1
|
Chen Z, Guo X, Tao R, Huyghe JR, Law PJ, Fernandez-Rozadilla C, Ping J, Jia G, Long J, Li C, Shen Q, Xie Y, Timofeeva MN, Thomas M, Schmit SL, Díez-Obrero V, Devall M, Moratalla-Navarro F, Fernandez-Tajes J, Palles C, Sherwood K, Briggs SEW, Svinti V, Donnelly K, Farrington SM, Blackmur J, Vaughan-Shaw PG, Shu XO, Lu Y, Broderick P, Studd J, Harrison TA, Conti DV, Schumacher FR, Melas M, Rennert G, Obón-Santacana M, Martín-Sánchez V, Oh JH, Kim J, Jee SH, Jung KJ, Kweon SS, Shin MH, Shin A, Ahn YO, Kim DH, Oze I, Wen W, Matsuo K, Matsuda K, Tanikawa C, Ren Z, Gao YT, Jia WH, Hopper JL, Jenkins MA, Win AK, Pai RK, Figueiredo JC, Haile RW, Gallinger S, Woods MO, Newcomb PA, Duggan D, Cheadle JP, Kaplan R, Kerr R, Kerr D, Kirac I, Böhm J, Mecklin JP, Jousilahti P, Knekt P, Aaltonen LA, Rissanen H, Pukkala E, Eriksson JG, Cajuso T, Hänninen U, Kondelin J, Palin K, Tanskanen T, Renkonen-Sinisalo L, Männistö S, Albanes D, Weinstein SJ, Ruiz-Narvaez E, Palmer JR, Buchanan DD, Platz EA, Visvanathan K, Ulrich CM, Siegel E, Brezina S, Gsur A, Campbell PT, Chang-Claude J, Hoffmeister M, Brenner H, Slattery ML, Potter JD, Tsilidis KK, Schulze MB, Gunter MJ, Murphy N, Castells A, Castellví-Bel S, Moreira L, Arndt V, Shcherbina A, Bishop DT, Giles GG, Southey MC, Idos GE, McDonnell KJ, Abu-Ful Z, Greenson JK, Shulman K, Lejbkowicz F, Offit K, Su YR, Steinfelder R, Keku TO, van Guelpen B, Hudson TJ, Hampel H, Pearlman R, Berndt SI, Hayes RB, Martinez ME, Thomas SS, Pharoah PDP, Larsson SC, Yen Y, Lenz HJ, White E, Li L, Doheny KF, Pugh E, Shelford T, Chan AT, Cruz-Correa M, Lindblom A, Hunter DJ, Joshi AD, Schafmayer C, Scacheri PC, Kundaje A, Schoen RE, Hampe J, Stadler ZK, Vodicka P, Vodickova L, Vymetalkova V, Edlund CK, Gauderman WJ, Shibata D, Toland A, Markowitz S, Kim A, Chanock SJ, van Duijnhoven F, Feskens EJM, Sakoda LC, Gago-Dominguez M, Wolk A, Pardini B, FitzGerald LM, Lee SC, Ogino S, Bien SA, Kooperberg C, Li CI, Lin Y, Prentice R, Qu C, Bézieau S, Yamaji T, Sawada N, Iwasaki M, Le Marchand L, Wu AH, Qu C, McNeil CE, Coetzee G, Hayward C, Deary IJ, Harris SE, Theodoratou E, Reid S, Walker M, Ooi LY, Lau KS, Zhao H, Hsu L, Cai Q, Dunlop MG, Gruber SB, Houlston RS, Moreno V, Casey G, Peters U, Tomlinson I, Zheng W. Fine-mapping analysis including over 254,000 East Asian and European descendants identifies 136 putative colorectal cancer susceptibility genes. Nat Commun 2024; 15:3557. [PMID: 38670944 PMCID: PMC11053150 DOI: 10.1038/s41467-024-47399-x] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 03/26/2024] [Indexed: 04/28/2024] Open
Abstract
Genome-wide association studies (GWAS) have identified more than 200 common genetic variants independently associated with colorectal cancer (CRC) risk, but the causal variants and target genes are mostly unknown. We sought to fine-map all known CRC risk loci using GWAS data from 100,204 cases and 154,587 controls of East Asian and European ancestry. Our stepwise conditional analyses revealed 238 independent association signals of CRC risk, each with a set of credible causal variants (CCVs), of which 28 signals had a single CCV. Our cis-eQTL/mQTL and colocalization analyses using colorectal tissue-specific transcriptome and methylome data separately from 1299 and 321 individuals, along with functional genomic investigation, uncovered 136 putative CRC susceptibility genes, including 56 genes not previously reported. Analyses of single-cell RNA-seq data from colorectal tissues revealed 17 putative CRC susceptibility genes with distinct expression patterns in specific cell types. Analyses of whole exome sequencing data provided additional support for several target genes identified in this study as CRC susceptibility genes. Enrichment analyses of the 136 genes uncover pathways not previously linked to CRC risk. Our study substantially expanded association signals for CRC and provided additional insight into the biological mechanisms underlying CRC development.
Collapse
Affiliation(s)
- Zhishan Chen
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Xingyi Guo
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Ran Tao
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, 37232, TN, USA
| | - Jeroen R Huyghe
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Philip J Law
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - Ceres Fernandez-Rozadilla
- Edinburgh Cancer Research Centre, Institute of Genomics and Cancer, University of Edinburgh, Edinburgh, UK
- Genomic Medicine Group, Instituto de Investigacion Sanitaria de Santiago, Santiago de Compostela, Spain
| | - Jie Ping
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Guochong Jia
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jirong Long
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Chao Li
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Quanhu Shen
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yuhan Xie
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Maria N Timofeeva
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Danish Institute for Advanced Study, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Minta Thomas
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Stephanie L Schmit
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
- Population and Cancer Prevention Program, Case Comprehensive Cancer Center, Cleveland, OH, USA
| | - Virginia Díez-Obrero
- Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health, Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
- Oncology Data Analytics Program, Catalan Institute of Oncology, Barcelona, Spain
| | - Matthew Devall
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Ferran Moratalla-Navarro
- Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health, Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
- Oncology Data Analytics Program, Catalan Institute of Oncology, Barcelona, Spain
| | - Juan Fernandez-Tajes
- Edinburgh Cancer Research Centre, Institute of Genomics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Claire Palles
- Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Kitty Sherwood
- Edinburgh Cancer Research Centre, Institute of Genomics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Sarah E W Briggs
- Department of Public Health, Richard Doll Building, University of Oxford, Oxford, UK
| | - Victoria Svinti
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Kevin Donnelly
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Susan M Farrington
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - James Blackmur
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Peter G Vaughan-Shaw
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yingchang Lu
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Peter Broderick
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - James Studd
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - Tabitha A Harrison
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - David V Conti
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Fredrick R Schumacher
- Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Marilena Melas
- The Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Gad Rennert
- Clalit National Cancer Control Center, Haifa, Israel
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel
- Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Mireia Obón-Santacana
- Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health, Madrid, Spain
- Oncology Data Analytics Program, Catalan Institute of Oncology, Barcelona, Spain
| | - Vicente Martín-Sánchez
- Consortium for Biomedical Research in Epidemiology and Public Health, Madrid, Spain
- Biomedicine Institute, University of León, León, Spain
| | - Jae Hwan Oh
- Center for Colorectal Cancer, National Cancer Center Hospital, National Cancer Center, Gyeonggi-do, South Korea
| | - Jeongseon Kim
- Department of Cancer Biomedical Science, Graduate School of Cancer Science and Policy, National Cancer Center, Gyeonggi-do, South Korea
| | - Sun Ha Jee
- Department of Epidemiology and Health Promotion, Graduate School of Public Health, Yonsei University, Seoul, South Korea
| | - Keum Ji Jung
- Department of Epidemiology and Health Promotion, Graduate School of Public Health, Yonsei University, Seoul, South Korea
| | - Sun-Seog Kweon
- Department of Preventive Medicine, Chonnam National University Medical School, Gwangju, South Korea
| | - Min-Ho Shin
- Department of Preventive Medicine, Chonnam National University Medical School, Gwangju, South Korea
| | - Aesun Shin
- Cancer Research Institute, Seoul National University, Seoul, South Korea
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | - Yoon-Ok Ahn
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | - Dong-Hyun Kim
- Department of Social and Preventive Medicine, Hallym University College of Medicine, Okcheon-dong, South Korea
| | - Isao Oze
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, Japan
| | - Wanqing Wen
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Keitaro Matsuo
- Department of Epidemiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
- Division of Molecular and Clinical Epidemiology, Aichi Cancer Center Research Institute, Nagoya, Japan
| | - Koichi Matsuda
- Laboratory of Clinical Genome Sequencing, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
| | - Chizu Tanikawa
- Laboratory of Genome Technology, Human Genome Center, Institute of Medical Science, University of Tokyo, Tokyo, Japan
| | - Zefang Ren
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yu-Tang Gao
- State Key Laboratory of Oncogenes and Related Genes and Department of Epidemiology, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Wei-Hua Jia
- State Key Laboratory of Oncology in South China, Cancer Center, Sun Yat-sen University, Guangzhou, China
| | - John L Hopper
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
- Department of Epidemiology, School of Public Health and Institute of Health and Environment, Seoul National University, Seoul, South Korea
| | - Mark A Jenkins
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Aung Ko Win
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Rish K Pai
- Department of Laboratory Medicine and Pathology, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Jane C Figueiredo
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Robert W Haile
- Division of Oncology, Department of Medicine, Cedars-Sinai Cancer Research Center for Health Equity, Los Angeles, CA, USA
| | - Steven Gallinger
- Lunenfeld Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada
| | - Michael O Woods
- Division of Biomedical Sciences, Memorial University of Newfoundland, St. John, ON, Canada
| | - Polly A Newcomb
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- School of Public Health, University of Washington, Seattle, WA, USA
| | - David Duggan
- City of Hope National Medical Center, Translational Genomics Research Institute, Phoenix, AZ, USA
| | | | - Richard Kaplan
- MRC Clinical Trials Unit, Medical Research Council, Cardiff, UK
| | - Rachel Kerr
- Department of Oncology, University of Oxford, Oxford, UK
| | - David Kerr
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Iva Kirac
- Department of Surgical Oncology, University Hospital for Tumors, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Jan Böhm
- Department of Pathology, Central Finland Health Care District, Jyväskylä, Finland
| | | | - Pekka Jousilahti
- Department of Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Paul Knekt
- Department of Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Lauri A Aaltonen
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | - Harri Rissanen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Eero Pukkala
- Faculty of Social Sciences, Tampere University, Tampere, Finland
- Finnish Cancer Registry, Institute for Statistical and Epidemiological Cancer Research, Helsinki, Finland
| | - Johan G Eriksson
- Folkhälsan Research Centre, University of Helsinki, Helsinki, Finland
- Human Potential Translational Research Programme, National University of Singapore, Singapore, Singapore
- Unit of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Tatiana Cajuso
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | - Ulrika Hänninen
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | - Johanna Kondelin
