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Purdue MP, Dutta D, Machiela MJ, Gorman BR, Winter T, Okuhara D, Cleland S, Ferreiro-Iglesias A, Scheet P, Liu A, Wu C, Antwi SO, Larkin J, Zequi SC, Sun M, Hikino K, Hajiran A, Lawson KA, Cárcano F, Blanchet O, Shuch B, Nepple KG, Margue G, Sundi D, Diver WR, Folgueira MAAK, van Bokhoven A, Neffa F, Brown KM, Hofmann JN, Rhee J, Yeager M, Cole NR, Hicks BD, Manning MR, Hutchinson AA, Rothman N, Huang WY, Linehan WM, Lori A, Ferragu M, Zidane-Marinnes M, Serrano SV, Magnabosco WJ, Vilas A, Decia R, Carusso F, Graham LS, Anderson K, Bilen MA, Arciero C, Pellegrin I, Ricard S, Scelo G, Banks RE, Vasudev NS, Soomro N, Stewart GD, Adeyoju A, Bromage S, Hrouda D, Gibbons N, Patel P, Sullivan M, Protheroe A, Nugent FI, Fournier MJ, Zhang X, Martin LJ, Komisarenko M, Eisen T, Cunningham SA, Connolly DC, Uzzo RG, Zaridze D, Mukeria A, Holcatova I, Hornakova A, Foretova L, Janout V, Mates D, Jinga V, Rascu S, Mijuskovic M, Savic S, Milosavljevic S, Gaborieau V, Abedi-Ardekani B, McKay J, Johansson M, Phouthavongsy L, Hayman L, Li J, Lungu I, Bezerra SM, Souza AG, Sares CTG, Reis RB, Gallucci FP, Cordeiro MD, Pomerantz M, Lee GSM, Freedman ML, Jeong A, Greenberg SE, Sanchez A, Thompson RH, Sharma V, Thiel DD, Ball CT, Abreu D, Lam ET, Nahas WC, Master VA, Patel AV, Bernhard JC, Freedman ND, Bigot P, Reis RM, Colli LM, Finelli A, Manley BJ, Terao C, Choueiri TK, Carraro DM, Houlston R, Eckel-Passow JE, Abbosh PH, Ganna A, Brennan P, Gu J, Chanock SJ. Multi-ancestry genome-wide association study of kidney cancer identifies 63 susceptibility regions. Nat Genet 2024; 56:809-818. [PMID: 38671320 DOI: 10.1038/s41588-024-01725-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 03/13/2024] [Indexed: 04/28/2024]
Abstract
Here, in a multi-ancestry genome-wide association study meta-analysis of kidney cancer (29,020 cases and 835,670 controls), we identified 63 susceptibility regions (50 novel) containing 108 independent risk loci. In analyses stratified by subtype, 52 regions (78 loci) were associated with clear cell renal cell carcinoma (RCC) and 6 regions (7 loci) with papillary RCC. Notably, we report a variant common in African ancestry individuals ( rs7629500 ) in the 3' untranslated region of VHL, nearly tripling clear cell RCC risk (odds ratio 2.72, 95% confidence interval 2.23-3.30). In cis-expression quantitative trait locus analyses, 48 variants from 34 regions point toward 83 candidate genes. Enrichment of hypoxia-inducible factor-binding sites underscores the importance of hypoxia-related mechanisms in kidney cancer. Our results advance understanding of the genetic architecture of kidney cancer, provide clues for functional investigation and enable generation of a validated polygenic risk score with an estimated area under the curve of 0.65 (0.74 including risk factors) among European ancestry individuals.
