Toth CL, Wardell S, Mansaray R, Patel V, Carpio DJ, Vaughn C, Farinas CM, Velasquez PG, Hwu WJ, Patel SP, Davies MA, Diab A, Glitza IC, Tawbi H, Wong MK, Cain S, Ross MI, Lee JE, Gershenwald JE, Lucci A, Royal R, Cormier JN, Wargo JA, Radvanyi LG, Torres-Cabala CA, Beroukhim R, Hwu P, Amaria RN, Bernatchez C. Prospective Analysis of Adoptive TIL Therapy in Patients with Metastatic Melanoma: Response, Impact of Anti-CTLA4, and Biomarkers to Predict Clinical Outcome. Clin Cancer Res 2018; 24:4416-4428. [PMID: 29848573 DOI: 10.1158/1078-0432.ccr-17-3649] [Citation(s) in RCA: 78] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Revised: 04/11/2018] [Accepted: 05/23/2018] [Indexed: 11/16/2022]
Abstract
Purpose: Adoptive cell therapy (ACT) using tumor-infiltrating lymphocytes (TIL) has consistently demonstrated clinical efficacy in metastatic melanoma. Recent widespread use of checkpoint blockade has shifted the treatment landscape, raising questions regarding impact of these therapies on response to TIL and appropriate immunotherapy sequence.Patients and Methods: Seventy-four metastatic melanoma patients were treated with autologous TIL and evaluated for clinical response according to irRC, overall survival, and progression-free survival. Immunologic factors associated with response were also evaluated.Results: Best overall response for the entire cohort was 42%; 47% in 43 checkpoint-naïve patients, 38% when patients were exposed to anti-CTLA4 alone (21 patients) and 33% if also exposed to anti-PD1 (9 patients) prior to TIL ACT. Median overall survival was 17.3 months; 24.6 months in CTLA4-naïve patients and 8.6 months in patients with prior CTLA4 blockade. The latter patients were infused with fewer TIL and experienced a shorter duration of response. Infusion of higher numbers of TIL with CD8 predominance and expression of BTLA correlated with improved response in anti-CTLA4 naïve patients, but not in anti-CTLA4 refractory patients. Baseline serum levels of IL9 predicted response to TIL ACT, while TIL persistence, tumor recognition, and mutation burden did not correlate with outcome.Conclusions: This study demonstrates the deleterious effects of prior exposure to anti-CTLA4 on TIL ACT response and shows that baseline IL9 levels can potentially serve as a predictive tool to select the appropriate sequence of immunotherapies. Clin Cancer Res; 24(18); 4416-28. ©2018 AACR.
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Affiliation(s)
- Marie-Andrée Forget
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Cara Haymaker
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Kenneth R Hess
- Department of Biostatistics, The University of Texas MDACC, Houston, Texas
| | - Yuzhong Jeff Meng
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Caitlin Creasy
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Tatiana Karpinets
- Department of Genomic Medicine, The University of Texas MDACC, Houston, Texas
| | - Orenthial J Fulbright
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas.,Department of Genomic Medicine, The University of Texas MDACC, Houston, Texas
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Young Uk Kim
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | | | - Ankit Bhatta
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Arely Wahl
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Esteban Flores
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Shawne T Thorsen
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - René J Tavera
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Renjith Ramachandran
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Audrey M Gonzalez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Christopher L Toth
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Seth Wardell
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Rahmatu Mansaray
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Vruti Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Destiny Joy Carpio
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Carol Vaughn
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Chantell M Farinas
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Portia G Velasquez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Wen-Jen Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Isabella C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Hussein Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Michael K Wong
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Suzanne Cain
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Merrick I Ross
- Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | - Jeffrey E Lee
- Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | | | - Anthony Lucci
- Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | - Richard Royal
- Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | - Janice N Cormier
- Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MDACC, Houston, Texas.,Department of Surgical Oncology, The University of Texas MDACC, Houston, Texas
| | - Laszlo G Radvanyi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | | | - Rameen Beroukhim
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas.
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas.
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30
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Cascone T, McKenzie JA, Mbofung RM, Punt S, Wang Z, Xu C, Williams LJ, Wang Z, Bristow CA, Carugo A, Peoples MD, Li L, Karpinets T, Huang L, Malu S, Creasy C, Leahey SE, Chen J, Chen Y, Pelicano H, Bernatchez C, Gopal YNV, Heffernan TP, Hu J, Wang J, Amaria RN, Garraway LA, Huang P, Yang P, Wistuba II, Woodman SE, Roszik J, Davis RE, Davies MA, Heymach JV, Hwu P, Peng W. Increased Tumor Glycolysis Characterizes Immune Resistance to Adoptive T Cell Therapy. Cell Metab 2018; 27:977-987.e4. [PMID: 29628419 PMCID: PMC5932208 DOI: 10.1016/j.cmet.2018.02.024] [Citation(s) in RCA: 353] [Impact Index Per Article: 58.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Revised: 01/10/2018] [Accepted: 02/27/2018] [Indexed: 12/18/2022]
Abstract
Adoptive T cell therapy (ACT) produces durable responses in some cancer patients; however, most tumors are refractory to ACT and the molecular mechanisms underlying resistance are unclear. Using two independent approaches, we identified tumor glycolysis as a pathway associated with immune resistance in melanoma. Glycolysis-related genes were upregulated in melanoma and lung cancer patient samples poorly infiltrated by T cells. Overexpression of glycolysis-related molecules impaired T cell killing of tumor cells, whereas inhibition of glycolysis enhanced T cell-mediated antitumor immunity in vitro and in vivo. Moreover, glycolysis-related gene expression was higher in melanoma tissues from ACT-refractory patients, and tumor cells derived from these patients exhibited higher glycolytic activity. We identified reduced levels of IRF1 and CXCL10 immunostimulatory molecules in highly glycolytic melanoma cells. Our findings demonstrate that tumor glycolysis is associated with the efficacy of ACT and identify the glycolysis pathway as a candidate target for combinatorial therapeutic intervention.
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Affiliation(s)
- Tina Cascone
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jodi A McKenzie
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rina M Mbofung
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Simone Punt
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Zhe Wang
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chunyu Xu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Leila J Williams
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Zhiqiang Wang
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christopher A Bristow
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alessandro Carugo
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael D Peoples
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lerong Li
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Tatiana Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lu Huang
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Shruti Malu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Caitlin Creasy
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sara E Leahey
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jiong Chen
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yuan Chen
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Helen Pelicano
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Y N Vashisht Gopal
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Timothy P Heffernan
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jianhua Hu
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jing Wang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Levi A Garraway
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Peng Huang
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Peiying Yang
- Department of Palliative, Rehabilitation and Integrative Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - R Eric Davis
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - John V Heymach
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
| | - Weiyi Peng
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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31
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Amaria RN, Prieto PA, Tetzlaff MT, Reuben A, Andrews MC, Ross MI, Glitza IC, Cormier J, Hwu WJ, Tawbi HA, Patel SP, Lee JE, Gershenwald JE, Spencer CN, Gopalakrishnan V, Bassett R, Simpson L, Mouton R, Hudgens CW, Zhao L, Zhu H, Cooper ZA, Wani K, Lazar A, Hwu P, Diab A, Wong MK, McQuade JL, Royal R, Lucci A, Burton EM, Reddy S, Sharma P, Allison J, Futreal PA, Woodman SE, Davies MA, Wargo JA. Neoadjuvant plus adjuvant dabrafenib and trametinib versus standard of care in patients with high-risk, surgically resectable melanoma: a single-centre, open-label, randomised, phase 2 trial. Lancet Oncol 2018; 19:181-193. [DOI: 10.1016/s1470-2045(18)30015-9] [Citation(s) in RCA: 181] [Impact Index Per Article: 30.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Revised: 09/18/2017] [Accepted: 09/29/2017] [Indexed: 12/31/2022]
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32
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Glitza IC, Rohlfs M, Guha-Thakurta N, Bassett RL, Bernatchez C, Diab A, Woodman SE, Yee C, Amaria RN, Patel SP, Tawbi H, Wong M, Hwu WJ, Hwu P, Heimberger A, McCutcheon IE, Papadopoulos N, Davies MA. Retrospective review of metastatic melanoma patients with leptomeningeal disease treated with intrathecal interleukin-2. ESMO Open 2018; 3:e000283. [PMID: 29387478 PMCID: PMC5786950 DOI: 10.1136/esmoopen-2017-000283] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Revised: 12/01/2017] [Accepted: 12/06/2017] [Indexed: 01/01/2023] Open
Abstract
Objectives Metastatic melanoma patients with leptomeningeal disease (LMD) have an extremely poor prognosis, with a median survival measured in weeks, and few treatment options. Outcomes of a retrospective cohort of patients with LMD that were treated with intrathecal interleukin-2 (IT IL-2) were reviewed to assess the long-term efficacy of this therapy. Methods The records of metastatic melanoma patients with LMD who were treated with IT IL-2 from 2006 to 2014 in a Compassionate Investigational New Drug study were reviewed. IL-2 (1.2 mIU) was administered intrathecally via Ommaya reservoir up to five times per week in the inpatient setting for 4 weeks; patients with good tolerance and clinical benefit received maintenance IT IL-2 every 1–3 months thereafter. Results The cohort included 43 patients. The median age of the patients was 47 years (range 18–71), and 32 (74%) were male. 23 patients (53%) had positive cerebrospinal fluid (CSF) cytology and radiographic evidence of LMD, 8 (19%) had positive CSF cytology only, 9 (21%) had radiographic evidence only and 3 (7%) were diagnosed based on pathology review after craniotomy. The median overall survival (OS) from initiation of IT IL-2 was 7.8 months (range, 0.4–90.8 months), with 1-year, 2-year and 5-year OS rates of 36%, 26% and 13%. The presence of neurological symptoms (HR 2.1, P=0.03), positive baseline CSF cytology (HR 4.1, P=0.001) and concomitant use of targeted therapy (HR 3.0, P=0.02) was associated with shorter OS on univariate analysis. All patients developed symptoms due to increased intracranial pressure which was managed with supportive medications and/or CSF removal, and there were no treatment-related deaths. Conclusion These results demonstrate that despite their historically dismal prognosis a subset of metastatic melanoma patients with LMD treated with IT IL-2 can achieve long-term survival, but these data need to be verified in a prospective trial setting.
