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Wilhite AM, Wu S, Xiu J, Gibney GT, Phung T, In GK, Herzog TJ, Khabele D, Erickson BK, Brown J, Rocconi RP, Pierce JY, Scalici JM, Jones NL. A paradigm shift in understanding vulvovaginal melanoma as a distinct tumor type compared with cutaneous melanoma. Gynecol Oncol 2024; 188:13-21. [PMID: 38861917 DOI: 10.1016/j.ygyno.2024.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 05/28/2024] [Accepted: 06/02/2024] [Indexed: 06/13/2024]
Abstract
OBJECTIVE Our goal was to compare molecular and immune profiles of vulvovaginal melanoma (VVM) with cutaneous melanoma (CM) and explore the significance of immune checkpoint inhibitor (ICI) agents on survival. METHODS Samples from VVM and CM tumors underwent comprehensive molecular and immune profiling. Treatment and survival data were extracted from insurance claims data and OS was calculated from time of ICI treatment to last contact. Statistical significance was determined using chi-square and Wilcoxon rank sum test and adjusted for multiple comparisons. RESULTS Molecular analysis was performed on 142 VVM and 3823 CM tumors. VVM demonstrated significantly (q < 0·01) less frequent BRAF and more frequent KIT, ATRX, and SF3B1 mutations. Alterations in pathways involving DNA damage and mRNA splicing were more common in VVM, while alterations in cell cycle and chromatin remodeling were less common. Immunogenicity of VVM was lower than CM, with an absence of high TMB (0% vs 46.9%) and lower PD-L1 positivity (18·0% vs 29·5%). Median immune checkpoint gene expression was lower in VVM, as were cell fractions for type I macrophages and CD8+ T-cells(q < 0·01). Myeloid dendritic cells were increased in VVM(q < 0·01). Median OS was shorter for VVM than for CM patients treated with ICIs (17·6 versus 37·9 months, HR:1·65 (95% CI 1·02-2·67) p = 0·04). CONCLUSIONS VVM has a distinct molecular and immune profile compared to CM, which may contribute to the worse survival in VVM compared to CM patients treated with ICI therapy. Though ICIs have been a mainstay of treatment in recent years, our findings suggest that new therapeutic strategies are needed.
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Affiliation(s)
- Annelise M Wilhite
- University of South Alabama, Mitchell Cancer Institute, Division of Gynecologic Oncology.
| | | | | | - Geoffrey T Gibney
- Lombardi Comprehensive Cancer Center, Medstar Georgetown University Hospital
| | - Thuy Phung
- University of South Alabama, Mitchell Cancer Institute, Department of Pathology
| | - Gino K In
- University of Southern California, Keck School of Medicine, Norris Comprehensive Cancer Center, Division of Oncology
| | - Thomas J Herzog
- University of Cincinnati, University of Cincinnati Cancer Center, Division of Gynecologic Oncology
| | - Dineo Khabele
- Washington University, Division of Gynecologic Oncology
| | | | - Jubilee Brown
- Atrium Health, Levine Cancer Institute, Division of Gynecologic Oncology
| | - Rodney P Rocconi
- University of Mississippi Medical Center, Division of Gynecologic Oncology
| | - Jennifer Y Pierce
- University of South Alabama, Mitchell Cancer Institute, Division of Gynecologic Oncology
| | - Jennifer M Scalici
- University of South Alabama, Mitchell Cancer Institute, Division of Gynecologic Oncology
| | - Nathaniel L Jones
- University of South Alabama, Mitchell Cancer Institute, Division of Gynecologic Oncology
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Babu S, Chen J, Robitschek E, Baron CS, McConnell A, Wu C, Dedeilia A, Sade-Feldman M, Modhurima R, Manos MP, Chen KY, Cox AM, Ludwig CG, Yang J, Kellis M, Buchbinder EI, Hacohen N, Boland GM, Abraham BJ, Liu D, Zon LI, Insco ML. Specific oncogene activation of the cell of origin in mucosal melanoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.22.590595. [PMID: 38712250 PMCID: PMC11071392 DOI: 10.1101/2024.04.22.590595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Mucosal melanoma (MM) is a deadly cancer derived from mucosal melanocytes. To test the consequences of MM genetics, we developed a zebrafish model in which all melanocytes experienced CCND1 expression and loss of PTEN and TP53. Surprisingly, melanoma only developed from melanocytes lining internal organs, analogous to the location of patient MM. We found that zebrafish MMs had a unique chromatin landscape from cutaneous melanoma. Internal melanocytes could be labeled using a MM-specific transcriptional enhancer. Normal zebrafish internal melanocytes shared a gene expression signature with MMs. Patient and zebrafish MMs have increased migratory neural crest gene and decreased antigen presentation gene expression, consistent with the increased metastatic behavior and decreased immunotherapy sensitivity of MM. Our work suggests the cell state of the originating melanocyte influences the behavior of derived melanomas. Our animal model phenotypically and transcriptionally mimics patient tumors, allowing this model to be used for MM therapeutic discovery.
