3
|
Masugi Y, Nishihara R, Yang J, Mima K, da Silva A, Shi Y, Inamura K, Cao Y, Song M, Nowak JA, Liao X, Nosho K, Chan AT, Giannakis M, Bass AJ, Hodi FS, Freeman GJ, Rodig S, Fuchs CS, Qian ZR, Ogino S. Tumour CD274 (PD-L1) expression and T cells in colorectal cancer. Gut 2017; 66:1463-1473. [PMID: 27196573 PMCID: PMC5097696 DOI: 10.1136/gutjnl-2016-311421] [Citation(s) in RCA: 175] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2016] [Revised: 03/22/2016] [Accepted: 04/03/2016] [Indexed: 02/07/2023]
Abstract
OBJECTIVE Evidence suggests that CD274 (programmed death-ligand 1, B7-H1) immune checkpoint ligand repress antitumour immunity through its interaction with the PDCD1 (programmed cell death 1, PD-1) receptor of T lymphocytes in various tumours. We hypothesised that tumour CD274 expression levels might be inversely associated with T-cell densities in colorectal carcinoma tissue. DESIGN We evaluated tumour CD274 expression by immunohistochemistry in 823 rectal and colon cancer cases within the Nurses' Health Study and Health Professionals Follow-up Study. We conducted multivariable ordinal logistic regression analyses to examine the association of tumour CD274 expression with CD3+, CD8+, CD45RO (PTPRC)+ or FOXP3+ cell density in tumour tissue, controlling for potential confounders including tumour status of microsatellite instability (MSI), CpG island methylator phenotype, long interspersed nucleotide element-1 methylation level and KRAS, BRAF and PIK3CA mutations. RESULTS CD274 expression in tumour cells or stromal cells (including immune cells) was detected in 731 (89%) or 44 (5%) cases, respectively. Tumour CD274 expression level correlated inversely with FOXP3+ cell density in colorectal cancer tissue (outcome) (ptrend=0.0002). For a unit increase in outcome quartile categories, multivariable OR in the highest (vs lowest) CD274 expression score was 0.22 (95% CI 0.10 to 0.47). Tumour CD274 expression was inversely associated with MSI-high status (p=0.001). CD274 expression was not significantly associated with CD3+, CD8+ or CD45RO+ cell density, pathological lymphocytic reactions or patient survival prognosis. CONCLUSIONS Tumour CD274 expression is inversely associated with FOXP3+ cell density in colorectal cancer tissue, suggesting a possible influence of CD274-expressing carcinoma cells on regulatory T cells in the tumour microenvironment.
Collapse
Affiliation(s)
- Yohei Masugi
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA
| | - Reiko Nishihara
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Department of Nutrition, Harvard T.H. Chan School of Public Health,
Boston, Massachusetts, USA,Department of Epidemiology, Harvard T.H. Chan School of Public
Health, Boston, Massachusetts, USA,Department of Biostatistics, Harvard T.H. Chan School of Public
Health, Boston, Massachusetts, USA
| | - Juhong Yang
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Collaborative Innovation Center of Tianjin for Medical Epigenetics,
Key Laboratory of Hormone and Development, Metabolic Disease Hospital & Tianjin
Institute of Endocrinology, Tianjin Medical University, Tianjin, China
| | - Kosuke Mima
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA
| | - Annacarolina da Silva
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA
| | - Yan Shi
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA
| | - Kentaro Inamura
- Division of Pathology, Cancer Institute, Japanese Foundation For
Cancer Research, Tokyo, Japan
| | - Yin Cao
- Department of Nutrition, Harvard T.H. Chan School of Public Health,
Boston, Massachusetts, USA,Clinical and Translational Epidemiology Unit, Massachusetts General
Hospital and Harvard Medical School, Boston, Massachusetts, USA,Division of Gastroenterology, Massachusetts General Hospital,
Boston, Massachusetts, USA
| | - Mingyang Song
- Department of Nutrition, Harvard T.H. Chan School of Public Health,
Boston, Massachusetts, USA,Clinical and Translational Epidemiology Unit, Massachusetts General
Hospital and Harvard Medical School, Boston, Massachusetts, USA,Division of Gastroenterology, Massachusetts General Hospital,
Boston, Massachusetts, USA
| | - Jonathan A. Nowak
- Division of MPE Molecular Pathological Epidemiology, Department of
Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston,
Massachusetts, USA
| | - Xiaoyun Liao
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston,