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Affiliation(s)
- Isabella C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Michelle Rohlfs
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Nandita Guha-Thakurta
- Department of Diagnostic Radiology/ Neuro Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Roland L Bassett
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Cassian Yee
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Hussein Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Michael Wong
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Wen-Jen Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Amy Heimberger
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Ian E McCutcheon
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Nicholas Papadopoulos
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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Robertson AG, Shih J, Yau C, Gibb EA, Oba J, Mungall KL, Hess JM, Uzunangelov V, Walter V, Danilova L, Lichtenberg TM, Kucherlapati M, Kimes PK, Tang M, Penson A, Babur O, Akbani R, Bristow CA, Hoadley KA, Iype L, Chang MT, Cherniack AD, Benz C, Mills GB, Verhaak RGW, Griewank KG, Felau I, Zenklusen JC, Gershenwald JE, Schoenfield L, Lazar AJ, Abdel-Rahman MH, Roman-Roman S, Stern MH, Cebulla CM, Williams MD, Jager MJ, Coupland SE, Esmaeli B, Kandoth C, Woodman SE. Integrative Analysis Identifies Four Molecular and Clinical Subsets in Uveal Melanoma. Cancer Cell 2018; 33:151. [PMID: 29316429 DOI: 10.1016/j.ccell.2017.12.013] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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34
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Gopalakrishnan V, Spencer CN, Nezi L, Reuben A, Andrews MC, Karpinets TV, Prieto PA, Vicente D, Hoffman K, Wei SC, Cogdill AP, Zhao L, Hudgens CW, Hutchinson DS, Manzo T, Petaccia de Macedo M, Cotechini T, Kumar T, Chen WS, Reddy SM, Szczepaniak Sloane R, Galloway-Pena J, Jiang H, Chen PL, Shpall EJ, Rezvani K, Alousi AM, Chemaly RF, Shelburne S, Vence LM, Okhuysen PC, Jensen VB, Swennes AG, McAllister F, Marcelo Riquelme Sanchez E, Zhang Y, Le Chatelier E, Zitvogel L, Pons N, Austin-Breneman JL, Haydu LE, Burton EM, Gardner JM, Sirmans E, Hu J, Lazar AJ, Tsujikawa T, Diab A, Tawbi H, Glitza IC, Hwu WJ, Patel SP, Woodman SE, Amaria RN, Davies MA, Gershenwald JE, Hwu P, Lee JE, Zhang J, Coussens LM, Cooper ZA, Futreal PA, Daniel CR, Ajami NJ, Petrosino JF, Tetzlaff MT, Sharma P, Allison JP, Jenq RR, Wargo JA. Gut microbiome modulates response to anti-PD-1 immunotherapy in melanoma patients. Science 2018; 359:97-103. [PMID: 29097493 PMCID: PMC5827966 DOI: 10.1126/science.aan4236] [Citation(s) in RCA: 2722] [Impact Index Per Article: 453.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Accepted: 10/17/2017] [Indexed: 12/11/2022]
Abstract
Preclinical mouse models suggest that the gut microbiome modulates tumor response to checkpoint blockade immunotherapy; however, this has not been well-characterized in human cancer patients. Here we examined the oral and gut microbiome of melanoma patients undergoing anti-programmed cell death 1 protein (PD-1) immunotherapy (n = 112). Significant differences were observed in the diversity and composition of the patient gut microbiome of responders versus nonresponders. Analysis of patient fecal microbiome samples (n = 43, 30 responders, 13 nonresponders) showed significantly higher alpha diversity (P < 0.01) and relative abundance of bacteria of the Ruminococcaceae family (P < 0.01) in responding patients. Metagenomic studies revealed functional differences in gut bacteria in responders, including enrichment of anabolic pathways. Immune profiling suggested enhanced systemic and antitumor immunity in responding patients with a favorable gut microbiome as well as in germ-free mice receiving fecal transplants from responding patients. Together, these data have important implications for the treatment of melanoma patients with immune checkpoint inhibitors.
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Affiliation(s)
- V Gopalakrishnan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Epidemiology, Human Genetics and Environmental Sciences, University of Texas School of Public Health, Houston, TX 77030, USA
| | - C N Spencer
- Department of Epidemiology, Human Genetics and Environmental Sciences, University of Texas School of Public Health, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - L Nezi
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A Reuben
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - M C Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - T V Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P A Prieto
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - D Vicente
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - K Hoffman
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - S C Wei
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A P Cogdill
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - L Zhao
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - C W Hudgens
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - D S Hutchinson
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - T Manzo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - M Petaccia de Macedo
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - T Cotechini
- Department of Cell, Developmental and Cell Biology, Oregon Health and Sciences University, Portland, OR 97239, USA
| | - T Kumar
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - W S Chen
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - S M Reddy
- Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - R Szczepaniak Sloane
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J Galloway-Pena
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - H Jiang
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P L Chen
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - E J Shpall
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - K Rezvani
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A M Alousi
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - R F Chemaly
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - S Shelburne
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - L M Vence
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P C Okhuysen
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - V B Jensen
- Department of Veterinary Medicine and Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A G Swennes
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - F McAllister
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - E Marcelo Riquelme Sanchez
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Y Zhang
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - E Le Chatelier
- Centre de Recherche de Jouy-en-Josas, Institut National de la Recherche Agronomique, 78352 Jouy-en-Josas, France
| | - L Zitvogel
- Centre d'Investigation Clinique Biothérapie, Institut Gustave-Roussy, 94805 Villejuif Cedex, France
| | - N Pons
- Centre de Recherche de Jouy-en-Josas, Institut National de la Recherche Agronomique, 78352 Jouy-en-Josas, France
| | - J L Austin-Breneman
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - L E Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - E M Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J M Gardner
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - E Sirmans
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J Hu
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A J Lazar
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - T Tsujikawa
- Department of Cell, Developmental and Cell Biology, Oregon Health and Sciences University, Portland, OR 97239, USA
| | - A Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - H Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - I C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - W J Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - S P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - S E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - R N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - M A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J E Lee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J Zhang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - L M Coussens
- Department of Cell, Developmental and Cell Biology, Oregon Health and Sciences University, Portland, OR 97239, USA
| | - Z A Cooper
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P A Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - C R Daniel
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Epidemiology, Human Genetics and Environmental Sciences, University of Texas School of Public Health, Houston, TX 77030, USA
| | - N J Ajami
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - J F Petrosino
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - M T Tetzlaff
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J P Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - R R Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - J A Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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35
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Roh W, Chen PL, Reuben A, Spencer CN, Prieto PA, Miller JP, Gopalakrishnan V, Wang F, Cooper ZA, Reddy SM, Gumbs C, Little L, Chang Q, Chen WS, Wani K, De Macedo MP, Chen E, Austin-Breneman JL, Jiang H, Roszik J, Tetzlaff MT, Davies MA, Gershenwald JE, Tawbi H, Lazar AJ, Hwu P, Hwu WJ, Diab A, Glitza IC, Patel SP, Woodman SE, Amaria RN, Prieto VG, Hu J, Sharma P, Allison JP, Chin L, Zhang J, Wargo JA, Futreal PA. Integrated molecular analysis of tumor biopsies on sequential CTLA-4 and PD-1 blockade reveals markers of response and resistance. Sci Transl Med 2017; 9:9/379/eaah3560. [PMID: 28251903 DOI: 10.1126/scitranslmed.aah3560] [Citation(s) in RCA: 587] [Impact Index Per Article: 83.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Revised: 11/17/2016] [Accepted: 02/04/2017] [Indexed: 12/20/2022]
Abstract
Immune checkpoint blockade produces clinical benefit in many patients. However, better biomarkers of response are still needed, and mechanisms of resistance remain incompletely understood. To address this, we recently studied a cohort of melanoma patients treated with sequential checkpoint blockade against cytotoxic T lymphocyte antigen-4 (CTLA-4) followed by programmed death receptor-1 (PD-1) and identified immune markers of response and resistance. Building on these studies, we performed deep molecular profiling including T cell receptor sequencing and whole-exome sequencing within the same cohort and demonstrated that a more clonal T cell repertoire was predictive of response to PD-1 but not CTLA-4 blockade. Analysis of CNAs identified a higher burden of copy number loss in nonresponders to CTLA-4 and PD-1 blockade and found that it was associated with decreased expression of genes in immune-related pathways. The effect of mutational load and burden of copy number loss on response was nonredundant, suggesting the potential utility of a combinatorial biomarker to optimize patient care with checkpoint blockade therapy.