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Falcone R, Verkhovskaia S, Di Pietro FR, Poti G, Samela T, Carbone ML, Morelli MF, Zappalà AR, di Rocco ZC, Morese R, Piesco G, Marchetti P, Failla CM, De Galitiis F. Primary Mucosal Melanoma: Clinical Experience from a Single Italian Center. Curr Oncol 2024; 31:588-597. [PMID: 38275835 PMCID: PMC10814710 DOI: 10.3390/curroncol31010042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 01/13/2024] [Accepted: 01/19/2024] [Indexed: 01/27/2024] Open
Abstract
(1) Background: Mucosal melanoma (MM) is a rare tumor, accounting for about 1% of all diagnosed melanomas. The etiology and pathogenesis of this tumor are unknown. It is characterized by an aggressive phenotype with poor prognosis and a low response rate to approved treatments. (2) Methods: We retrospectively analyzed the clinical features, treatments and outcomes of patients diagnosed with MM from different sub-sites (head and neck, gynecological and gastro-intestinal region) between 2013 and 2023 at our Institute. Survival times were estimated with the Kaplan-Meier method. Multivariate Cox regression was used to test the independence of significant factors in univariate analysis. (3) Results: Twenty-five patients were included in this study; the disease was equally distributed among females and males. The median age at diagnosis was 74 years old. The majority had MM originating from the head and neck (56%), particularly from the nasal cavity. BRAF V600 mutations were detected in 16% of the study population, limited to gastro-intestinal and gynecological MM. At diagnosis, at least half the patients (52%) had the disease located also at distant sites. The median overall survival (OS) in the whole study population was 22 months, with a longer OS for patients diagnosed at an early stage (38 months, p < 0.001). Longer OSs were reported for head and neck MM compared to other anatomic regions (0.06). Surgery of the primary tumor and radiotherapy were performed in 64% and 36% of the study population, respectively. Radiotherapy was performed only in head and neck MM. At multivariate analysis, the single factor that showed a reduced hazard ratio for death was radiotherapy. (4) Conclusions: The overall survival of MM from different sub-sites treated at our Italian Institution was 22 months, with better outcomes for early-stage disease and head and neck MM. Performing radiotherapy may have a protective effect on OS for head and neck MM. New treatment strategies are urgently needed to improve the outcome in this disease.
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Affiliation(s)
- Rosa Falcone
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Sofia Verkhovskaia
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Francesca Romana Di Pietro
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Giulia Poti
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Tonia Samela
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Maria Luigia Carbone
- Experimental Immunology Laboratory, IDI-IRCCS, 00167 Rome, Italy; (M.L.C.); (C.M.F.)
| | - Maria Francesca Morelli
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Albina Rita Zappalà
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Zorika Christiana di Rocco
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Roberto Morese
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Gabriele Piesco
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Paolo Marchetti
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
| | - Cristina Maria Failla
- Experimental Immunology Laboratory, IDI-IRCCS, 00167 Rome, Italy; (M.L.C.); (C.M.F.)
| | - Federica De Galitiis
- Department of Oncology, IDI-IRCCS, 00167 Rome, Italy; (S.V.); (F.R.D.P.); (G.P.); (T.S.); (M.F.M.); (A.R.Z.); (Z.C.d.R.); (R.M.); (G.P.); (P.M.); (F.D.G.)