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | - Kimmo Palin
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | - Tomas Tanskanen
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Genome-Scale Biology Research Program, University of Helsinki, Helsinki, Finland
| | | | - Satu Männistö
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Stephanie J Weinstein
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Edward Ruiz-Narvaez
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Julie R Palmer
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- Slone Epidemiology Center at Boston University, Boston, MA, USA
| | - Daniel D Buchanan
- Colorectal Oncogenomics Group, Department of Clinical Pathology, University of Melbourne, Parkville, VIC, Australia
- Genomic Medicine and Family Cancer Clinic, Royal Melbourne Hospital, Parkville, VIC, Australia
- University of Melbourne Centre for Cancer Research, Victorian Comprehensive Cancer Centre, Parkville, VIC, Australia
| | - Elizabeth A Platz
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Kala Visvanathan
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Cornelia M Ulrich
- Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Erin Siegel
- Cancer Epidemiology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Stefanie Brezina
- Institute of Cancer Research, Department of Medicine I, Medical University Vienna, Vienna, Austria
| | - Andrea Gsur
- Institute of Cancer Research, Department of Medicine I, Medical University Vienna, Vienna, Austria
| | - Peter T Campbell
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, New York, NY, USA
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany
- University Medical Centre Hamburg-Eppendorf, University Cancer Centre Hamburg, Hamburg, Germany
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
- Division of Preventive Oncology, German Cancer Research Center and National Center for Tumor Diseases, Heidelberg, Germany
- German Cancer Consortium, German Cancer Research Center, Heidelberg, Germany
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA
| | - John D Potter
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Research Centre for Hauora and Health, Massey University, Wellington, New Zealand
| | - Kostas K Tsilidis
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
| | - Matthias B Schulze
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- Institute of Nutritional Science, University of Potsdam, Potsdam, Germany
| | - Marc J Gunter
- Nutrition and Metabolism Branch, International Agency for Research on Cancer, World Health Organization, Lyon, France
| | - Neil Murphy
- Nutrition and Metabolism Branch, International Agency for Research on Cancer, World Health Organization, Lyon, France
| | - Antoni Castells
- Gastroenterology Department, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, University of Barcelona, Barcelona, Spain
| | - Sergi Castellví-Bel
- Gastroenterology Department, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, University of Barcelona, Barcelona, Spain
| | - Leticia Moreira
- Gastroenterology Department, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, University of Barcelona, Barcelona, Spain
| | - Volker Arndt
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Anna Shcherbina
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - D Timothy Bishop
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Graham G Giles
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
| | - Melissa C Southey
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- Department of Clinical Pathology, University of Melbourne, Melbourne, VIC, Australia
| | - Gregory E Idos
- Department of Medical Oncology and Center For Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Kevin J McDonnell
- Clalit National Cancer Control Center, Haifa, Israel
- Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
- Department of Medical Oncology and Center For Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Zomoroda Abu-Ful
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel
| | - Joel K Greenson
- Clalit National Cancer Control Center, Haifa, Israel
- Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Katerina Shulman
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel
| | - Flavio Lejbkowicz
- Clalit National Cancer Control Center, Haifa, Israel
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel
- Clalit Health Services, Personalized Genomic Service, Lady Davis Carmel Medical Center, Haifa, Israel
| | - Kenneth Offit
- Clinical Genetics Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | - Yu-Ru Su
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Robert Steinfelder
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Temitope O Keku
- Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, NC, USA
| | - Bethany van Guelpen
- Department of Radiation Sciences, Oncology Unit, Umeå University, Umeå, Sweden
- Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden
| | | | - Heather Hampel
- Division of Human Genetics, Department of Internal Medicine, Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Rachel Pearlman
- Division of Human Genetics, Department of Internal Medicine, Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Richard B Hayes
- Division of Epidemiology, Department of Population Health, New York University School of Medicine, New York, NY, USA
| | - Marie Elena Martinez
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
- Population Sciences, Disparities and Community Engagement, University of California San Diego Moores Cancer Center, La Jolla, CA, USA
| | | | - Paul D P Pharoah
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Susanna C Larsson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Yun Yen
- Taipei Medical University, Taipei, Taiwan
| | - Heinz-Josef Lenz
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Emily White
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
| | - Li Li
- Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA
| | - Kimberly F Doheny
- Center for Inherited Disease Research, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Elizabeth Pugh
- Center for Inherited Disease Research, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Tameka Shelford
- Center for Inherited Disease Research, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Andrew T Chan
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Marcia Cruz-Correa
- Comprehensive Cancer Center, University of Puerto Rico, San Juan, Puerto Rico
| | - Annika Lindblom
- Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - David J Hunter
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Amit D Joshi
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Clemens Schafmayer
- Department of General Surgery, University Hospital Rostock, Rostock, Germany
| | - Peter C Scacheri
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Anshul Kundaje
- Department of Genetics, Stanford University, Stanford, CA, USA
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Robert E Schoen
- Department of Medicine and Epidemiology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Jochen Hampe
- Department of Medicine I, University Hospital Dresden, Technische Universität Dresden, Dresden, Germany
| | - Zsofia K Stadler
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
- Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Ludmila Vodickova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Veronika Vymetalkova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Christopher K Edlund
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - W James Gauderman
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - David Shibata
- Department of Surgery, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Amanda Toland
- Departments of Cancer Biology and Genetics and Internal Medicine, Comprehensive Cancer Center, Ohio State University, Columbus, OH, USA
| | - Sanford Markowitz
- Departments of Medicine and Genetics, Case Comprehensive Cancer Center, Case Western Reserve University and University Hospitals of Cleveland, Cleveland, OH, USA
| | - Andre Kim
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Franzel van Duijnhoven
- Division of Human Nutrition and Health, Wageningen University and Research, Wageningen, The Netherlands
| | - Edith J M Feskens
- Division of Human Nutrition, Wageningen University and Research, Wageningen, The Netherlands
| | - Lori C Sakoda
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Manuela Gago-Dominguez
- Genomic Medicine Group, Galician Public Foundation of Genomic Medicine, Servicio Galego de Saude, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela, Santiago de Compostela, Spain
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Barbara Pardini
- Candiolo Cancer Institute FPO-IRCCS, Candiolo, (TO), Italy
- Italian Institute for Genomic Medicine, Candiolo Cancer Institute FPO-IRCCS, Candiolo, (TO), Italy
| | - Liesel M FitzGerald
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Menzies Institute for Medical Research, University of Tasmania, Hobart, TAS, Australia
| | - Soo Chin Lee
- National University Cancer Institute, Singapore, Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Shuji Ogino
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cancer Immunology Program, Dana-Farber Harvard Cancer Center, Boston, MA, USA
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Stephanie A Bien
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Charles Kooperberg
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Christopher I Li
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Yi Lin
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Ross Prentice
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Conghui Qu
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Stéphane Bézieau
- Service de Génétique Médicale, Centre Hospitalier Universitaire Nantes, Nantes, France
| | - Taiki Yamaji
- Division of Epidemiology, National Cancer Center Institute for Cancer Control, National Cancer Center, Tokyo, Japan
| | - Norie Sawada
- Division of Cohort Research, National Cancer Center Institute for Cancer Control, National Cancer Center, Tokyo, Japan
| | - Motoki Iwasaki
- Division of Epidemiology, National Cancer Center Institute for Cancer Control, National Cancer Center, Tokyo, Japan
- Division of Cohort Research, National Cancer Center Institute for Cancer Control, National Cancer Center, Tokyo, Japan
| | | | - Anna H Wu
- Preventative Medicine, University of Southern California, Los Angeles, CA, USA
| | - Chenxu Qu
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Caroline E McNeil
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genomics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Ian J Deary
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Sarah E Harris
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Evropi Theodoratou
- Centre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Stuart Reid
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Marion Walker
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Li Yin Ooi
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
| | - Ken S Lau
- Epithelial Biology Center and Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
- Department of Genetics, Yale School of Medicine, New Haven, CT, USA
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA
| | - Li Hsu
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Qiuyin Cai
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Malcolm G Dunlop
- Colon Cancer Genetics Group, Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Stephen B Gruber
- Department of Medical Oncology and Center For Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Richard S Houlston
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - Victor Moreno
- Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health, Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
- Oncology Data Analytics Program, Catalan Institute of Oncology, Barcelona, Spain
| | - Graham Casey
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Ian Tomlinson
- Edinburgh Cancer Research Centre, Institute of Genomics and Cancer, University of Edinburgh, Edinburgh, UK
- Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA.