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Affiliation(s)
- Whijae Roh
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Cancer Biology Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences at Houston, Houston, TX 77030, USA
| | - Pei-Ling Chen
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexandre Reuben
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christine N Spencer
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Peter A Prieto
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - John P Miller
- Oncology Research for Biologics and Immunotherapy Translation, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Feng Wang
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Zachary A Cooper
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sangeetha M Reddy
- Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Curtis Gumbs
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Latasha Little
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Qing Chang
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Wei-Shen Chen
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mariana Petaccia De Macedo
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Pathology Department, A.C.Camargo Cancer Center, São Paulo, SP-01509-010, Brazil
| | - Eveline Chen
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jacob L Austin-Breneman
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hong Jiang
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jason Roszik
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael T Tetzlaff
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hussein Tawbi
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexander J Lazar
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Wen-Jen Hwu
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Isabella C Glitza
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Victor G Prieto
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jianhua Hu
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Padmanee Sharma
- Department of Immunology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.,Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - James P Allison
- Department of Immunology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lynda Chin
- University of Texas System, Austin, TX 78701, USA
| | - Jianhua Zhang
- Applied Cancer Science Institute, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A Wargo
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. .,Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - P Andrew Futreal
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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36
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Robertson AG, Shih J, Yau C, Gibb EA, Oba J, Mungall KL, Hess JM, Uzunangelov V, Walter V, Danilova L, Lichtenberg TM, Kucherlapati M, Kimes PK, Tang M, Penson A, Babur O, Akbani R, Bristow CA, Hoadley KA, Iype L, Chang MT, Cherniack AD, Benz C, Mills GB, Verhaak RGW, Griewank KG, Felau I, Zenklusen JC, Gershenwald JE, Schoenfield L, Lazar AJ, Abdel-Rahman MH, Roman-Roman S, Stern MH, Cebulla CM, Williams MD, Jager MJ, Coupland SE, Esmaeli B, Kandoth C, Woodman SE. Integrative Analysis Identifies Four Molecular and Clinical Subsets in Uveal Melanoma. Cancer Cell 2017; 32:204-220.e15. [PMID: 28810145 PMCID: PMC5619925 DOI: 10.1016/j.ccell.2017.07.003] [Citation(s) in RCA: 519] [Impact Index Per Article: 74.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2016] [Revised: 04/24/2017] [Accepted: 07/09/2017] [Indexed: 12/17/2022]
Abstract
Comprehensive multiplatform analysis of 80 uveal melanomas (UM) identifies four molecularly distinct, clinically relevant subtypes: two associated with poor-prognosis monosomy 3 (M3) and two with better-prognosis disomy 3 (D3). We show that BAP1 loss follows M3 occurrence and correlates with a global DNA methylation state that is distinct from D3-UM. Poor-prognosis M3-UM divide into subsets with divergent genomic aberrations, transcriptional features, and clinical outcomes. We report change-of-function SRSF2 mutations. Within D3-UM, EIF1AX- and SRSF2/SF3B1-mutant tumors have distinct somatic copy number alterations and DNA methylation profiles, providing insight into the biology of these low- versus intermediate-risk clinical mutation subtypes.
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Affiliation(s)
- A Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Juliann Shih
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Christina Yau
- Buck Institute for Research on Aging, Novato, CA 94945, USA
| | - Ewan A Gibb
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Junna Oba
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Julian M Hess
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Vladislav Uzunangelov
- Department of Biomolecular Engineering, Center for Biomolecular Sciences and Engineering, University of California, Santa Cruz, CA 95064, USA
| | - Vonn Walter
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Public Health Sciences, Penn State College of Medicine, 500 University Drive, Hershey, PA 17033, USA
| | - Ludmila Danilova
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD 21287, USA
| | - Tara M Lichtenberg
- The Research Institute at Nationwide Children's Hospital, Columbus, OH 43205, USA
| | - Melanie Kucherlapati
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA; Division of Genetics, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Patrick K Kimes
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Ming Tang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexander Penson
- Human Oncology and Pathogenesis Program, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA; Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA
| | - Ozgun Babur
- Molecular and Medical Genetics, Computational Biology, Oregon Health and Science University, Portland, OR 97239, USA
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christopher A Bristow
- Institute for Applied Cancer Science, Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Katherine A Hoadley
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Lisa Iype
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Matthew T Chang
- Human Oncology and Pathogenesis Program, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA; Departments of Bioengineering and Therapeutic Sciences, University of California, San Francisco, CA 94122, USA
| | | | - Andrew D Cherniack
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | - Gordon B Mills
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Roel G W Verhaak
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Klaus G Griewank
- Department of Dermatology, University Hospital Essen, 45157 Essen, Germany
| | - Ina Felau
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Jean C Zenklusen
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lynn Schoenfield
- Department of Pathology, The Ohio State University, Wexner Medical Center, Columbus, OH 43210, USA
| | - Alexander J Lazar
- Department of Pathology, Dermatology and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mohamed H Abdel-Rahman
- Departments of Ophthalmology and Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH 43210, USA
| | - Sergio Roman-Roman
- Department of Translational Research, Institut Curie, PSL Research University, Paris 75248, France
| | - Marc-Henri Stern
- Department of Translational Research, Institut Curie, PSL Research University, Paris 75248, France
| | - Colleen M Cebulla
- Havener Eye Institute, The Ohio State University Wexner Medical Center, Columbus, OH 43212, USA
| | - Michelle D Williams
- Department of Pathology, Dermatology and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Martine J Jager
- Department of Ophthalmology, Leiden University Medical Center, Leiden, the Netherlands
| | - Sarah E Coupland
- Department of Molecular & Clinical Cancer Medicine, Institute of Translational Medicine, University of Liverpool, Liverpool L7 8TX, UK; Department of Cellular Pathology, Royal Liverpool University Hospital, Liverpool, L69 3GA, UK
| | - Bita Esmaeli
- Orbital Oncology & Ophthalmic Plastic Surgery, Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
| | - Cyriac Kandoth
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA.
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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37
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Woodman SE, Prieto P, Andrews MC, Amaria RN, Tetzlaff M, Diab A, Patel SP, Wen-Jen H, Glitza I, Tawbi H, Hwu P, Cormier J, Lucci A, Royal R, Lee J, Bassett R, Simpson L, Burton E, Zhao L, Grimm E, Reuben A, Spencer C, Oba J, Ross M, Gershenwald J, Davies M, Wargo JA. Abstract CT156: Novel neoadjuvant targeted therapy trial yields insight into molecular mechanisms of response. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-ct156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Major advances have been made in the treatment of metastatic melanoma through the use of molecularly targeted therapy and immunotherapy, and trials incorporating these agents are now being extended to patients with earlier-stage disease. The current standard of care (SOC) therapy for high-risk resectable melanoma (stage IIIB/IIIC) is upfront surgery and SOC adjuvant therapy; however, relapse rates are high (~70%). We hypothesized that treatment with neoadjuvant + adjuvant targeted therapy (dabrafenib + trametinib) in this patient population would result in lower relapse rates and prolonged survival over SOC therapy.