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Affiliation(s)
- Mark P Purdue
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA.
| | - Diptavo Dutta
- Integrative Tumor Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Mitchell J Machiela
- Integrative Tumor Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | | | - Timothy Winter
- Laboratory of Genetic Susceptibility, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | | | | | | | - Paul Scheet
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Aoxing Liu
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Chao Wu
- Biosample Repository, Fox Chase Cancer Center-Temple Health, Philadelphia, PA, USA
| | - Samuel O Antwi
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - James Larkin
- Department of Medical Oncology, Royal Marsden NHS Foundation Trust, London, UK
| | - Stênio C Zequi
- Department of Urology, A.C. Camargo Cancer Center, São Paulo, Brazil
- National Institute for Science and Technology in Oncogenomics and Therapeutic Innovation INCIT-INOTE, São Paulo, Brazil
- Latin American Renal Cancer Group, São Paulo, Brazil
- Department of Surgery, Division of Urology, São Paulo Federal University, São Paulo, Brazil
| | - Maxine Sun
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Keiko Hikino
- Laboratory for Pharmacogenomics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Ali Hajiran
- Department of Urology, Division of Urologic Oncology, West Virginia University Cancer Institute, Morgantown, WV, USA
| | - Keith A Lawson
- Department of Surgical Oncology, Division of Urology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Flavio Cárcano
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | | | - Brian Shuch
- Department of Urology, UCLA Jonsson Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Kenneth G Nepple
- Department of Urology, Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA
| | - Gaëlle Margue
- Department of Urology, CHU Bordeaux, Bordeaux, France
| | - Debasish Sundi
- Department of Urology, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - W Ryan Diver
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Maria A A K Folgueira
- Departments of Radiology and Oncology, Comprehensive Center for Precision Oncology-C2PO, Centro de Investigação Translacional em Oncologia, Instituto do Cancer do Estado de São Paulo, Hospital das Clinicas, Faculdade de Medicina Universidade de São Paulo, São Paulo, Brazil
| | - Adrie van Bokhoven
- Department of Pathology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | | | - Kevin M Brown
- Laboratory of Translational Genomics, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Jonathan N Hofmann
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Jongeun Rhee
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Meredith Yeager
- Cancer Genomics Research Laboratory, Frederick National Laboratory, Rockville, MD, USA
| | - Nathan R Cole
- Cancer Genomics Research Laboratory, Frederick National Laboratory, Rockville, MD, USA
| | - Belynda D Hicks
- Cancer Genomics Research Laboratory, Frederick National Laboratory, Rockville, MD, USA
| | - Michelle R Manning
- Cancer Genomics Research Laboratory, Frederick National Laboratory, Rockville, MD, USA
| | - Amy A Hutchinson
- Cancer Genomics Research Laboratory, Frederick National Laboratory, Rockville, MD, USA
| | - Nathaniel Rothman
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Wen-Yi Huang
- Metabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - W Marston Linehan
- Urologic Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Adriana Lori
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | | | | | - Sérgio V Serrano
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | | | - Ana Vilas
- Department of Pathology, Hospital Pasteur, Montevideo, Uruguay
| | - Ricardo Decia
- Department of Urology, Hospital Pasteur, Montevideo, Uruguay
| | | | - Laura S Graham
- Department of Medicine, Division of Medical Oncology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Kyra Anderson
- Oncology Clinical Research Support Team, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Mehmet A Bilen
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, USA
| | - Cletus Arciero
- Department of Surgery, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Solène Ricard
- Department of Urology, CHU Bordeaux, Bordeaux, France
| | - Ghislaine Scelo
- Observational and Pragmatic Research Institute Pte Ltd, Singapore, Singapore
| | - Rosamonde E Banks
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Naveen S Vasudev
- Department of Oncology, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Naeem Soomro
- Department of Urology, Newcastle Hospitals NHS Foundation Trust, Newcastle, UK
| | - Grant D Stewart
- Department of Urology, Western General Hospital, NHS Lothian, Edinburgh, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
| | - Adebanji Adeyoju
- Department of Urology, Stockport NHS Foundation Trust, Stockport, UK
| | - Stephen Bromage
- Department of Urology, Stockport NHS Foundation Trust, Stockport, UK
| | - David Hrouda
- Department of Urology, Imperial College Healthcare NHS Trust, London, UK