| |
Collapse
|
2
|
Schmit SL, Tsai YY, Bonner JD, Sanz-Pamplona R, Joshi AD, Ugai T, Lindsey SS, Melas M, McDonnell KJ, Idos GE, Walker CP, Qu C, Kast WM, Da Silva DM, Glickman JN, Chan AT, Giannakis M, Nowak JA, Rennert HS, Robins HS, Ogino S, Greenson JK, Moreno V, Rennert G, Gruber SB. Germline genetic regulation of the colorectal tumor immune microenvironment. BMC Genomics 2024; 25:409. [PMID: 38664626 PMCID: PMC11046907 DOI: 10.1186/s12864-024-10295-1] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 04/09/2024] [Indexed: 04/28/2024] Open
Abstract
OBJECTIVE To evaluate the contribution of germline genetics to regulating the briskness and diversity of T cell responses in CRC, we conducted a genome-wide association study to examine the associations between germline genetic variation and quantitative measures of T cell landscapes in 2,876 colorectal tumors from participants in the Molecular Epidemiology of Colorectal Cancer Study (MECC). METHODS Germline DNA samples were genotyped and imputed using genome-wide arrays. Tumor DNA samples were extracted from paraffin blocks, and T cell receptor clonality and abundance were quantified by immunoSEQ (Adaptive Biotechnologies, Seattle, WA). Tumor infiltrating lymphocytes per high powered field (TILs/hpf) were scored by a gastrointestinal pathologist. Regression models were used to evaluate the associations between each variant and the three T-cell features, adjusting for sex, age, genotyping platform, and global ancestry. Three independent datasets were used for replication. RESULTS We identified a SNP (rs4918567) near RBM20 associated with clonality at a genome-wide significant threshold of 5 × 10- 8, with a consistent direction of association in both discovery and replication datasets. Expression quantitative trait (eQTL) analyses and in silico functional annotation for these loci provided insights into potential functional roles, including a statistically significant eQTL between the T allele at rs4918567 and higher expression of ADRA2A (P = 0.012) in healthy colon mucosa. CONCLUSIONS Our study suggests that germline genetic variation is associated with the quantity and diversity of adaptive immune responses in CRC. Further studies are warranted to replicate these findings in additional samples and to investigate functional genomic mechanisms.
Collapse
Affiliation(s)
- Stephanie L Schmit
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA.
- Population and Cancer Prevention Program, Case Comprehensive Cancer Center, Cleveland, OH, USA.
| | - Ya-Yu Tsai
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Joseph D Bonner
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Rebeca Sanz-Pamplona
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | - Amit D Joshi
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Tomotaka Ugai
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
| | - Sidney S Lindsey
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Marilena Melas
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Kevin J McDonnell
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Gregory E Idos
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Christopher P Walker
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA
| | - Chenxu Qu
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - W Martin Kast
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Diane M Da Silva
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | | | - Andrew T Chan
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Marios Giannakis
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jonathan A Nowak
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Hedy S Rennert
- B. Rappaport Faculty of Medicine, Technion and the Association for Promotion of Research in Precision Medicine (APRPM), Haifa, Israel
| | | | - Shuji Ogino
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Tokyo Medical and Dental University (Institute of Science Tokyo), Tokyo, Japan
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Victor Moreno
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Barcelona, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
| | - Gad Rennert
- B. Rappaport Faculty of Medicine, Technion and the Association for Promotion of Research in Precision Medicine (APRPM), Haifa, Israel
| | - Stephen B Gruber
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, USA.
| |
Collapse
|
3
|
Huang W, Das NK, Radyk MD, Keeley T, Quiros M, Jain C, El-Derany MO, Swaminathan T, Dziechciarz S, Greenson JK, Nusrat A, Samuelson LC, Shah YM. Dietary Iron Is Necessary to Support Proliferative Regeneration after Intestinal Injury. J Nutr 2024; 154:1153-1164. [PMID: 38246358 DOI: 10.1016/j.tjnut.2024.01.013] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 12/04/2023] [Accepted: 01/04/2024] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND Tissue repair and regeneration in the gastrointestinal system are crucial for maintaining homeostasis, with the process relying on intricate cellular interactions and affected by micro- and macro-nutrients. Iron, essential for various biological functions, plays a dual role in tissue healing by potentially causing oxidative damage and participating in anti-inflammatory mechanisms, underscoring its complex relationship with inflammation and tissue repair. OBJECTIVE The study aimed to elucidate the role of low dietary iron in gastrointestinal tissue repair. METHODS We utilized quantitative iron measurements to assess iron levels in inflamed regions of patients with ulcerative colitis and Crohn's disease. In addition, 3 mouse models of gastrointestinal injury/repair (dextran sulfate sodium-induced colitis, radiation injury, and wound biopsy) were used to assess the effects of low dietary iron on tissue repair. RESULTS We found that levels of iron in inflamed regions of both patients with ulcerative colitis and Crohn's disease are elevated. Similarly, during gastrointestinal repair, iron levels were found to be heightened, specifically in intestinal epithelial cells across the 3 injury/repair models. Mice on a low-iron diet showed compromised tissue repair with reduced proliferation. In standard diet, epithelial cells and the stem cell compartment maintain adequate iron stores. However, during a period of iron deficiency, epithelial cells exhaust their iron reserves, whereas the stem cell compartments maintain their iron pools. During injury, when the stem compartment is disrupted, low iron levels impair proliferation and compromise repair mechanisms. CONCLUSIONS Low dietary iron impairs intestinal repair through compromising the ability of epithelial cells to aid in intestinal proliferation.