Methods: To test this hypothesis, we designed a randomized clinical trial (NCT02231775) in patients with resectable Stage IIIB/C or oligometastatic stage IV BRAF-mutant melanoma. Patients were randomized 1:2 to SOC (Arm A) versus neoadjuvant + adjuvant D+T (Arm B, 8 wks neoadjuvant + 44 wks adjuvant). The primary endpoint was relapse-free survival (RFS) with additional secondary endpoints. Importantly longitudinal sampling of tumor tissue was obtained (at baseline, week 3, and surgery) and molecular profiling was performed to gain insights into mechanisms of therapeutic response.
Results: 21 of 84 patients were enrolled (arm A=7, arm B=14). Arms were well matched, and toxicity to targeted therapy was limited. RECIST response rate to 8 wks D+T was 77%, with a pathologic complete response rate (pCR) of 58%. Interim analysis revealed a significantly higher RFS in the D+T arm over SOC (p<0.0001), substantiating early stoppage of the trial. Notably, achievement of a pCR correlated with durable clinical benefit. Tumor mutational load was similar in those achieving a pCR versus those who did not, however known recurrent gene alterations in melanoma were noted to be more abundant in those who failed to achieve a pCR. Transcriptomic profiling in longitudinal tumor samples revealed differentially expressed genes (DEGs) that were highly correlated with achieving a pCR. Initial functional analysis of DEGs implicate multiple cancer cell-intrinsic (differentiation, MAPK pathway and metabolic) features and immune microenvironmental factors to be associated with response to neoadjuvant targeted therapy.
Conclusion: Neoadjuvant + adjuvant D+T is associated with a high pCR rate and improved RFS over SOC in patients with high-risk resectable metastatic melanoma. Pathological and molecular correlative analysis revealed both pre- and on-treatment tumor features to be highly associated with the high pCR rate.
Citation Format: Scott E. Woodman, Peter Prieto, Miles C. Andrews, Rodabe N. Amaria, Michael Tetzlaff, Adi Diab, Sapna P. Patel, Hwu Wen-Jen, Isabella Glitza, Hussein Tawbi, Patrick Hwu, Janice Cormier, Anthony Lucci, Richard Royal, Jeffrey Lee, Roland Bassett, Lauren Simpson, Elizabeth Burton, Li Zhao, Elizabeth Grimm, Alexandre Reuben, Christine Spencer, Junna Oba, Merrick Ross, Jeffrey Gershenwald, Michael Davies, Jennifer A. Wargo. Novel neoadjuvant targeted therapy trial yields insight into molecular mechanisms of response [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr CT156. doi:10.1158/1538-7445.AM2017-CT156
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Affiliation(s)
| | | | | | | | | | - Adi Diab
- UT MD Anderson Cancer Ctr., Houston, TX
| | | | | | | | | | | | | | | | | | | | | | | | | | - Li Zhao
- UT MD Anderson Cancer Ctr., Houston, TX
| | | | | | | | - Junna Oba
- UT MD Anderson Cancer Ctr., Houston, TX
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38
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Park J, Talukder AH, Lim SA, Kim K, Pan K, Melendez B, Bradley SD, Jackson KR, Khalili JS, Wang J, Creasy C, Pan BF, Woodman SE, Bernatchez C, Hawke D, Hwu P, Lee KM, Roszik J, Lizée G, Yee C. SLC45A2: A Melanoma Antigen with High Tumor Selectivity and Reduced Potential for Autoimmune Toxicity. Cancer Immunol Res 2017. [PMID: 28630054 DOI: 10.1158/2326-6066.cir-17-0051] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Cytotoxic T lymphocyte (CTL)-based immunotherapies have had remarkable success at generating objective clinical responses in patients with advanced metastatic melanoma. Although the melanocyte differentiation antigens (MDA) MART-1, PMEL, and tyrosinase were among the first melanoma tumor-associated antigens identified and targeted with immunotherapy, expression within normal melanocytes of the eye and inner ear can elicit serious autoimmune side effects, thus limiting their clinical potential as CTL targets. Using a tandem mass spectrometry (MS) approach to analyze the immunopeptidomes of 55 melanoma patient-derived cell lines, we identified a number of shared HLA class I-bound peptides derived from the melanocyte-specific transporter protein SLC45A2. Antigen-specific CTLs generated against HLA-A*0201- and HLA-A*2402-restricted SLC45A2 peptides effectively killed a majority of HLA-matched cutaneous, uveal, and mucosal melanoma cell lines tested (18/25). CTLs specific for SLC45A2 showed significantly reduced recognition of HLA-matched primary melanocytes that were, conversely, robustly killed by MART1- and PMEL-specific T cells. Transcriptome analysis revealed that SLC45A2 mRNA expression in normal melanocytes was less than 2% that of other MDAs, therefore providing a more favorable melanoma-to-melanocyte expression ratio. Expression of SLC45A2 and CTL sensitivity could be further upregulated in BRAF(V600E)-mutant melanoma cells upon treatment with BRAF or MEK inhibitors, similarly to other MDAs. Taken together, our study demonstrates the feasibility of using tandem MS as a means of discovering shared immunogenic tumor-associated epitopes and identifies SLC45A2 as a promising immunotherapeutic target for melanoma with high tumor selectivity and reduced potential for autoimmune toxicity. Cancer Immunol Res; 5(8); 618-29. ©2017 AACR.
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Affiliation(s)
- Jungsun Park
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Amjad H Talukder
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Seon A Lim
- Department of Biochemistry and Molecular Biology, Korea University College of Medicine, Seoul, Republic of Korea
| | - Kwanghee Kim
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ke Pan
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Brenda Melendez
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sherille D Bradley
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kyle R Jackson
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jahan S Khalili
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Junmei Wang
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Caitlin Creasy
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Bih-Fang Pan
- Department of Systems Biology, MD Anderson Cancer Center, Houston, Texas
| | - Scott E Woodman
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Chantale Bernatchez
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - David Hawke
- Department of Systems Biology, MD Anderson Cancer Center, Houston, Texas
| | - Patrick Hwu
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kyung-Mi Lee
- Department of Biochemistry and Molecular Biology, Korea University College of Medicine, Seoul, Republic of Korea
| | - Jason Roszik
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Gregory Lizée
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas. .,Departments of Melanoma Medical Oncology and Immunology, MD Anderson Cancer Center, Houston, Texas
| | - Cassian Yee
- Center for Cancer Immunology Research, Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas. .,Departments of Melanoma Medical Oncology and Immunology, MD Anderson Cancer Center, Houston, Texas
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Kim DW, Haydu L, Joon AY, Bassett RL, Siroy AE, Tetzlaff M, Routbort MJ, Amaria R, Wargo J, McQuade J, Kemnade J, Hwu P, Woodman SE, Roszik J, Kim KB, Gershenwald JE, Lazar AJ, Davies MA. Clinicopathological features and clinical outcomes associated with TP53 and BRAF Non-V600 mutations in cutaneous melanoma patients. Cancer 2017; 123:1372-1381. [PMID: 27911979 PMCID: PMC5384865 DOI: 10.1002/cncr.30463] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2016] [Revised: 10/24/2016] [Accepted: 10/31/2016] [Indexed: 11/06/2022]
Abstract
BACKGROUND BRAFV600 , NRAS, TP53, and BRAFNon-V600 are among the most common mutations detected in non-acral cutaneous melanoma patients. Although several studies have identified clinical and pathological features associated with BRAFV600 and NRAS mutations, limited data are available regarding the correlates and significance of TP53 and BRAFNon-V600 mutations. METHODS This study analyzed the patient demographics, primary tumor features, and clinical outcomes of a large cohort of non-acral cutaneous melanoma patients who had undergone clinically indicated molecular testing (n = 926). RESULTS The prevalence of BRAFV600 , NRAS, TP53, and BRAFNon-V600 mutations was 43%, 21%, 19%, and 7%, respectively. The presence of a TP53 mutation was associated with older age (P = .019), a head and neck primary tumor site (P = .0001), and longer overall survival (OS) from the diagnosis of stage IV disease in univariate (P = .039) and multivariate analyses (P = .015). BRAFNon-V600 mutations were associated with older age (P = .005) but not with primary tumor features or OS from stage IV. Neither TP53 nor BRAFNon-V600 mutations correlated significantly with OS with frontline ipilimumab treatment, and the TP53 status was not significantly associated with outcomes with frontline BRAF inhibitor therapy. Eleven patients with BRAFNon-V600 mutations were treated with a BRAF inhibitor. Three patients were not evaluable for a response because of treatment cessation for toxicities; the remaining patients had disease progression as the best response to therapy. CONCLUSIONS These results add to the understanding of the clinical features associated with TP53 and BRAFNon-V600 mutations in advanced cutaneous melanoma patients, and they support the rationale for evaluating the prognostic significance of TP53 in other cohorts of melanoma patients. Cancer 2017;123:1372-1381. © 2016 American Cancer Society.