| | - Norma Gibbons
- Department of Urology, Imperial College Healthcare NHS Trust, London, UK
| | - Poulam Patel
- Division of Oncology, University of Nottingham, Nottingham, UK
| | - Mark Sullivan
- Department of Urology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Andrew Protheroe
- Department of Oncology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Francesca I Nugent
- Department of Urology, Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA
| | | | - Xiaoyu Zhang
- Department of Surgical Oncology, Division of Urology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Lisa J Martin
- Department of Surgical Oncology, Division of Urology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Maria Komisarenko
- Department of Surgical Oncology, Division of Urology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Timothy Eisen
- Department of Oncology, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Sonia A Cunningham
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Denise C Connolly
- Cancer Signaling and Microenvironment, Biosample Repository Facility, Fox Chase Cancer Center-Temple Health, Philadelphia, PA, USA
| | - Robert G Uzzo
- Department of Urology, Fox Chase Cancer Center-Temple Health, Philadelphia, PA, USA
| | - David Zaridze
- Department of Clinical Epidemiology, N.N. Blokhin National Medical Research Centre of Oncology, Moscow, Russia
| | - Anush Mukeria
- Department of Clinical Epidemiology, N.N. Blokhin National Medical Research Centre of Oncology, Moscow, Russia
| | - Ivana Holcatova
- Institute of Public Health and Preventive Medicine, Second Faculty of Medicine, Charles University, Prague, Czech Republic
- Department of Oncology, Second Faculty of Medicine and University Hospital Motol, Charles University, Prague, Czech Republic
| | - Anna Hornakova
- Institute of Hygiene and Epidemiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Lenka Foretova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Vladimir Janout
- Faculty of Health Sciences, Palacky University, Olomouc, Czech Republic
| | - Dana Mates
- Department of Occupational Health and Toxicology, National Center for Environmental Risk Monitoring, National Institute of Public Health, Bucharest, Romania
| | - Viorel Jinga
- Urology Department, Academy of Romanian Scientists, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
| | - Stefan Rascu
- Urology Department, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
| | - Mirjana Mijuskovic
- Clinic of Nephrology, Faculty of Medicine, Military Medical Academy, Belgrade, Serbia
| | - Slavisa Savic
- Department of Urology, Clinical Hospital Center Dr Dragisa Misovic Dedinje, Belgrade, Serbia
| | - Sasa Milosavljevic
- International Organisation for Cancer Prevention and Research, Belgrade, Serbia
| | - Valérie Gaborieau
- Genomic Epidemiology Branch, International Agency for Research on Cancer, Lyon, France
| | | | - James McKay
- Genomic Epidemiology Branch, International Agency for Research on Cancer, Lyon, France
| | - Mattias Johansson
- Genomic Epidemiology Branch, International Agency for Research on Cancer, Lyon, France
| | - Larry Phouthavongsy
- Ontario Tumour Bank, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Lindsay Hayman
- Diagnostic Development Program, Tissue Portal, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Jason Li
- Diagnostic Development Program, Tissue Portal, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Ilinca Lungu
- Ontario Tumour Bank, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Diagnostic Development Program, Tissue Portal, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | | | - Aline G Souza
- Departments of Medical Imaging, Hematology and Oncology, Division of Medical Oncology, Ribeirao Preto Medical School, University of São Paulo, Ribeirao Preto, Brazil
| | - Claudia T G Sares
- Departments of Surgery and Anatomy, Division of Urology, Ribeirao Preto Medical School, University of São Paulo, Ribeirao Preto, Brazil
| | - Rodolfo B Reis
- Departments of Surgery and Anatomy, Division of Urology, Ribeirao Preto Medical School, University of São Paulo, Ribeirao Preto, Brazil
| | - Fabio P Gallucci
- Surgery Department, Urology Division, Instituto do Cancer do Estado de São Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Mauricio D Cordeiro
- Surgery Department, Urology Division, Instituto do Cancer do Estado de São Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | | | - Gwo-Shu M Lee
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Matthew L Freedman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Boston, MA, USA
| | - Anhyo Jeong
- Department of Urology, UCLA Jonsson Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Samantha E Greenberg
- Department of Population Sciences, Genetic Counseling Shared Resource, Huntsman Cancer Institute, Salt Lake City, UT, USA
| | - Alejandro Sanchez
- Department of Surgery, Division of Urology, Huntsman Cancer Institute and University of Utah, Salt Lake City, UT, USA
| | | | - Vidit Sharma
- Department of Urology, Mayo Clinic, Rochester, MN, USA
| | - David D Thiel
- Department of Urology, Mayo Clinic, Jacksonville, FL, USA