Collapse
Affiliation(s)
- Wesley Huang
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States; Department of Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, United States; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, United States
| | - Nupur K Das
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Megan D Radyk
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Theresa Keeley
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Miguel Quiros
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States
| | - Chesta Jain
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Marwa O El-Derany
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States; Department of Biochemistry, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
| | - Thaarini Swaminathan
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Sofia Dziechciarz
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States
| | - Asma Nusrat
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States
| | - Linda C Samuelson
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States
| | - Yatrik M Shah
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, United States; Department of Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, United States.
| |
Collapse
|
4
|
Chung DC, Gray DM, Singh H, Issaka RB, Raymond VM, Eagle C, Hu S, Chudova DI, Talasaz A, Greenson JK, Sinicrope FA, Gupta S, Grady WM. A Cell-free DNA Blood-Based Test for Colorectal Cancer Screening. N Engl J Med 2024; 390:973-983. [PMID: 38477985 DOI: 10.1056/nejmoa2304714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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] [Indexed: 03/14/2024]
Abstract
BACKGROUND Colorectal cancer is the third most diagnosed cancer in adults in the United States. Early detection could prevent more than 90% of colorectal cancer-related deaths, yet more than one third of the screening-eligible population is not up to date with screening despite multiple available tests. A blood-based test has the potential to improve screening adherence, detect colorectal cancer earlier, and reduce colorectal cancer-related mortality. METHODS We assessed the performance characteristics of a cell-free DNA (cfDNA) blood-based test in a population eligible for colorectal cancer screening. The coprimary outcomes were sensitivity for colorectal cancer and specificity for advanced neoplasia (colorectal cancer or advanced precancerous lesions) relative to screening colonoscopy. The secondary outcome was sensitivity to detect advanced precancerous lesions. RESULTS The clinical validation cohort included 10,258 persons, 7861 of whom met eligibility criteria and were evaluable. A total of 83.1% of the participants with colorectal cancer detected by colonoscopy had a positive cfDNA test and 16.9% had a negative test, which indicates a sensitivity of the cfDNA test for detection of colorectal cancer of 83.1% (95% confidence interval [CI], 72.2 to 90.3). Sensitivity for stage I, II, or III colorectal cancer was 87.5% (95% CI, 75.3 to 94.1), and sensitivity for advanced precancerous lesions was 13.2% (95% CI, 11.3 to 15.3). A total of 89.6% of the participants without any advanced colorectal neoplasia (colorectal cancer or advanced precancerous lesions) identified on colonoscopy had a negative cfDNA blood-based test, whereas 10.4% had a positive cfDNA blood-based test, which indicates a specificity for any advanced neoplasia of 89.6% (95% CI, 88.8 to 90.3). Specificity for negative colonoscopy (no colorectal cancer, advanced precancerous lesions, or nonadvanced precancerous lesions) was 89.9% (95% CI, 89.0 to 90.7). CONCLUSIONS In an average-risk screening population, this cfDNA blood-based test had 83% sensitivity for colorectal cancer, 90% specificity for advanced neoplasia, and 13% sensitivity for advanced precancerous lesions. (Funded by Guardant Health; ECLIPSE ClinicalTrials.gov number, NCT04136002.).
Collapse
Affiliation(s)
- Daniel C Chung
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Darrell M Gray
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Harminder Singh
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Rachel B Issaka
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Victoria M Raymond
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Craig Eagle
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Sylvia Hu
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Darya I Chudova
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - AmirAli Talasaz
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Joel K Greenson
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Frank A Sinicrope
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - Samir Gupta
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| | - William M Grady
- From the Division of Gastroenterology and Cancer Center, Massachusetts General Hospital and Harvard Medical School, Boston (D.C.C.); Gray Area Strategies, Owings Mills, MD (D.M.G.); the Association of Black Gastroenterologists and Hepatologists, New York (D.M.G.); the Departments of Internal Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba and Paul Albrechtsen Research Institute CancerCare Manitoba, Winnipeg, Canada (H.S.); the Divisions of Public Health Sciences (R.B.I., W.M.G.), Clinical Research (R.B.I.), and Translational Science and Therapeutics (W.M.G.), Fred Hutchinson Cancer Center, and the Division of Gastroenterology, University of Washington School of Medicine (R.B.I., W.M.G.) - both in Seattle; Guardant Health, Palo Alto (V.M.R., C.E., S.H., D.I.C., A.T.), and the University of California, San Diego, La Jolla (S.G.) - both in California; the Department of Pathology, Michigan Medicine, Ann Arbor (J.K.G.); and the Divisions of Oncology, Gastroenterology, and Hepatology, Mayo Clinic, Mayo Comprehensive Cancer Center and Mayo Alix School of Medicine, Rochester, MN (F.A.S.)
| |
Collapse
|
5
|
Tsai YY, Qu C, Bonner JD, Sanz-Pamplona R, Lindsey SS, Melas M, McDonnell KJ, Idos GE, Walker CP, Tsang KK, Da Silva DM, Moratalla-Navarro F, Maoz A, Rennert HS, Kast WM, Greenson JK, Moreno V, Rennert G, Gruber SB, Schmit SL. Heterozygote advantage at HLA class I and II loci and reduced risk of colorectal cancer. Front Immunol 2023; 14:1268117. [PMID: 37942321 PMCID: PMC10627840 DOI: 10.3389/fimmu.2023.1268117] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 10/10/2023] [Indexed: 11/10/2023] Open
Abstract
Objective Reduced diversity at Human Leukocyte Antigen (HLA) loci may adversely affect the host's ability to recognize tumor neoantigens and subsequently increase disease burden. We hypothesized that increased heterozygosity at HLA loci is associated with a reduced risk of developing colorectal cancer (CRC). Methods We imputed HLA class I and II four-digit alleles using genotype data from a population-based study of 5,406 cases and 4,635 controls from the Molecular Epidemiology of Colorectal Cancer Study (MECC). Heterozygosity at each HLA locus and the number of heterozygous genotypes at HLA class -I (A, B, and C) and HLA class -II loci (DQB1, DRB1, and DPB1) were quantified. Logistic regression analysis was used to estimate the risk of CRC associated with HLA heterozygosity. Individuals with homozygous genotypes for all loci served as the reference category, and the analyses were adjusted for sex, age, genotyping platform, and ancestry. Further, we investigated associations between HLA diversity and tumor-associated T cell repertoire features, as measured by tumor infiltrating lymphocytes (TILs; N=2,839) and immunosequencing (N=2,357). Results Individuals with all heterozygous genotypes at all three class I genes had a reduced odds of CRC (OR: 0.74; 95% CI: 0.56-0.97, p= 0.031). A similar association was observed for class II loci, with an OR of 0.75 (95% CI: 0.60-0.95, p= 0.016). For class-I and class-II combined, individuals with all heterozygous genotypes had significantly lower odds of developing CRC (OR: 0.66, 95% CI: 0.49-0.87, p= 0.004) than those with 0 or one heterozygous genotype. HLA class I and/or II diversity was associated with higher T cell receptor (TCR) abundance and lower TCR clonality, but results were not statistically significant. Conclusion Our findings support a heterozygote advantage for the HLA class-I and -II loci, indicating an important role for HLA genetic variability in the etiology of CRC.