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Affiliation(s)
- Dae Won Kim
- Department of Medical Oncology, Moffitt Cancer Center, Tampa, FL
| | - Lauren Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Aron Y. Joon
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Roland L. Bassett
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Alan E. Siroy
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Michael Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mark J. Routbort
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Rodabe Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jennifer Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jennifer McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jan Kemnade
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Kevin B. Kim
- Department of Internal Medicine, Baylor College of Medicine, Houston, TX
| | - Jeffrey E. Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- California Pacific Medical Center, Melanoma Clinical Research Program, San Francisco, CA
| | - Alexander J. Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Michael A. Davies
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
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Reuben A, Spencer CN, Prieto PA, Gopalakrishnan V, Reddy SM, Miller JP, Mao X, De Macedo MP, Chen J, Song X, Jiang H, Chen PL, Beird HC, Garber HR, Roh W, Wani K, Chen E, Haymaker C, Forget MA, Little LD, Gumbs C, Thornton RL, Hudgens CW, Chen WS, Austin-Breneman J, Sloane RS, Nezi L, Cogdill AP, Bernatchez C, Roszik J, Hwu P, Woodman SE, Chin L, Tawbi H, Davies MA, Gershenwald JE, Amaria RN, Glitza IC, Diab A, Patel SP, Hu J, Lee JE, Grimm EA, Tetzlaff MT, Lazar AJ, Wistuba II, Clise-Dwyer K, Carter BW, Zhang J, Futreal PA, Sharma P, Allison JP, Cooper ZA, Wargo JA. Genomic and immune heterogeneity are associated with differential responses to therapy in melanoma. NPJ Genom Med 2017; 2. [PMID: 28819565 PMCID: PMC5557036 DOI: 10.1038/s41525-017-0013-8] [Citation(s) in RCA: 105] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Appreciation for genomic and immune heterogeneity in cancer has grown though the relationship of these factors to treatment response has not been thoroughly elucidated. To better understand this, we studied a large cohort of melanoma patients treated with targeted therapy or immune checkpoint blockade (n = 60). Heterogeneity in therapeutic responses via radiologic assessment was observed in the majority of patients. Synchronous melanoma metastases were analyzed via deep genomic and immune profiling, and revealed substantial genomic and immune heterogeneity in all patients studied, with considerable diversity in T cell frequency, and few shared T cell clones (<8% on average) across the cohort. Variables related to treatment response were identified via these approaches and through novel radiomic assessment. These data yield insight into differential therapeutic responses to targeted therapy and immune checkpoint blockade in melanoma, and have key translational implications in the age of precision medicine. Patients with metastatic melanoma display molecular and immune differences across tumor sites associated with differential drug responses. A team led by Jennifer Wargo from the University of Texas MD Anderson Cancer Center, Houston, USA, studied the radiological responses of 60 patients with metastatic melanoma, half of whom received targeted drug therapy and half of whom received an immune checkpoint inhibitor. The majority (83%) showed differences in responses across metastases. The group then profiled tumors in a subset, and found molecular and immune heterogeneity in different tumors within the same patient. Heterogeneity in mutational and immune profiles within tumors from individual patients could explain differences in treatment response. Knowing this, the authors emphasize the importance of acquiring biopsies from more than one tumor site in order to best tailor therapies to the features of metastatic cancer.
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Affiliation(s)
- Alexandre Reuben
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Christine N Spencer
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Peter A Prieto
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Vancheswaran Gopalakrishnan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Sangeetha M Reddy
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - John P Miller
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Xizeng Mao
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Mariana Petaccia De Macedo
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jiong Chen
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Xingzhi Song
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Hong Jiang
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Pei-Ling Chen
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Hannah C Beird
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Haven R Garber
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Whijae Roh
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Eveline Chen
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Cara Haymaker
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Marie-Andrée Forget
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Latasha D Little
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Curtis Gumbs
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Rebecca L Thornton
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Courtney W Hudgens
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Wei-Shen Chen
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jacob Austin-Breneman
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Robert Szczepaniak Sloane
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Luigi Nezi
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Alexandria P Cogdill
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jason Roszik
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Lynda Chin
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Hussein Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Cancer Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Isabella C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jianhua Hu
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jeffrey E Lee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Elizabeth A Grimm
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Michael T Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Alexander J Lazar
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Karen Clise-Dwyer
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Brett W Carter
- Department of Diagnostic Radiology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jianhua Zhang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Padmanee Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - James P Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Zachary A Cooper
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
| | - Jennifer A Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.,Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA
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Jager MJ, Dogrusöz M, Woodman SE. Uveal Melanoma: Identifying Immunological and Chemotherapeutic Targets to Treat Metastases. Asia Pac J Ophthalmol (Phila) 2017; 6:179-185. [PMID: 28399339 DOI: 10.22608/apo.201782] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Accepted: 04/05/2017] [Indexed: 11/08/2022] Open
Abstract
Uveal melanoma is an intraocular malignancy that, depending on its size and genetic make-up, may lead to metastases in up to 50% of cases. Currently, no therapy has been proven to improve survival. However, new therapies exploiting immune responses against metastases are being developed. The primary tumor is well characterized: tumors at high risk of developing metastases often contain macrophages and lymphocytes. However, these lymphocytes are often regulatory T cells that may suppress immune response. Currently, immune checkpoint inhibitors have shown marked efficacy in multiple cancers (eg, cutaneous melanoma) but do not yet improve survival in uveal melanoma patients. More knowledge needs to be acquired regarding the function of T cells in uveal melanoma. Other therapeutic options are related to the biochemical pathways. Targeting the RAF-MEK-ERK pathway with small molecule MEK inhibitors abrogates the growth of UM cells harboring GNAQ/GNA11 Q209 mutations, suggesting that these aberrant G-protein oncogenes mediate, at least in part, their effect through this hallmark proliferation pathway. Other pathways are also implicated, such as those involving c-Jun and YAP. Further studies may show how interference in the different pathways may affect survival.
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Affiliation(s)
- Martine J Jager
- Department of Ophthalmology, Leiden University Medical Center, Leiden, The Netherlands
| | - Mehmet Dogrusöz
- Department of Ophthalmology, Leiden University Medical Center, Leiden, The Netherlands
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
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Roszik J, Haydu LE, Hess KR, Oba J, Joon AY, Siroy AE, Karpinets TV, Stingo FC, Baladandayuthapani V, Tetzlaff MT, Wargo JA, Chen K, Forget MA, Haymaker CL, Chen JQ, Meric-Bernstam F, Eterovic AK, Shaw KR, Mills GB, Gershenwald JE, Radvanyi LG, Hwu P, Futreal PA, Gibbons DL, Lazar AJ, Bernatchez C, Davies MA, Woodman SE. Novel algorithmic approach predicts tumor mutation load and correlates with immunotherapy clinical outcomes using a defined gene mutation set. BMC Med 2016; 14:168. [PMID: 27776519 PMCID: PMC5078889 DOI: 10.1186/s12916-016-0705-4] [Citation(s) in RCA: 94] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2016] [Accepted: 09/28/2016] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND While clinical outcomes following immunotherapy have shown an association with tumor mutation load using whole exome sequencing (WES), its clinical applicability is currently limited by cost and bioinformatics requirements. METHODS We developed a method to accurately derive the predicted total mutation load (PTML) within individual tumors from a small set of genes that can be used in clinical next generation sequencing (NGS) panels. PTML was derived from the actual total mutation load (ATML) of 575 distinct melanoma and lung cancer samples and validated using independent melanoma (n = 312) and lung cancer (n = 217) cohorts. The correlation of PTML status with clinical outcome, following distinct immunotherapies, was assessed using the Kaplan-Meier method. RESULTS PTML (derived from 170 genes) was highly correlated with ATML in cutaneous melanoma and lung adenocarcinoma validation cohorts (R2 = 0.73 and R2 = 0.82, respectively). PTML was strongly associated with clinical outcome to ipilimumab (anti-CTLA-4, three cohorts) and adoptive T-cell therapy (1 cohort) clinical outcome in melanoma. Clinical benefit from pembrolizumab (anti-PD-1) in lung cancer was also shown to significantly correlate with PTML status (log rank P value < 0.05 in all cohorts). CONCLUSIONS The approach of using small NGS gene panels, already applied to guide employment of targeted therapies, may have utility in the personalized use of immunotherapy in cancer.