Massachusetts, USA
| | - Katsuhiko Nosho
- Department of Gastroenterology, Rheumatology and Clinical
Immunology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Andrew T. Chan
- Clinical and Translational Epidemiology Unit, Massachusetts General
Hospital and Harvard Medical School, Boston, Massachusetts, USA,Division of Gastroenterology, Massachusetts General Hospital,
Boston, Massachusetts, USA,Channing Division of Network Medicine, Department of Medicine,
Brigham and Women’s Hospital and Harvard Medical School, Boston,
Massachusetts, USA
| | - Marios Giannakis
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Broad Institute of MIT and Harvard, Cambridge, Massachusetts,
USA,Department of Medicine, Brigham and Women’s Hospital and
Harvard Medical School, Boston, Massachusetts, USA
| | - Adam J. Bass
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Broad Institute of MIT and Harvard, Cambridge, Massachusetts,
USA,Department of Medicine, Brigham and Women’s Hospital and
Harvard Medical School, Boston, Massachusetts, USA
| | - F. Stephen Hodi
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston,
Massachusetts, USA
| | - Gordon J. Freeman
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Department of Medicine, Brigham and Women’s Hospital and
Harvard Medical School, Boston, Massachusetts, USA
| | - Scott Rodig
- Department of Pathology, Brigham and Women’s Hospital and
Harvard Medical School, Boston, Massachusetts, USA
| | - Charles S. Fuchs
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Channing Division of Network Medicine, Department of Medicine,
Brigham and Women’s Hospital and Harvard Medical School, Boston,
Massachusetts, USA
| | - Zhi Rong Qian
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA
| | - Shuji Ogino
- Department of Medical Oncology, Dana-Farber Cancer Institute and
Harvard Medical School, Boston, Massachusetts, USA,Department of Epidemiology, Harvard T.H. Chan School of Public
Health, Boston, Massachusetts, USA,Division of MPE Molecular Pathological Epidemiology, Department of
Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston,
Massachusetts, USA
| |
Collapse
|
5
|
Kosumi K, Masugi Y, Yang J, Qian ZR, Kim SA, Li W, Shi Y, da Silva A, Hamada T, Liu L, Gu M, Twombly TS, Cao Y, Barbie DA, Nosho K, Baba H, Garrett WS, Meyerhardt JA, Giovannucci EL, Chan AT, Fuchs CS, Ogino S, Nishihara R. Tumor SQSTM1 (p62) expression and T cells in colorectal cancer. Oncoimmunology 2017; 6:e1284720. [PMID: 28405513 DOI: 10.1080/2162402x.2017.1284720] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Revised: 01/12/2017] [Accepted: 01/13/2017] [Indexed: 12/15/2022] Open
Abstract
Evidence suggests that activation of autophagy in neoplastic cells potentiates antitumor immunity through cross-presentation of tumor-associated antigens to T cells and release of immune mediators. The SQSTM1 (sequestosome 1, p62) protein is degraded by activated autophagy, and might enhance immune response to tumor cells. We hypothesized that tumor SQSTM1 expression level might be inversely associated with T-cell densities in colorectal carcinoma tissue. We evaluated tumor SQSTM1 expression by immunohistochemistry in 601 rectal and colon cancer cases within the Nurses' Health Study and Health Professionals Follow-up Study. Ordinal logistic regression analyses were conducted to assess the association of tumor SQSTM1 expression with CD3+, CD8+, CD45RO (PTPRC)+, or FOXP3+ cell density in tumor tissue, controlling for potential confounders, including tumor status of microsatellite instability, CpG island methylator phenotype, long interspersed nucleotide element-1 methylation level, and KRAS, BRAF, and PIK3CA mutations. Tumor SQSTM1 expression level was inversely associated with FOXP3+ cell density (ptrend = 0.006), but not with CD3+, CD8+, or CD45RO+ cell density (with the adjusted α level of 0.01 for multiple hypothesis testing). For a unit increase in quartile categories of FOXP3+ cell density, multivariable odds ratios were 0.66 [95% confidence interval (CI), 0.45-0.98] for intermediate-level SQSTM1 expression, and 0.55 (95% CI, 0.36-0.83) for high-level SQSTM1 expression, compared with low-level SQSTM1 expression. Tumor SQSTM1 expression is inversely associated with FOXP3+ cell density in colorectal cancer tissue, suggesting a possible role of SQSTM1-expressing carcinoma cells on regulatory T cells in the tumor microenvironment.