Collapse
Affiliation(s)
- Ya-Yu Tsai
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, United States
| | - Chenxu Qu
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, United States
| | - Joseph D. Bonner
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Rebeca Sanz-Pamplona
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
- Hospital Universitario Lozano Blesa, Aragon Health Research Institute (IISA), ARAID Foundation, Aragon Government, Zaragoza, Spain
| | - Sidney S. Lindsey
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Marilena Melas
- Molecular Diagnostics, New York Genome Center, New York, NY, United States
| | - Kevin J. McDonnell
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Gregory E. Idos
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Christopher P. Walker
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Kevin K. Tsang
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Diane M. Da Silva
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, United States
| | - Ferran Moratalla-Navarro
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine and Health Sciences and Universitat de Barcelona Institute of Complex Systems (UBICS), University of Barcelona, Barcelona, Spain
| | - Asaf Maoz
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, United States
| | - Hedy S. Rennert
- B. Rappaport Faculty of Medicine, Technion and the Association for Promotion of Research in Precision Medicine (APRPM), Haifa, Israel
| | - W. Martin Kast
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, United States
| | - Joel K. Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States
| | - Victor Moreno
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine and Health Sciences and Universitat de Barcelona Institute of Complex Systems (UBICS), University of Barcelona, Barcelona, Spain
| | - Gad Rennert
- B. Rappaport Faculty of Medicine, Technion and the Association for Promotion of Research in Precision Medicine (APRPM), Haifa, Israel
| | - Stephen B. Gruber
- Center for Precision Medicine, City of Hope National Medical Center, Duarte, CA, United States
| | - Stephanie L. Schmit
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, United States
- Population and Cancer Prevention Program, Case Comprehensive Cancer Center, Cleveland, OH, United States
| |
Collapse
|
6
|
Wagner SJ, Reisenbüchler D, West NP, Niehues JM, Zhu J, Foersch S, Veldhuizen GP, Quirke P, Grabsch HI, van den Brandt PA, Hutchins GGA, Richman SD, Yuan T, Langer R, Jenniskens JCA, Offermans K, Mueller W, Gray R, Gruber SB, Greenson JK, Rennert G, Bonner JD, Schmolze D, Jonnagaddala J, Hawkins NJ, Ward RL, Morton D, Seymour M, Magill L, Nowak M, Hay J, Koelzer VH, Church DN, Matek C, Geppert C, Peng C, Zhi C, Ouyang X, James JA, Loughrey MB, Salto-Tellez M, Brenner H, Hoffmeister M, Truhn D, Schnabel JA, Boxberg M, Peng T, Kather JN. Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study. Cancer Cell 2023; 41:1650-1661.e4. [PMID: 37652006 PMCID: PMC10507381 DOI: 10.1016/j.ccell.2023.08.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [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: 01/04/2023] [Revised: 06/18/2023] [Accepted: 08/07/2023] [Indexed: 09/02/2023]
Abstract
Deep learning (DL) can accelerate the prediction of prognostic biomarkers from routine pathology slides in colorectal cancer (CRC). However, current approaches rely on convolutional neural networks (CNNs) and have mostly been validated on small patient cohorts. Here, we develop a new transformer-based pipeline for end-to-end biomarker prediction from pathology slides by combining a pre-trained transformer encoder with a transformer network for patch aggregation. Our transformer-based approach substantially improves the performance, generalizability, data efficiency, and interpretability as compared with current state-of-the-art algorithms. After training and evaluating on a large multicenter cohort of over 13,000 patients from 16 colorectal cancer cohorts, we achieve a sensitivity of 0.99 with a negative predictive value of over 0.99 for prediction of microsatellite instability (MSI) on surgical resection specimens. We demonstrate that resection specimen-only training reaches clinical-grade performance on endoscopic biopsy tissue, solving a long-standing diagnostic problem.
Collapse
Affiliation(s)
- Sophia J Wagner
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; School of Computation, Information and Technology, Technical University of Munich, Munich, Germany; Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Daniel Reisenbüchler
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany
| | - Nicholas P West
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | - Jan Moritz Niehues
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Jiefu Zhu
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Sebastian Foersch
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | | | - Philip Quirke
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Heike I Grabsch
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Piet A van den Brandt
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Gordon G A Hutchins
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Susan D Richman
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Tanwei Yuan
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Rupert Langer
- Institute of Pathology und Molecular Pathology, Johannes Kepler University Hospital Linz, Linz, Österreich
| | - Josien C A Jenniskens
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Kelly Offermans
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | | | - Richard Gray
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Stephen B Gruber
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, CA, USA
| | - Joel K Greenson
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Gad Rennert
- Department of Community Medicine & Epidemiology, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel; Steve and Cindy Rasmussen Institute for Genomic Medicine, Lady Davis Carmel Medical Center and Technion Faculty of Medicine, Clalit National Cancer Control Center, Haifa, Israel
| | - Joseph D Bonner
- Department of Community Medicine & Epidemiology, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Daniel Schmolze
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, CA, USA
| | - Jitendra Jonnagaddala
- School of Population Health, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Nicholas J Hawkins
- School of Medical Sciences, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Robyn L Ward
- School of Medical Sciences, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Dion Morton
- University Hospital Birmingham, Birmingham, UK
| | | | - Laura Magill
- University of Birmingham Clinical Trials Unit, Birmingham, UK
| | - Marta Nowak
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Jennifer Hay
- Glasgow Tissue Research Facility, University of Glasgow, Queen Elizabeth University Hospital, Glasgow, UK
| | - Viktor H Koelzer
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland; Department of Oncology, University of Oxford, Oxford, UK; Nuffield Department of Medicine, University of Oxford, Roosevelt Drive, Oxford, UK
| | - David N Church
- Nuffield Department of Medicine, University of Oxford, Roosevelt Drive, Oxford, UK; Oxford NIHR Comprehensive Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Christian Matek
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; Institute of Pathology, University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany; Comprehensive Cancer Center Erlangen-EMN (CCC), University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany
| | - Carol Geppert
- Institute of Pathology, University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany; Comprehensive Cancer Center Erlangen-EMN (CCC), University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany
| | - Chaolong Peng
- Medical School, Jianggang Shan University, Jiangxi, China
| | - Cheng Zhi
- Department of Pathology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xiaoming Ouyang
- Department of Pathology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Jacqueline A James
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, UK; The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK; Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, UK; Integrated Pathology Unit, Institute for Cancer Research and Royal Marsden Hospital, London, UK
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniel Truhn
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Julia A Schnabel
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; School of Computation, Information and Technology, Technical University of Munich, Munich, Germany; School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Melanie Boxberg
- Institute of Pathology, Technical University Munich, Munich, Germany; Institute of Pathology Munich-North, Munich, Germany
| | - Tingying Peng
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany.
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg.
| |
Collapse
|
7
|
Schmit S, Tsai YY, Nair KG, Barot SV, Xiang S, Kamath SD, Melas M, Walker CP, Srivastava R, Chan TAT, Bonner JD, McDonnell K, Idos G, Greenson JK, Rennert HS, Rennert G, Gruber SB, Khorana AA, Liska D. Differences in tumor-associated T cell receptor repertoires between young-onset and average-onset colorectal cancer. J Clin Oncol 2023. [DOI: 10.1200/jco.2023.41.4_suppl.207] [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: 01/25/2023] Open
Abstract
207 Background: The incidence of colorectal cancer (CRC) among individuals younger than age 50 (young-onset CRC; YOCRC) has increased, yet the etiology and molecular mechanisms underlying this alarming rise remain unclear. Some studies suggest that YOCRCs have more aggressive biology. Here, we compare tumor-associated T cell repertoires between patients with YOCRC and average-onset CRC (AOCRC). A robust, focused T cell response is a positive prognostic indicator; therefore, we hypothesized that YOCRCs demonstrate lower T cell abundance and greater T cell diversity than AOCRCs. Methods: The discovery cohort included 242 patients with histologically confirmed Stage I-IV CRC who underwent surgical resection at Cleveland Clinic from 2000 to 2020 and consented to a biorepository. YOCRC was defined as < 50 years at diagnosis (N = 126), and AOCRC as > 60 years (N = 116). DNA was extracted from frozen tumors, and T Cell Receptor (TCR) abundance and clonality were measured using immunoSEQ (Adaptive Biotechnologies). Following quality control, logistic regression models were used to evaluate the associations between TCR repertoire features and age of onset, adjusting for sex, race, tumor location, and stage. Findings were replicated in 152 YOCRC and 1,984 AOCRC cases from the Molecular Epidemiology of Colorectal Cancer Study with adjustment for sex, Jewish ethnicity, tumor location, and stage. Results: YOCRC patients were more likely to have left-sided tumors and be diagnosed at advanced stages in both cohorts. In the discovery cohort, YOCRC tumors had significantly lower TCR clonality (higher T cell diversity) compared to AOCRC tumors in a multivariable model adjusting for sex, race, tumor location and stage (OR: 0.38, 95% Confidence Interval (CI): 0.25-0.56, p < 0.0001). This association was also observed in the replication cohort (OR: 0.74, 95% CI: 0.62-0.89, p = 0.0013). In the replication cohort, further adjustment for microsatellite instability status did not substantially change the association (OR: 0.73, 95% CI: 0.61-0.88 p = 0.0012). When restricting to microsatellite stable tumors, clonality remained statistically significant in both the discovery and replication cohorts. No significant difference in TCR abundance was observed between YOCRC and AOCRC in either cohort. Conclusions: Higher T cell repertoire diversity, indicating a less focused intratumoral T cell response, is more frequently observed in YOCRC. Further studies are warranted to investigate the role of T cell diversity in the etiology and outcomes of YOCRC.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Gregory Idos
- City of Hope National Comprehensive Cancer Center, Duarte, CA
| | | | - Hedy S Rennert
- CHS National Israeli Cancer Control Center, Haifa, Israel
| | - Gad Rennert
- Clalit National Cancer Control Center, Haifa, Israel
| | | | | | | |
Collapse
|
8
|
Tsai YY, Qu C, Bonner JD, Sanz-Pamplona R, Lindsey S, Melas M, McDonnell KJ, Idos GE, Walker CP, Tsang KK, Da Silva DM, Moratalla F, Maoz A, Rennert HS, Kast WM, Greenson JK, Moreno V, Rennert G, Gruber SB, Schmit SL. Abstract 5874: Heterozygote advantage at HLA class I and II loci and colorectal cancer risk. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-5874] [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
Diversity in Human Leukocyte Antigen (HLA) genes has been associated with risk of several diseases, including Non-Hodgkin’s lymphoma and ulcerative colitis. Reduced diversity at HLA loci may adversely affect the host’s ability to recognize foreign antigens and tumor neoantigens, and subsequently, increase disease burden. To better understand the role of inherited HLA diversity in colorectal cancer (CRC) risk, we utilized data from a population-based study of 10,347 participants (5,574 CRC cases and 4,773 healthy controls) from the Molecular Epidemiology of Colorectal Cancer Study (MECC). Germline DNA samples were genotyped using genome-wide arrays, and HLA Class I and II four-digit resolution alleles were imputed using SNP2HLA and a reference panel of 5,225 individuals from the Type 1 Diabetes Genetics Consortium. Heterozygosity and homozygosity at each HLA locus and the number of homozygous genotypes at class I loci (A, B, C) and class II loci (DQB1, DRB1, DPB1) were quantified. To examine the joint effect of Class I and Class II loci, we combined the total number of homozygotes for all loci and categorized into 3 groups: heterozygotes at all loci, 1 to 4 homozygotes, or 5 or more homozygotes. Logistic regression was used to estimate the risk of CRC associated with HLA locus homozygosity. Individuals with heterozygous genotypes for all loci served as the reference category, and analyses were adjusted for sex, age, genotyping platform, and global ancestry. Individuals with homozygous genotypes at all 3 Class I genes had an increased risk of CRC when compared to those with heterozygous genotypes at all Class I loci (OR: 1.34; 95% CI: 1.02-1.76, P = 0.033; Ptrend = 0.039). A similar association was observed for Class II loci, with an OR of 1.32 (95% CI: 1.05-1.65, P = 0.015; Ptrend = 0.157). For HLA Class I and II combined, individuals with five or more homozygous genotypes at HLA class I or II loci were at higher risk for developing CRC (OR: 1.84, 95% CI: 1.24-2.73, P = 0.0023; Ptrend = 0.015), when compared to those with all heterozygous genotypes. Our findings support a heterozygote advantage at HLA class I and II loci as a protective factor for CRC. This indicates an important role for HLA genetic variability in the etiology of CRC potentially operating through a mechanism of decreased diversity of tumor neoantigens that can be displayed to the adaptive immune system.