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Affiliation(s)
- Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA.
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA.
| | - Lauren E Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Kenneth R Hess
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Junna Oba
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
| | - Aron Y Joon
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Alan E Siroy
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Tatiana V Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Francesco C Stingo
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Veera Baladandayuthapani
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Michael T Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Ken Chen
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Marie-Andrée Forget
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
| | - Cara L Haymaker
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
| | - Jie Qing Chen
- Lion Biotechnologies, Woodland Hills, CA, 91637, USA
| | - Funda Meric-Bernstam
- Department of Investigational Cancer Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
- Sheikh Khalifa Bin Zayed Al Nahyan Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX, 770393, USA
| | - Agda K Eterovic
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Kenna R Shaw
- Sheikh Khalifa Bin Zayed Al Nahyan Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX, 770393, USA
| | - Gordon B Mills
- Sheikh Khalifa Bin Zayed Al Nahyan Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX, 770393, USA
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | | | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Don L Gibbons
- Department of Thoracic Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Alexander J Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Chantale Bernatchez
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 904, Houston, TX, 77030, USA.
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA.
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Gao J, Shi LZ, Zhao H, Chen J, Xiong L, He Q, Chen T, Roszik J, Bernatchez C, Woodman SE, Chen PL, Hwu P, Allison JP, Futreal A, Wargo JA, Sharma P. Loss of IFN-γ Pathway Genes in Tumor Cells as a Mechanism of Resistance to Anti-CTLA-4 Therapy. Cell 2016; 167:397-404.e9. [PMID: 27667683 PMCID: PMC5088716 DOI: 10.1016/j.cell.2016.08.069] [Citation(s) in RCA: 875] [Impact Index Per Article: 109.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Revised: 07/28/2016] [Accepted: 08/26/2016] [Indexed: 02/07/2023]
Abstract
Antibody blockade of the inhibitory CTLA-4 pathway has led to clinical benefit in a subset of patients with metastatic melanoma. Anti-CTLA-4 enhances T cell responses, including production of IFN-γ, which is a critical cytokine for host immune responses. However, the role of IFN-γ signaling in tumor cells in the setting of anti-CTLA-4 therapy remains unknown. Here, we demonstrate that patients identified as non-responders to anti-CTLA-4 (ipilimumab) have tumors with genomic defects in IFN-γ pathway genes. Furthermore, mice bearing melanoma tumors with knockdown of IFN-γ receptor 1 (IFNGR1) have impaired tumor rejection upon anti-CTLA-4 therapy. These data highlight that loss of the IFN-γ signaling pathway is associated with primary resistance to anti-CTLA-4 therapy. Our findings demonstrate the importance of tumor genomic data, especially IFN-γ related genes, as prognostic information for patients selected to receive treatment with immune checkpoint therapy.
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Affiliation(s)
- Jianjun Gao
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lewis Zhichang Shi
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hao Zhao
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jianfeng Chen
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Liangwen Xiong
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Qiuming He
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Tenghui Chen
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jason Roszik
- Department of Melanoma Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chantale Bernatchez
- Department of Melanoma Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Scott E Woodman
- Department of Melanoma Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pei-Ling Chen
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - James P Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Padmanee Sharma
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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Reuben A, Spencer CN, Prieto PA, Miller JP, Mao X, Chen WS, Cheung H, Jiang H, Haymaker C, Petaccia De Macedo M, Garber HR, Chen PL, Gopalakrishnan V, Austin-Breneman J, Hudgens CW, Roszik J, Hwu P, Woodman SE, Chin L, Davies MA, Amaria RN, Patel SP, Lazar AJ, Tetzlaff MT, Dwyer KC, Wistuba II, Sharma P, Allison JP, Zhang J, Futreal A, Cooper ZA, Wargo JA. Abstract 2392: Genomic and immune heterogeneity in synchronous melanoma metastases is associated with differential tumor growth and response to therapy. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
There have been significant advances in the treatment of metastatic melanoma through targeted and immunotherapy, however a significant proportion of patients still progress on these regimens with many experiencing mixed responses. Intense research efforts to better understand resistance are underway, and multiple molecular resistance mechanisms to targeted therapy have been identified. The appreciation of genetic heterogeneity as a contributor to resistance to therapy has grown, though immune heterogeneity has been poorly characterized. The goal of the present study is to better understand the molecular and immune heterogeneity in synchronous melanoma metastases at the time of disease progression. In this study, we prospectively evaluated 32 tumors from 15 patients who were treatment-naïve (n = 4), or had received prior targeted (n = 4) or immunotherapy (n = 7). Whole exome sequencing demonstrated between 4-41% of non-synonymous exonic mutations (NSEM) were restricted to individual tumors within a patient. Deep profiling of infiltrating immune cell subsets by flow cytometry and immunohistochemistry analyses confirmed the immune infiltrate between synchronous metastases to be highly heterogeneous, specifically in regards to CD4 and CD8 T lymphocytes. In aggregate, 92% of these T cell clones were unique to distinct tumors within the same patient, with limited overlap with clones detected in the blood. NetMHC3.4 neoantigen prediction demonstrated a large fraction of predicted neoantigens were restricted to individual tumors, with over 10% of these presenting extremely high predicted affinity. Importantly, analysis of RECIST measurements of individual lesions within the same patient suggested this molecular and immune heterogeneity could contribute to differential tumor growth and response to therapy within the same patient. This has important clinical implications, and suggests a single tumor biopsy may not be sufficiently representative of the molecular and immune landscape of multiple tumors within the same individual.
Citation Format: Alexandre Reuben, Christine N. Spencer, Peter A. Prieto, John P. Miller, Xizeng Mao, Wei-Shen Chen, Hannah Cheung, Hong Jiang, Cara Haymaker, Mariana Petaccia De Macedo, Haven R. Garber, Pei-Ling Chen, Vancheswaran Gopalakrishnan, Jacob Austin-Breneman, Courtney W. Hudgens, Jason Roszik, Patrick Hwu, Scott E. Woodman, Lynda Chin, Michael A. Davies, Rodabe N. Amaria, Sapna P. Patel, Alexander J. Lazar, Michael T. Tetzlaff, Karen C. Dwyer, Ignacio I. Wistuba, Padmanee Sharma, James P. Allison, Jianhua Zhang, Andrew Futreal, Zachary A. Cooper, Jennifer A. Wargo. Genomic and immune heterogeneity in synchronous melanoma metastases is associated with differential tumor growth and response to therapy. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2392.
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Johnson DB, Roszik J, Shoushtari AN, Eroglu Z, Balko J, Higham C, Puzanov I, Patel SP, Sosman JA, Woodman SE. Comparative analysis of the GNAQ, GNA11, SF3B1, and EIF1AX driver mutations in melanoma and across the cancer spectrum. Pigment Cell Melanoma Res 2016; 29:470-3. [PMID: 27089234 PMCID: PMC5678944 DOI: 10.1111/pcmr.12482] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Uveal melanoma is characterized by recurrent mutations in GNAQ, GNA11, SF3B1, and EIF1AX, as well as a low total mutational burden. The frequency and clinical significance of these mutations in non-uveal melanoma and other cancers is not well described. We identified that GNAQ/GNA11 mutations occur in 0.5–1% of non-uveal melanomas and are essentially melanoma-specific. Further, these mutations are associated with a lack of other typical melanoma mutations (BRAF, NRAS, KIT, NF1), a low mutational burden, and, in a small subset, lack of response to immunotherapy. We suggest that GNAQ/GNA11 mutations characterize an uncommon but distinct subtype of non-uveal melanomas.