| | - Colleen T Ball
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Diego Abreu
- Department of Urology, Hospital Pasteur, Montevideo, Uruguay
| | - Elaine T Lam
- Department of Medicine, Division of Medical Oncology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - William C Nahas
- Surgery Department, Urology Division, Instituto do Cancer do Estado de São Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Viraj A Master
- Department of Urology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, USA
| | - Alpa V Patel
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | | | - Neal D Freedman
- Metabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Pierre Bigot
- Department of Urology, CHU Angers, Angers, France
| | - Rui M Reis
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos, Brazil
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
| | - Leandro M Colli
- Departament of Medical Image, Hematology and Oncology, Division of Medical Oncology, Ribeirao Preto Medical School, University of São Paulo, Ribeirao Preto, Brazil
| | - Antonio Finelli
- Department of Surgical Oncology, Division of Urology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Brandon J Manley
- Genitourinary Oncology Program, Moffitt Cancer Center, Tampa, FL, USA
| | - Chikashi Terao
- Laboratory for Statistical and Translational Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Toni K Choueiri
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Dirce M Carraro
- Clinical and Functional Genomics Group, CIPE (International Research Center), A.C. Camargo Cancer Center, São Paulo, Brazil
| | - Richard Houlston
- Division of Genetics and Epidemiology, Institute of Cancer Research, Sutton, UK
| | | | - Philip H Abbosh
- Department of Nuclear Dynamics and Cancer, Fox Chase Cancer Center-Temple Health, Philadelphia, PA, USA
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Paul Brennan
- Genomic Epidemiology Branch, International Agency for Research on Cancer, Lyon, France
| | - Jian Gu
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Stephen J Chanock
- Laboratory of Genetic Susceptibility, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA.
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Yang F, Zhang S, Yang H, Luo K, Wen J, Hu Y, Hu R, Huang Q, Chen J, Fu J. Prognostic significance of gamma-glutamyltransferase in patients with resectable esophageal squamous cell carcinoma. Dis Esophagus 2015; 28:496-504. [PMID: 24766310 DOI: 10.1111/dote.12227] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Gamma-glutamyltransferase (GGT) is a membrane-bound enzyme involved in the glutathione metabolism. Studies suggested that GGT was a marker of apoptotic balance and modulated tumor progression, invasion and drug resistance. Recently, GGT was shown to be associated with the progression of high-grade esophageal epithelial dysplasia to invasive carcinoma. This study was conducted to investigate the value of pre-therapeutic serum GGT levels as prognostic parameter in esophageal squamous cell carcinoma. Six hundred thirty-nine resectable esophageal squamous cell carcinoma patients were recruited in this study and were stratified into two GGT risk groups. The association of pre-therapeutic serum GGT levels and clinical-pathological parameters was examined. Univariate and multivariate survival analyses were performed. GGT serum levels were associated with gender, smoking status, TNM stage and lymph node involvement. Higher pre-therapeutic serum GGT was found in males, smoker, advanced TNM stage and lymph node positive patients. Patients assigned to the low-risk group had higher 5-year overall survival rate (53.1% vs. 33.0%, P < 0.01) and disease-free survival rate (45.2% vs. 23.4%, P < 0.01) than the high-risk group. Patients with high-risk group of GGT had 1.568 (95% confidence interval [CI], 1.259 ∼ 1.952) times the risk of death and 1.582 (95% CI, 1.286 ∼ 1.946) times the risk of disease recurrence contrast with those with low-risk group of GGT. The pre-therapeutic serum GGT is a novel independent prognostic parameter for disease-free survival and overall survival in resectable esophageal squamous cell carcinoma.
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Affiliation(s)
- F Yang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - S Zhang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - H Yang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - K Luo
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - J Wen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - Y Hu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - R Hu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - Q Huang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - J Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
| | - J Fu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Centre for Cancer Medicine, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Department of Thoracic Oncology, Sun Yat-Sen University Cancer Centre, Guangzhou, Guangdong, China.,Guangdong Esophageal Cancer Research Institute, Guangzhou, Guangdong, China
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