Citation Format: Ya-Yu Tsai, Chenxu Qu, Joseph D. Bonner, Rebeca Sanz-Pamplona, Sidney Lindsey, Marilena Melas, Kevin J. McDonnell, Gregory E. Idos, Christopher P. Walker, Kevin K. Tsang, Diane M. Da Silva, Ferran Moratalla, Asaf Maoz, Hedy S. Rennert, W. Martin Kast, Joel K. Greenson, Victor Moreno, Gad Rennert, Stephen B. Gruber, Stephanie L. Schmit. Heterozygote advantage at HLA class I and II loci and colorectal cancer risk [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 5874.
Collapse
Affiliation(s)
| | - Chenxu Qu
- 2USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Rebeca Sanz-Pamplona
- 4Hospitalet de Llobregat; Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | | | | | | | | | | | | | | | - Ferran Moratalla
- 4Hospitalet de Llobregat; Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | - Asaf Maoz
- 6Dana-Farber Cancer Institute; Harvard Medical School, Boston, MA
| | - Hedy S. Rennert
- 7Clalit Health Services National Cancer Control Center, Haifa, Israel
| | - W. Martin Kast
- 2USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Victor Moreno
- 4Hospitalet de Llobregat; Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | - Gad Rennert
- 7Clalit Health Services National Cancer Control Center, Haifa, Israel
| | | | | |
Collapse
|
9
|
Echle A, Ghaffari Laleh N, Quirke P, Grabsch HI, Muti HS, Saldanha OL, Brockmoeller SF, van den Brandt PA, Hutchins GGA, Richman SD, Horisberger K, Galata C, Ebert MP, Eckardt M, Boutros M, Horst D, Reissfelder C, Alwers E, Brinker TJ, Langer R, Jenniskens JCA, Offermans K, Mueller W, Gray R, Gruber SB, Greenson JK, Rennert G, Bonner JD, Schmolze D, Chang-Claude J, Brenner H, Trautwein C, Boor P, Jaeger D, Gaisa NT, Hoffmeister M, West NP, Kather JN. Artificial intelligence for detection of microsatellite instability in colorectal cancer-a multicentric analysis of a pre-screening tool for clinical application. ESMO Open 2022; 7:100400. [PMID: 35247870 PMCID: PMC9058894 DOI: 10.1016/j.esmoop.2022.100400] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [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: 08/27/2021] [Revised: 01/18/2022] [Accepted: 01/21/2022] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Microsatellite instability (MSI)/mismatch repair deficiency (dMMR) is a key genetic feature which should be tested in every patient with colorectal cancer (CRC) according to medical guidelines. Artificial intelligence (AI) methods can detect MSI/dMMR directly in routine pathology slides, but the test performance has not been systematically investigated with predefined test thresholds. METHOD We trained and validated AI-based MSI/dMMR detectors and evaluated predefined performance metrics using nine patient cohorts of 8343 patients across different countries and ethnicities. RESULTS Classifiers achieved clinical-grade performance, yielding an area under the receiver operating curve (AUROC) of up to 0.96 without using any manual annotations. Subsequently, we show that the AI system can be applied as a rule-out test: by using cohort-specific thresholds, on average 52.73% of tumors in each surgical cohort [total number of MSI/dMMR = 1020, microsatellite stable (MSS)/ proficient mismatch repair (pMMR) = 7323 patients] could be identified as MSS/pMMR with a fixed sensitivity at 95%. In an additional cohort of N = 1530 (MSI/dMMR = 211, MSS/pMMR = 1319) endoscopy biopsy samples, the system achieved an AUROC of 0.89, and the cohort-specific threshold ruled out 44.12% of tumors with a fixed sensitivity at 95%. As a more robust alternative to cohort-specific thresholds, we showed that with a fixed threshold of 0.25 for all the cohorts, we can rule-out 25.51% in surgical specimens and 6.10% in biopsies. INTERPRETATION When applied in a clinical setting, this means that the AI system can rule out MSI/dMMR in a quarter (with global thresholds) or half of all CRC patients (with local fine-tuning), thereby reducing cost and turnaround time for molecular profiling.
Collapse
Affiliation(s)
- A Echle
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | - N Ghaffari Laleh
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | - P Quirke
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - H I Grabsch
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - H S Muti
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | - O L Saldanha
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | - S F Brockmoeller
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - P A van den Brandt
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - G G A Hutchins
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - S D Richman
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - K Horisberger
- Department of Abdominal and Transplantation Surgery, University Hospital of Zurich, Zurich, Switzerland
| | - C Galata
- Department of Surgery, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Division of Thoracic Surgery, Academic Thoracic Center Mainz, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - M P Ebert
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Mannheim Institute for Innate Immunoscience (MI3) and Clinical Cooperation Unit Healthy Metabolism, Center of Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Mannheim Cancer Center, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - M Eckardt
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - M Boutros
- Division of Signaling and Functional Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - D Horst
- Institut für Pathologie Charité, Berlin, Germany
| | - C Reissfelder
- Department of Surgery, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - E Alwers
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - T J Brinker
- Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - R Langer
- Institute of Pathology, Inselspital, University of Bern, Bern, Switzerland
| | - J C A Jenniskens
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - K Offermans
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - W Mueller
- Gemeinschaftspraxis Pathologie, Starnberg, Germany
| | - R Gray
- Clinical Trial Service Unit, University of Oxford, Oxford, UK
| | - S B Gruber
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, USA
| | - J K Greenson
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, USA
| | - G Rennert
- Department of Community Medicine & Epidemiology, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel; Steve and Cindy Rasmussen Institute for Genomic Medicine, Lady Davis Carmel Medical Center and Technion Faculty of Medicine, Clalit National Cancer Control Center, Haifa, Israel
| | - J D Bonner
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, USA
| | - D Schmolze
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, USA
| | - J Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - H Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - C Trautwein
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | - P Boor
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany; Department of Nephrology and Immunology, University Hospital RWTH Aachen, Aachen, Germany
| | - D Jaeger
- Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
| | - N T Gaisa
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - M Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - N P West
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - J N Kather
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.