Collapse
Affiliation(s)
- Keisuke Kosumi
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Yohei Masugi
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Juhong Yang
- Collaborative Innovation Center of Tianjin for Medical Epigenetics, Key Laboratory of Hormone and Development (Ministry of Health), Metabolic Disease Hospital & Tianjin Institute of Endocrinology, Tianjin Medical University , Tianjin, China
| | - Zhi Rong Qian
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Sun A Kim
- Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health , Bethesda, MD, USA
| | - Wanwan Li
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Yan Shi
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Annacarolina da Silva
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Tsuyoshi Hamada
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Li Liu
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA; Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Mancang Gu
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Tyler S Twombly
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Yin Cao
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA; Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA
| | - David A Barbie
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Katsuhiko Nosho
- Department of Gastroenterology, Rheumatology and Clinical Immunology, Sapporo Medical University School of Medicine , Sapporo, Japan
| | - Hideo Baba
- Department of Gastroenterological Surgery, Graduate School of Medical Science, Kumamoto University , Kumamoto, Japan
| | - Wendy S Garrett
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA; Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jeffery A Meyerhardt
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School , Boston, MA, USA
| | - Edward L Giovannucci
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Andrew T Chan
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA; Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Charles S Fuchs
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | - Shuji Ogino
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Division of MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA; Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Reiko Nishihara
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA; Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Division of MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| |
Collapse
|
9
|
Inamura K, Yamauchi M, Nishihara R, Lochhead P, Qian ZR, Kuchiba A, Kim SA, Mima K, Sukawa Y, Jung S, Zhang X, Wu K, Cho E, Chan AT, Meyerhardt JA, Harris CC, Fuchs CS, Ogino S. Tumor LINE-1 methylation level and microsatellite instability in relation to colorectal cancer prognosis. J Natl Cancer Inst 2014; 106:dju195. [PMID: 25190725 DOI: 10.1093/jnci/dju195] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Hypomethylation in long interspersed nucleotide element-1 (LINE-1) and high-degree microsatellite instability (MSI-high) in colorectal cancer (CRC) have been associated with inferior and superior survival, respectively; however, it remains uncertain whether the prognostic association of LINE-1 hypomethylation differs by MSI status. We hypothesized that the adverse prognostic association of LINE-1 hypomethylation might be stronger in MSI-high CRCs than in microsatellite stable (MSS) CRCs. METHODS Utilizing 1211 CRCs in the Nurses' Health Study and the Health Professionals Follow-up Study, we examined patient survival according to LINE-1 hypomethylation status in strata of MSI status. A Cox proportional hazards model was used to compute multivariable CRC-specific mortality hazard ratios (HRs) for a 10% decrease in LINE-1 methylation level (range = 23.1-93.1%), adjusting for potential confounders, including CpG island methylator phenotype, and KRAS, BRAF, and PIK3CA mutations. Statistical tests (log-rank test, chi-square test, and likelihood ratio test) were two-sided. RESULTS In MSI-high cancers, the association of LINE-1 hypomethylation with higher mortality (HR = 2.45, 95% confidence interval [CI] = 1.64 to 3.66, P < .001) was stronger than that in MSS cancers (HR = 1.10, 95% CI = 0.98 to 1.24, P = .11) (P interaction < .001, between LINE-1 and MSI statuses). In MSI-high cases with CRC family history, the association of LINE-1 hypomethylation with higher mortality (HR = 5.13, 95% CI = 1.99 to 13.2; P < .001) was stronger than that in MSI-high cases without CRC family history (HR = 1.62, 95% CI = 0.89 to 2.94, P = .11) (P interaction = .02, between LINE-1 and CRC family history statuses). CONCLUSIONS The association of LINE-1 hypomethylation with inferior survival is stronger in MSI-high CRCs than in MSS CRCs. Tumor LINE-1 methylation level may be a useful prognostic biomarker to identify aggressive carcinomas among MSI-high CRCs.
Collapse
Affiliation(s)
- Kentaro Inamura
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Mai Yamauchi
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Reiko Nishihara
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Paul Lochhead
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Zhi Rong Qian
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Aya Kuchiba
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Sun A Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Kosuke Mima
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Yasutaka Sukawa
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Seungyoun Jung
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Xuehong Zhang
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Kana Wu
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Eunyoung Cho
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Andrew T Chan
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Jeffrey A Meyerhardt
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Curtis C Harris
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Charles S Fuchs
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| | - Shuji Ogino
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA (KI, MY, RN, PL, ZRQ, AK, SAK, KM, YS, JAM, CSF, SO); Laboratory of Human Carcinogenesis, National Cancer Institute, National Institutes of Health, Bethesda, MD (KI, CCH); Department of Nutrition, Harvard School of Public Health, Boston, MA (RN, AK, KW); Gastrointestinal Research Group, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK (PL); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SJ, XZ, EC, ATC, CSF); Department of Dermatology, The Warren Alpert Medical School of Brown University, Province, RI (EC); Division of Gastroenterology, Massachusetts General Hospital, Boston, MA (ATC); Department of Epidemiology, Harvard School of Public Health, Boston, MA (SO); Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA (SO)
| |
Collapse
|