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Usta SZ, Uchihashi T, Kodama S, Kurioka K, Inubushi T, Shimooka T, Sugauchi A, Seki S, Tanaka S. Current Status and Molecular Mechanisms of Resistance to Immunotherapy in Oral Malignant Melanoma. Int J Mol Sci 2023; 24:17282. [PMID: 38139110 PMCID: PMC10743423 DOI: 10.3390/ijms242417282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 11/19/2023] [Accepted: 11/28/2023] [Indexed: 12/24/2023] Open
Abstract
Immune checkpoint inhibitors (ICIs), including anti-cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) and anti-programmed death-1 (PD-1) antibodies, have initiated a new era in the treatment of malignant melanoma. ICIs can be used in various settings, including first-line, adjuvant, and neo-adjuvant therapy. In the scope of this review, we examined clinical studies utilizing ICIs in the context of treating oral mucosal melanoma, a rare disease, albeit with an extremely poor prognosis, with a specific focus on unraveling the intricate web of resistance mechanisms. The absence of a comprehensive review focusing on ICIs in oral mucosal melanoma is notable. Therefore, this review seeks to address this deficiency by offering a novel and thorough analysis of the current status, potential resistance mechanisms, and future prospects of applying ICIs specifically to oral malignant melanoma. Clarifying and thoroughly understanding these mechanisms will facilitate the advancement of effective therapeutic approaches and enhance the prospects for patients suffering from oral mucosal melanoma.
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Affiliation(s)
- Sena Zeynep Usta
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Toshihiro Uchihashi
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Shingo Kodama
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Kyoko Kurioka
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Toshihiro Inubushi
- Department of Orthodontics & Dentofacial Orthopedics, Graduate School of Dentistry, Osaka University, Suita 565-0871, Osaka, Japan;
| | - Takuya Shimooka
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Akinari Sugauchi
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
- Unit of Dentistry, Osaka University Hospital, 2-15, Yamadaoka, Suita 565-0871, Osaka, Japan
| | - Soju Seki
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
| | - Susumu Tanaka
- Department of Oral and Maxillofacial Surgery, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita 565-0871, Osaka, Japan; (S.Z.U.); (S.K.); (K.K.); (T.S.); (A.S.); (S.S.); (S.T.)
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Wang HY, Liu Y, Deng L, Jiang K, Yang XH, Wu XY, Guo KH, Wang F. Clinical significance of genetic profiling based on different anatomic sites in patients with mucosal melanoma who received or did not receive immune checkpoint inhibitors. Cancer Cell Int 2023; 23:187. [PMID: 37649078 PMCID: PMC10469937 DOI: 10.1186/s12935-023-03032-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 08/15/2023] [Indexed: 09/01/2023] Open
Abstract
BACKGROUND To date, data on the efficacy of targeted therapies for mucosal melanoma (MM) are limited. In this study, we analyzed genetic alterations according to the primary site of origin, which could provide clues for targeted therapy for MM. METHODS We conducted a retrospective cohort study of 112 patients with MM. Targeted sequencing was performed to analyze genetic aberrations. Kaplan-Meier analysis was conducted with the log-rank test to compare the significance among subgroups. RESULTS In total, 112 patients with MM were included according to the anatomic sites: 38 (33.9%) in the head and neck, 22 (19.6%) in the genitourinary tract, 21 (18.8%) in the anorectum, 19 (17.0%) in the esophagus, 10 (8.9%) in the uvea, and 2 (1.8%) in the small bowel. The most significantly mutated genes included BRAF (17%), KIT (15%), RAS (15%), TP53 (13%), NF1 (12%), SF3B1 (11%), GNA11 (7%), GNAQ (5%), and FBXW7 (4%). A large number of chromosomal structural variants was found. The anatomic sites of esophagus and small bowel were independent risk factors for progression-free survival (PFS, hazard ratio [HR] 4.78, 95% confidence interval [CI] 2.42-9.45, P < 0.0001) and overall survival (OS, HR 5.26, 95% CI 2.51-11.03, P < 0.0001). Casitas B-lineage lymphoma (CBL) mutants showed significantly poorer PFS and OS. In contrast, MM patients who received immune checkpoint inhibitors (ICIs) had a significantly more favorable OS (HR 0.39, 95% CI 0.20-0.75, P = 0.008). CONCLUSIONS Our findings reveal the genetic features of patients with MM, mainly across six anatomic sites, offering a potential avenue for targeted therapies.