| |
Collapse
|
10
|
Hissong E, Mowers J, Zhao L, Greenson JK, Bachman M, Lamps LW. Histologic and Clinical Correlates of Multiplex Stool Polymerase Chain Reaction Assay Results. Arch Pathol Lab Med 2022; 146:1479-1485. [PMID: 35344996 DOI: 10.5858/arpa.2021-0329-oa] [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] [Accepted: 10/25/2021] [Indexed: 11/06/2022]
Abstract
CONTEXT.— Multiplex stool polymerase chain reaction tests (SPTs) simultaneously test for many enteric pathogens. However, the clinical significance of a positive result, particularly in the context of chronic gastrointestinal disease, remains controversial. OBJECTIVE.— To determine whether SPT results correlate with findings on colon biopsies obtained within a week of SPT or with clinical features. DESIGN.— We reviewed 261 colon biopsies during a 15-month period that were obtained within a week of SPT, along with available clinical information, from patients with and without chronic idiopathic inflammatory bowel disease (CIIBD). Statistical analysis was used to test associations between SPT result, histologic features, and clinical variables. RESULTS.— The most commonly detected pathogens were Clostridium difficile, enteropathogenic Escherichia coli, and norovirus. The presence of underlying CIIBD did not correlate with a positive SPT result or with a specific pathogen. Positive SPT result was significantly associated with neutrophilic activity, pseudomembranes, and increased intraepithelial lymphocytes. In addition, the presence of C difficile on SPT was significantly associated with pseudomembranes and neutrophilic activity. There were no other statistically significant relationships between SPT result and any other histologic abnormality. Only about half of SPT positive results were acted on clinically, and most patients with CIIBD were managed as having a presumed IBD flare. CONCLUSIONS.— SPTs have many advantages; however, interpretation of results, particularly in the background of chronic gastrointestinal disease, remains a challenge. Therapeutic decisions influenced by a positive SPT result should integrate biopsy findings, clinical data, and other laboratory testing to avoid inappropriate treatment.
Collapse
Affiliation(s)
- Erika Hissong
- From the Department of Pathology, University of Michigan Health System, Ann Arbor (Hissong, Greenson, Bachman, Lamps)
| | - Jon Mowers
- Michigan Diagnostic Pathologists, Southfield (Mowers)
| | - Lili Zhao
- The Department of Biostatistics, University of Michigan, Ann Arbor (Zhao)
| | - Joel K Greenson
- From the Department of Pathology, University of Michigan Health System, Ann Arbor (Hissong, Greenson, Bachman, Lamps)
| | - Michael Bachman
- From the Department of Pathology, University of Michigan Health System, Ann Arbor (Hissong, Greenson, Bachman, Lamps)
| | - Laura W Lamps
- From the Department of Pathology, University of Michigan Health System, Ann Arbor (Hissong, Greenson, Bachman, Lamps)
| |
Collapse
|
11
|
Korfhage J, Skinner ME, Basu J, Greenson JK, Miller RA, Lombard DB. Canagliflozin increases intestinal adenoma burden in female Apc Min/+ mice. J Gerontol A Biol Sci Med Sci 2021; 77:215-220. [PMID: 34448851 DOI: 10.1093/gerona/glab254] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 07/21/2021] [Indexed: 11/13/2022] Open
Abstract
The diabetes drug canagliflozin extends lifespan in male mice. Since malignant neoplasms are the major cause of death in most mouse strains, this observation suggests that canagliflozin might exert anti-neoplastic effects in male mice. Here, we treated a mouse neoplasia model, the adenoma-prone Apc Min/+ strain, with canagliflozin, to test the effects of this drug on intestinal tumor burden. Surprisingly, canagliflozin increased the total area of intestine involved by adenomas, an effect most marked in the distal intestine and in female mice. Immunohistochemical analysis suggested that canagliflozin may not influence adenoma growth via direct SGLT1/2 inhibition in neoplastic cells. Our results are most consistent with a model where canagliflozin aggravates adenoma development by altering the anatomic distribution of intestinal glucose absorption, as evidenced by increases in postprandial GLP-1 levels driven by delayed glucose absorption. We hypothesize that canagliflozin exacerbates adenomatosis in the Apc Min/+ model via complex, cell-non-autonomous mechanisms, and that sex differences in GLP-1 responses may in part underlie sexually dimorphic effects of this drug on lifespan.
Collapse
Affiliation(s)
- Justin Korfhage
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Mary E Skinner
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Jookta Basu
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Richard A Miller
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA.,Geriatrics Center and Paul F. Glenn Center for Biology of Aging Research, University of Michigan, Ann Arbor, MI, USA
| | - David B Lombard
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA.,Geriatrics Center and Paul F. Glenn Center for Biology of Aging Research, University of Michigan, Ann Arbor, MI, USA.,Rogel Cancer Center, University of Michigan, Ann Arbor MI, USA
| |
Collapse
|
12
|
Gruber SB, Bonner JD, Lindsey SS, Tsai YY, Sanz-Pamplona R, Alonso MH, Melas M, Rennert HS, McDonnell KJ, Idos GE, Walker CP, Kast WM, Da Silva D, Robins HS, Greenson JK, Moreno V, Schmit SL, Rennert G. Abstract 2737: Clinical and epidemiologic predictors of clonal immune responses in colorectal cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2737] [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 quantity and quality of immune responses in colorectal cancers (CRC) are widely variable and have important clinical, therapeutic, and prognostic implications. We studied clinical and epidemiologic factors that might influence T-cell quantity and clonality within colorectal adenocarcinomas to better understand the drivers of diverse immune responses. Incident cases of CRC from the Molecular Epidemiology of Colorectal Cancer Study (MECC) were interviewed, and 6,006 cases had complete epidemiologic data. Archived tumor blocks were retrieved from 3,865 (64.4%) cases, and all were reviewed by a single expert pathologist who quantified TILS/hpf. Sufficient tissue for macrodissection and measurement of TCR abundance and clonality using the immunoSEQ assay (Adaptive Biotechnologies) was available and completed for 2,750 cases. Logistic regression, negative binomial regression and linear regression models were used to evaluate potential associations between clinical and epidemiologic variables for: TILS/hpf, TCR abundance, and T-cell clonality. The stage distribution was representative of cancer incidence in the population, and the MSI-H phenotype was observed in 14.2% of cases. Clinical, pathologic, and epidemiologic variables including aspirin, alcohol, diet, hormone use, physical activity, smoking, and statins were assessed in relation to immune measures. Among other findings, >5 years of statins (p<0.001) and daily aspirin (p=0.037) were each strongly associated with T-cell clonality. Our study suggests that important parameters of the adaptive immune response may be mediated by modifiable factors. Mechanisms regulating immune responses in CRC may have implications for chemoprevention as well as immunotherapy.
Citation Format: Stephen B. Gruber, Joseph D. Bonner, Sidney S. Lindsey, Ya-Yu Tsai, Rebeca Sanz-Pamplona, M. Henar Alonso, Marilena Melas, Hedy S. Rennert, Kevin J. McDonnell, Gregory E. Idos, Christopher P. Walker, W. Martin Kast, Diane Da Silva, Harlan S. Robins, Joel K. Greenson, Victor Moreno, Stephanie L. Schmit, Gad Rennert. Clinical and epidemiologic predictors of clonal immune responses in colorectal cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2737.