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Affiliation(s)
- Douglas B. Johnson
- Department of Medicine, Division of Hematology/Oncology, Vanderbilt University Medical Center, Nashville, TNs
| | - Jason Roszik
- Department of Melanoma Medical Oncology, University of Texas, MD Anderson Cancer Center, Houston, TX,Department of Systems Biology, University of Texas, MD Anderson Cancer Center, Houston, TX
| | - Alexander N. Shoushtari
- Melanoma and Immunotherapeutics Service, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Zeynep Eroglu
- Department of Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL
| | - Justin Balko
- Department of Medicine, Division of Hematology/Oncology, Vanderbilt University Medical Center, Nashville, TNs,Department of Cancer Biology, Vanderbilt University Medical Center, Nashville, TN
| | - Catherine Higham
- School of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Igor Puzanov
- Department of Medicine, Division of Hematology/Oncology, Vanderbilt University Medical Center, Nashville, TNs
| | - Sapna P. Patel
- Department of Melanoma Medical Oncology, University of Texas, MD Anderson Cancer Center, Houston, TX
| | - Jeffrey A. Sosman
- Department of Medicine, Division of Hematology/Oncology, Vanderbilt University Medical Center, Nashville, TNs
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, University of Texas, MD Anderson Cancer Center, Houston, TX,Department of Systems Biology, University of Texas, MD Anderson Cancer Center, Houston, TX
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Ekmekcioglu S, Davies MA, Tanese K, Roszik J, Shin-Sim M, Bassett RL, Milton DR, Woodman SE, Prieto VG, Gershenwald JE, Morton DL, Hoon DS, Grimm EA. Inflammatory Marker Testing Identifies CD74 Expression in Melanoma Tumor Cells, and Its Expression Associates with Favorable Survival for Stage III Melanoma. Clin Cancer Res 2016; 22:3016-24. [PMID: 26783288 PMCID: PMC4911309 DOI: 10.1158/1078-0432.ccr-15-2226] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2015] [Accepted: 01/11/2016] [Indexed: 12/16/2022]
Abstract
PURPOSE Inflammatory marker expression in stage III melanoma tumors was evaluated for association with outcome, using two independent cohorts of stage III melanoma patients' tumor tissues. EXPERIMENTAL DESIGN Fifteen markers of interest were selected for analysis, and their expression in melanoma tissues was determined by immunohistochemistry. Proteins associating with either overall survival (OS) or recurrence-free survival (RFS) in the retrospective discovery tissue microarray (TMA; n = 158) were subsequently evaluated in an independent validation TMA (n = 114). Cox proportional hazards regression models were used to assess the association between survival parameters and covariates, the Kaplan-Meier method to estimate the distribution of survival, and the log-rank test to compare distributions. RESULTS Expression of CD74 on melanoma cells was unique, and in the discovery TMA, it associated with favorable patient outcome (OS: HR, 0.53; P = 0.01 and RFS: HR, 0.56; P = 0.01). The validation data set confirmed the CD74 prognostic significance and revealed that the absence of macrophage migration inhibitory factor (MIF) and inducible nitric oxide synthase (iNOS) was also associated with poor survival parameters. Consistent with the protein observation, tumor CD74 mRNA expression also correlated positively (P = 0.003) with OS in the melanoma TCGA data set. CONCLUSIONS Our data validate CD74 as a useful prognostic tumor cell protein marker associated with favorable RFS and OS in stage III melanoma. Low or negative expression of MIF in both TMAs and of iNOS in the validation set also provided useful prognostic data. A disease-specific investigation of CD74's functional significance is warranted, and other markers appear intriguing to pursue. Clin Cancer Res; 22(12); 3016-24. ©2016 AACR.
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MESH Headings
- Adolescent
- Adult
- Aged
- Aged, 80 and over
- Antigens, Differentiation, B-Lymphocyte/biosynthesis
- Antigens, Differentiation, B-Lymphocyte/genetics
- Biomarkers, Tumor/biosynthesis
- Biomarkers, Tumor/genetics
- Child
- Disease-Free Survival
- Female
- Gene Expression Regulation, Neoplastic/genetics
- Histocompatibility Antigens Class II/biosynthesis
- Histocompatibility Antigens Class II/genetics
- Humans
- Immunohistochemistry
- Intramolecular Oxidoreductases/metabolism
- Macrophage Migration-Inhibitory Factors/metabolism
- Male
- Melanoma/mortality
- Melanoma/pathology
- Middle Aged
- Neoplasm Staging
- Nitric Oxide Synthase Type II/metabolism
- RNA, Messenger/genetics
- Retrospective Studies
- Skin Neoplasms/mortality
- Skin Neoplasms/pathology
- Young Adult
- Melanoma, Cutaneous Malignant
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Affiliation(s)
- Suhendan Ekmekcioglu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Keiji Tanese
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Dermatology, School of Medicine, Keio University, Tokyo, Japan
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Myung Shin-Sim
- Department of Molecular Oncology, John Wayne Cancer Institute, Saint John's Health Center, Santa Monica, California
| | - Roland L Bassett
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Denái R Milton
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Victor G Prieto
- Department of Pathology and Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Donald L Morton
- Department of Molecular Oncology, John Wayne Cancer Institute, Saint John's Health Center, Santa Monica, California
| | - Dave S Hoon
- Department of Molecular Oncology, John Wayne Cancer Institute, Saint John's Health Center, Santa Monica, California
| | - Elizabeth A Grimm
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
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Chen PL, Roh W, Reuben A, Cooper ZA, Spencer CN, Prieto PA, Miller JP, Bassett RL, Gopalakrishnan V, Wani K, De Macedo MP, Austin-Breneman JL, Jiang H, Chang Q, Reddy SM, Chen WS, Tetzlaff MT, Broaddus RJ, Davies MA, Gershenwald JE, Haydu L, Lazar AJ, Patel SP, Hwu P, Hwu WJ, Diab A, Glitza IC, Woodman SE, Vence LM, Wistuba II, Amaria RN, Kwong LN, Prieto V, Davis RE, Ma W, Overwijk WW, Sharpe AH, Hu J, Futreal PA, Blando J, Sharma P, Allison JP, Chin L, Wargo JA. Analysis of Immune Signatures in Longitudinal Tumor Samples Yields Insight into Biomarkers of Response and Mechanisms of Resistance to Immune Checkpoint Blockade. Cancer Discov 2016; 6:827-37. [PMID: 27301722 DOI: 10.1158/2159-8290.cd-15-1545] [Citation(s) in RCA: 681] [Impact Index Per Article: 85.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2015] [Accepted: 06/10/2016] [Indexed: 11/16/2022]
Abstract
UNLABELLED Immune checkpoint blockade represents a major breakthrough in cancer therapy; however, responses are not universal. Genomic and immune features in pretreatment tumor biopsies have been reported to correlate with response in patients with melanoma and other cancers, but robust biomarkers have not been identified. We studied a cohort of patients with metastatic melanoma initially treated with cytotoxic T-lymphocyte-associated antigen-4 (CTLA4) blockade (n = 53) followed by programmed death-1 (PD-1) blockade at progression (n = 46), and analyzed immune signatures in longitudinal tissue samples collected at multiple time points during therapy. In this study, we demonstrate that adaptive immune signatures in tumor biopsy samples obtained early during the course of treatment are highly predictive of response to immune checkpoint blockade and also demonstrate differential effects on the tumor microenvironment induced by CTLA4 and PD-1 blockade. Importantly, potential mechanisms of therapeutic resistance to immune checkpoint blockade were also identified. SIGNIFICANCE These studies demonstrate that adaptive immune signatures in early on-treatment tumor biopsies are predictive of response to checkpoint blockade and yield insight into mechanisms of therapeutic resistance. These concepts have far-reaching implications in this age of precision medicine and should be explored in immune checkpoint blockade treatment across cancer types. Cancer Discov; 6(8); 827-37. ©2016 AACR.See related commentary by Teng et al., p. 818This article is highlighted in the In This Issue feature, p. 803.
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Affiliation(s)
- Pei-Ling Chen
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Whijae Roh
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Alexandre Reuben
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Zachary A Cooper
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Christine N Spencer
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Peter A Prieto
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - John P Miller
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Roland L Bassett
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - Khalida Wani
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Mariana Petaccia De Macedo
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jacob L Austin-Breneman
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Hong Jiang
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Qing Chang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sangeetha M Reddy
- Department of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wei-Shen Chen
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michael T Tetzlaff
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Russell J Broaddus
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lauren Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Alexander J Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sapna P Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wen-Jen Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Isabella C Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Luis M Vence
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Rodabe N Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lawrence N Kwong
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Victor Prieto
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - R Eric Davis
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wencai Ma
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Willem W Overwijk
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Arlene H Sharpe
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, Massachusetts
| | - Jianhua Hu
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jorge Blando
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Padmanee Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas. Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - James P Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lynda Chin
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas. Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
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Yoo JH, Shi DS, Grossmann AH, Sorensen LK, Tong Z, Mleynek TM, Rogers A, Zhu W, Richards JR, Winter JM, Zhu J, Dunn C, Bajji A, Shenderovich M, Mueller AL, Woodman SE, Harbour JW, Thomas KR, Odelberg SJ, Ostanin K, Li DY. ARF6 Is an Actionable Node that Orchestrates Oncogenic GNAQ Signaling in Uveal Melanoma. Cancer Cell 2016; 29:889-904. [PMID: 27265506 PMCID: PMC5027844 DOI: 10.1016/j.ccell.2016.04.015] [Citation(s) in RCA: 105] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Revised: 10/16/2015] [Accepted: 04/29/2016] [Indexed: 12/12/2022]
Abstract
Activating mutations in Gαq proteins, which form the α subunit of certain heterotrimeric G proteins, drive uveal melanoma oncogenesis by triggering multiple downstream signaling pathways, including PLC/PKC, Rho/Rac, and YAP. Here we show that the small GTPase ARF6 acts as a proximal node of oncogenic Gαq signaling to induce all of these downstream pathways as well as β-catenin signaling. ARF6 activates these diverse pathways through a common mechanism: the trafficking of GNAQ and β-catenin from the plasma membrane to cytoplasmic vesicles and the nucleus, respectively. Blocking ARF6 with a small-molecule inhibitor reduces uveal melanoma cell proliferation and tumorigenesis in a mouse model, confirming the functional relevance of this pathway and suggesting a therapeutic strategy for Gα-mediated diseases.