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Affiliation(s)
- Hai-Yun Wang
- Department of Pathology, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, National Children's Medical Center for South Central Region, 510623, Guangzhou, P. R. China
- Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, National Children's Medical Center for South Central Region, 510623, Guangzhou, P. R. China
| | - Ye Liu
- Shenzhen Hospital, National Cancer Center, National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 518116, Shenzhen, China
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China
| | - Ling Deng
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China
| | - Kuntai Jiang
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China
| | - Xin-Hua Yang
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China
| | - Xiao-Yan Wu
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China
| | - Kai-Hua Guo
- Department of Anatomy and Neurobiology, Zhongshan School of Medicine, Sun Yat-Sen University, 74 Zhongshan Road, 510080, Guangzhou, P. R. China.
| | - Fang Wang
- Department of Molecular Diagnostics, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, 510060, Guangzhou, P. R. China.
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Dennis LK, Brown HE, Arrington AK. Comparison of Prognostic Factors for Merkel Cell Carcinoma, Mucosal Melanoma and Cutaneous Malignant Melanoma: Insights into Their Etiologies. Curr Oncol 2023; 30:3974-3988. [PMID: 37185414 PMCID: PMC10136436 DOI: 10.3390/curroncol30040301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/26/2023] [Accepted: 03/28/2023] [Indexed: 04/03/2023] Open
Abstract
Little is known about the epidemiology of Merkel cell carcinoma (MCC) and mucosal melanoma (MM). Using the United States (US) National Cancer Institute’s Surveillance, Epidemiology, and End Results (SEER) program data, we compared MCC and MM with cutaneous malignant melanoma (CMM) with respect to incidence rates and prognostic factors to better understand disease etiologies. We describe the proportional incidences of the three cancers along with their survival rates based on 20 years of national data. The incidence rates in 2000–2019 were 203.7 per 1,000,000 people for CMM, 5.9 per 1,000,000 people for MCC and 0.1 per 1,000,000 people for MM. The rates of these cancers increased over time, with the rate of MM tripling between 2000–2009 and 2010–2019. The incidences of these cancers increased with age and rates were highest among non-Hispanic Whites. Fewer MCCs and MMS were diagnosed at the local stage compared with CMM. The cases in the 22 SEER registries in California were not proportional to the 2020 population census but instead were higher than expected for CMM and MCC and lower than expected for MM. Conversely, MM rates were higher than expected in Texas and New York. These analyses highlight similarities in the incidence rates of CMM and MCC—and differences between them and MM rates—by state. Understanding more about MCC and MM is important because of their higher potential for late diagnosis and metastasis, which lead to poor survival.
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Affiliation(s)
- Leslie K. Dennis
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85724, USA
| | - Heidi E. Brown
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85724, USA
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Abstract
Activating mutations in RAS genes are the most common genetic driver of human cancers. Yet, drugging this small GTPase has proven extremely challenging and therapeutic strategies targeting these recurrent alterations have long had limited success. To circumvent this difficulty, research has focused on the molecular dissection of the RAS pathway to gain a more-precise mechanistic understanding of its regulation, with the hope to identify new pharmacological approaches. Here, we review the current knowledge on the (dys)regulation of the RAS pathway, using melanoma as a paradigm. We first present a map of the main proteins involved in the RAS pathway, highlighting recent insights into their molecular roles and diverse mechanisms of regulation. We then overview genetic data pertaining to RAS pathway alterations in melanoma, along with insight into other cancers, that inform the biological function of members of the pathway. Finally, we describe the clinical implications of RAS pathway dysregulation in melanoma, discuss past and current approaches aimed at drugging the RAS pathway, and outline future opportunities for therapeutic development. Summary: This Review describes the molecular regulation of the RAS pathway, presents the clinical consequences of its pathological activation in human cancer, and highlights recent advances towards its therapeutic inhibition, using melanoma as an example.
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Affiliation(s)
- Amira Al Mahi
- Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052 CNRS UMR5286, Tumor Escape, Resistance and Immunity Department, 69008 Lyon, France
| | - Julien Ablain
- Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052 CNRS UMR5286, Tumor Escape, Resistance and Immunity Department, 69008 Lyon, France
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