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Affiliation(s)
- Jae Hyuk Yoo
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112, USA
| | - Dallas S Shi
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Department of Human Genetics, University of Utah, Salt Lake City, UT 84112, USA
| | - Allie H Grossmann
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Department of Pathology, University of Utah, Salt Lake City, UT 84112, USA; ARUP Laboratories, University of Utah, Salt Lake City, UT 84112, USA
| | - Lise K Sorensen
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA
| | - ZongZhong Tong
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA; Key Laboratory for Human Disease Gene Study, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Tara M Mleynek
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA
| | - Aaron Rogers
- Department of Pathology, University of Utah, Salt Lake City, UT 84112, USA
| | - Weiquan Zhu
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Division of Cardiovascular Medicine, Department of Medicine, University of Utah, Salt Lake City, UT 84112, USA
| | - Jackson R Richards
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112, USA
| | - Jacob M Winter
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA
| | - Jie Zhu
- Department of Ophthalmology and Shiley Eye Institute, University of California, San Diego, La Jolla, CA 92093, USA
| | - Christine Dunn
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA
| | - Ashok Bajji
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA; VioGen Biosciences LLC, Salt Lake City, UT 84119, USA
| | - Mark Shenderovich
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA; Mol3D Research LLC, Salt Lake City, UT 84124, USA
| | - Alan L Mueller
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, Department of Systems Biology, University of Texas, MD Anderson Cancer Center, Houston, TX 77054, USA
| | - J William Harbour
- Ocular Oncology Service, Bascom Palmer Eye Institute and Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Kirk R Thomas
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Division of Hematology, Department of Medicine, University of Utah, Salt Lake City, UT 84112, USA
| | - Shannon J Odelberg
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Division of Cardiovascular Medicine, Department of Medicine, University of Utah, Salt Lake City, UT 84112, USA; Department of Neurobiology and Anatomy, University of Utah, Salt Lake City, UT 84112, USA
| | - Kirill Ostanin
- Navigen Inc., 383 Colorow Drive, Salt Lake City, UT 84108, USA.
| | - Dean Y Li
- Department of Medicine, Program in Molecular Medicine, University of Utah, 15 North 2030 East, Salt Lake City, UT 84112, USA; Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112, USA; Department of Human Genetics, University of Utah, Salt Lake City, UT 84112, USA; ARUP Laboratories, University of Utah, Salt Lake City, UT 84112, USA; Key Laboratory for Human Disease Gene Study, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu 610072, China; Division of Cardiovascular Medicine, Department of Medicine, University of Utah, Salt Lake City, UT 84112, USA; Department of Cardiology, VA Salt Lake City Health Care System, Salt Lake City, UT 84112, USA.
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Cooper ZA, Reuben A, Spencer CN, Prieto PA, Austin-Breneman JL, Jiang H, Haymaker C, Gopalakrishnan V, Tetzlaff MT, Frederick DT, Sullivan RJ, Amaria RN, Patel SP, Hwu P, Woodman SE, Glitza IC, Diab A, Vence LM, Rodriguez-Canales J, Parra ER, Wistuba II, Coussens LM, Sharpe AH, Flaherty KT, Gershenwald JE, Chin L, Davies MA, Clise-Dwyer K, Allison JP, Sharma P, Wargo JA. Distinct clinical patterns and immune infiltrates are observed at time of progression on targeted therapy versus immune checkpoint blockade for melanoma. Oncoimmunology 2016; 5:e1136044. [PMID: 27141370 PMCID: PMC4839346 DOI: 10.1080/2162402x.2015.1136044] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 12/17/2015] [Accepted: 12/18/2015] [Indexed: 12/20/2022] Open
Abstract
We have made major advances in the treatment of melanoma through the use of targeted therapy and immune checkpoint blockade; however, clinicians are posed with therapeutic dilemmas regarding timing and sequence of therapy. There is a growing appreciation of the impact of antitumor immune responses to these therapies, and we performed studies to test the hypothesis that clinical patterns and immune infiltrates differ at progression on these treatments. We observed rapid clinical progression kinetics in patients on targeted therapy compared to immune checkpoint blockade. To gain insight into possible immune mechanisms behind these differences, we performed deep immune profiling in tumors of patients on therapy. We demonstrated low CD8+ T-cell infiltrate on targeted therapy and high CD8+ T-cell infiltrate on immune checkpoint blockade at clinical progression. These data have important implications, and suggest that antitumor immune responses should be assessed when considering therapeutic options for patients with melanoma.
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Affiliation(s)
- Zachary A Cooper
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandre Reuben
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Christine N Spencer
- Genomic Medicine, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Peter A Prieto
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Jacob L Austin-Breneman
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Hong Jiang
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Cara Haymaker
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | | | - Michael T Tetzlaff
- Pathology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Dennie T Frederick
- Division of Medical Oncology, Massachusetts General Hospital , Boston, MA, USA
| | - Ryan J Sullivan
- Division of Medical Oncology, Massachusetts General Hospital , Boston, MA, USA
| | - Rodabe N Amaria
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Sapna P Patel
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Patrick Hwu
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Scott E Woodman
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Isabella C Glitza
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Adi Diab
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Luis M Vence
- Immunology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Jaime Rodriguez-Canales
- Translational Molecular Pathology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Edwin R Parra
- Translational Molecular Pathology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Ignacio I Wistuba
- Translational Molecular Pathology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Lisa M Coussens
- Department of Cell, Developmental and Cancer Biology and Knight Cancer Institute, Oregon Health and Science University , Portland, OR, USA
| | - Arlene H Sharpe
- Division of Immunology, Department of Microbiology and Immunobiology, Harvard Medical School , Boston, MA, USA
| | - Keith T Flaherty
- Division of Medical Oncology, Massachusetts General Hospital , Boston, MA, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Lynda Chin
- Genomic Medicine, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Michael A Davies
- Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Karen Clise-Dwyer
- Stem Cell Transplantation, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - James P Allison
- Immunology, University of Texas MD Anderson Cancer Center , Houston, TX, USA
| | - Padmanee Sharma
- Immunology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jennifer A Wargo
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Roszik J, Wu CJ, Siroy AE, Lazar AJ, Davies MA, Woodman SE, Kwong LN. Somatic Copy Number Alterations at Oncogenic Loci Show Diverse Correlations with Gene Expression. Sci Rep 2016; 6:19649. [PMID: 26787600 PMCID: PMC4726397 DOI: 10.1038/srep19649] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Accepted: 12/14/2015] [Indexed: 01/14/2023] Open
Abstract
Somatic copy number alterations (SCNAs) affecting oncogenic drivers have a firmly established role in promoting cancer. However, no agreed-upon standard exists for calling locus-specific amplifications and deletions in each patient sample. Here, we report the correlative analysis of copy number amplitude and length with gene expression across 6,109 samples from The Cancer Genome Atlas (TCGA) dataset across 16 cancer types. Using specificity, sensitivity, and precision-based scores, we assigned optimized amplitude and length cutoffs for nine recurrent SCNAs affecting known oncogenic drivers, using mRNA expression as a functional readout. These cutoffs captured the majority of SCNA-driven, highly-expression-altered samples. The majority of oncogenes required only amplitude cutoffs, as high amplitude samples were almost invariably focal; however, CDKN2A and PTEN uniquely required both amplitude and length cutoffs as primary predictors. For PTEN, these extended to downstream AKT activation. In contrast, SCNA genes located peri-telomerically or in fragile sites showed poor expression-copy number correlations. Overall, our analyses identify optimized amplitude and length cutoffs as efficient predictors of gene expression changes for specific oncogenic SCNAs, yet warn against one-size-fits-all interpretations across all loci. Our results have implications for cancer data analyses and the clinic, where copy number and mutation data are increasingly used to personalize cancer therapy.
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Affiliation(s)
- Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030.,Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Chang-Jiun Wu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Alan E Siroy
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Alexander J Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030.,Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030.,Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030.,Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
| | - Lawrence N Kwong
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030
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