Collapse
Affiliation(s)
- Stephen B. Gruber
- 1City of Hope National Medical Center and Beckman Research Institute, Duarte, CA
| | - Joseph D. Bonner
- 1City of Hope National Medical Center and Beckman Research Institute, Duarte, CA
| | - Sidney S. Lindsey
- 1City of Hope National Medical Center and Beckman Research Institute, Duarte, CA
| | - Ya-Yu Tsai
- 2Cleveland Clinic Foundation, Cleveland, OH, Cleveland, OH
| | - Rebeca Sanz-Pamplona
- 3Catalan Institute of Oncology (ICO), Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL) and CIBERESP, L'Hospitalet de Llobregat, Barcelona, Spain
| | - M. Henar Alonso
- 3Catalan Institute of Oncology (ICO), Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL) and CIBERESP, L'Hospitalet de Llobregat, Barcelona, Spain
| | | | - Hedy S. Rennert
- 5Carmel Medical Center and Faculty of Medicine, Technion-Israel Institute of Technology, Clalit National Cancer Control Center, Haifa, Israel
| | - Kevin J. McDonnell
- 1City of Hope National Medical Center and Beckman Research Institute, Duarte, CA
| | - Gregory E. Idos
- 1City of Hope National Medical Center and Beckman Research Institute, Duarte, CA
| | | | - W. Martin Kast
- 6Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Diane Da Silva
- 6Keck School of Medicine, University of Southern California, Los Angeles, CA
| | | | | | - Victor Moreno
- 3Catalan Institute of Oncology (ICO), Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL) and CIBERESP, L'Hospitalet de Llobregat, Barcelona, Spain
| | | | - Gad Rennert
- 5Carmel Medical Center and Faculty of Medicine, Technion-Israel Institute of Technology, Clalit National Cancer Control Center, Haifa, Israel
| |
Collapse
|
13
|
Schmit SL, Tsai YY, Bonner J, Sanz-Pamplona R, Joshi AD, Lindsey SS, Melas M, McDonnell KJ, Idos GE, Walker CP, Kast WM, Da Silva D, Ugai T, Rennert HS, Robins HS, Greenson JK, Ogino S, Moreno V, Rennert G, Gruber SB. Abstract 824: Germline genetic regulation of the adaptive immune response in colorectal cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-824] [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
Adaptive immune responses in the tumor microenvironment of colorectal cancer (CRC) play an important role in prognosis. However, the contributions of germline genetic variations to the strength and diversity of T cell responses in CRC are unclear. We conducted a genome-wide association study to examine the relationships between germline genetic variants and measures of the T cell repertoire in colorectal tumors. Germline DNA samples from 5,581 CRC cases recruited into the Molecular Epidemiology of Colorectal Cancer Study (MECC) were genotyped in batches using four different platforms. Genotype data were imputed to the Haplotype Reference Consortium panel separately by genotyping platform. Tumor DNA samples were extracted from paraffin blocks, and tumor infiltrating lymphocytes per high powered field (TILs/hpf) were quantified by a single gastrointestinal pathologist. TCR abundance and clonality within individual CRCs were measured using the immunoSEQ assay (Adaptive Biotechnologies). Appropriate quality control steps and data transformations were applied to fit downstream statistical modeling assumptions. After standard quality control on both imputed genotypes and transformed immune metrics, 2,876 (TILs/hpf) and 2,395 (TCR abundance and clonality) cases with approximately 9 million imputed genetic variants were included in the discovery phase. Logistic or linear regression models were used to evaluate the associations between allelic dosage of each variant and each immune-related outcome, adjusting for sex, age at diagnosis, genotyping platform, and principal components for global ancestry. Three independent datasets were available to replicate our findings using similar quality control measures and regression models: Colonomics (N=96; TILs/hpf, TCR abundance, clonality), the CRC Genetics Study (N=162; TCR abundance, clonality), and the Harvard Cohorts (N=505; TILs/hpf; in progress). The discovery phase identified 5 independent genetic variants associated with TILs/hpf, 15 associated with TCR abundance, and 19 associated with clonality at p<5X10E-06. Replication analyses as well as expression quantitative trait analyses and in silico functional annotation are underway for the loci of interest. Our study suggests that germline genetic variation is associated with the quantity and quality of adaptive immune responses in CRC.
Citation Format: Stephanie L. Schmit, Ya-Yu Tsai, Joseph Bonner, Rebeca Sanz-Pamplona, Amit D. Joshi, Sidney S. Lindsey, Marilena Melas, Kevin J. McDonnell, Gregory E. Idos, Christopher P. Walker, W. Martin Kast, Diane Da Silva, Tomotaka Ugai, Hedy S. Rennert, Harlan S. Robins, Joel K. Greenson, Shuji Ogino, Victor Moreno, Gad Rennert, Stephen B. Gruber. Germline genetic regulation of the adaptive immune response in colorectal cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 824.
Collapse
Affiliation(s)
| | | | | | | | - Amit D. Joshi
- 4Massachusetts General Hospital and Harvard Medical School; Harvard T.H. Chan School of Public Health, Boston, MA
| | | | | | | | | | | | - W. Martin Kast
- 6University of Southern California; Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Tomotaka Ugai
- 8Brigham and Women's Hospital and Harvard Medical School; Harvard T.H. Chan School of Public Health, Boston, MA
| | - Hedy S. Rennert
- 9Clalit Health Services National Cancer Control Center, Haifa, Israel
| | | | | | - Shuji Ogino
- 12Brigham and Women's Hospital and Harvard Medical School; Harvard T.H. Chan School of Public Health; Dana-Farber Cancer Institute, Boston, MA
| | | | - Gad Rennert
- 9Clalit Health Services National Cancer Control Center, Haifa, Israel
| | | |
Collapse
|
14
|
Bonner J, Schmit SL, Lindsey SS, Tsai YY, Sanz-Pamplona R, Alonso MH, Melas M, Rennert HS, McDonnell KJ, Idos G, Walker CP, Kast WM, Da Silva D, Robins HS, Greenson JK, Moreno V, Rennert G, Gruber SB. Abstract 835: T-cell abundance, clonality and disease specific survival in colorectal cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-835] [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
Immune responses to colorectal cancer (CRC) are important prognostic factors as measured by either tumor infiltrating lymphocytes per high powered field or the presence of Crohn's like lymphoid reaction. New technologies to quantify specific features of immune responses include immunoSeq (Adaptive Biotechnologies), which accurately quantifies T-cell receptor (TCR) abundance and T-cell receptor clonality. Here we measured the independent contributions of TCR abundance and TCR clonality to 5-year CRC-specific survival in the Molecular Epidemiology of Colorectal Cancer (MECC) study. The MECC study consented, interviewed, and followed 6,006 incident cases of CRC diagnosed between March 31, 1998 and July 1, 2017 (median follow-up time = 6.9 years). Archived paraffin blocks were retrieved, and 2,750 cases had sufficient tissue and adequate DNA extraction to perform the immunoSeq assay. Analyses were restricted to 1,625 samples with more than 100 T-cells to permit accurate quantification of TCR abundance and TCR clonality as measured by Simpson Clonality Index. TCR abundance was log2 transformed for analyses, and Simpson Clonality Index was log2-transformed and z-scale normalized separately by assay version. In unadjusted models, dichotomized log2 transformed TCR abundance (Hazard Ratio (HR) = 0.57, 95% confidence interval (CI) 0.47-0.71, p=9.77E-08) and dichotomized TCR clonality (HR = 0.77, 95% CI 0.63-0.94, p=0.01) were each statistically significantly associated with 5-year CRC-specific survival. In a model with adjustment for age, sex, microsatellite instability, stage and assay version, both dichotomized log2 transformed TCR abundance (HR = 0.61, 95% CI, 0.49-0.75, p=3.03E-06), and dichotomized TCR clonality (HR = 0.81, 95% CI, 0.66-0.99, p=0.048) were associated with improved 5-year disease-specific survival.
Conclusion: TCR abundance and TCR clonality are independent prognostic indicators in CRC.
Citation Format: Joseph Bonner, Sephanie L. Schmit, Sidney S. Lindsey, Ya-Yu Tsai, Rebeca Sanz-Pamplona, M. Henar Alonso, Marilena Melas, Hedy S. Rennert, Kevin J. McDonnell, Gregory Idos, Christopher P. Walker, W. Martin Kast, Diane Da Silva, Harlan S. Robins, Joel K. Greenson, Victor Moreno, Gad Rennert, Stephen B. Gruber. T-cell abundance, clonality and disease specific survival in colorectal cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 835.
Collapse
Affiliation(s)
| | | | | | - Ya-Yu Tsai
- 2Cleveland Clinic Foundation, Cleveland, OH
| | | | | | | | | | | | | | | | | | | | | | | | | | - Gad Rennert
- 5Technion-Israel Institute of Technology, Haifa, Israel
| | | |
Collapse
|
15
|
Devenport SN, Singhal R, Radyk MD, Taranto JG, Kerk SA, Chen B, Goyert JW, Jain C, Das NK, Oravecz-Wilson K, Zhang L, Greenson JK, Chen YE, Soleimanpour SA, Reddy P, Lyssiotis CA, Shah YM. Colorectal cancer cells utilize autophagy to maintain mitochondrial metabolism for cell proliferation under nutrient stress. JCI Insight 2021; 6:e138835. [PMID: 34138755 PMCID: PMC8328084 DOI: 10.1172/jci.insight.138835] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [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: 04/06/2020] [Accepted: 06/16/2021] [Indexed: 12/19/2022] Open
Abstract
Cancer cells reprogram cellular metabolism to maintain adequate nutrient pools to sustain proliferation. Moreover, autophagy is a regulated mechanism to break down dysfunctional cellular components and recycle cellular nutrients. However, the requirement for autophagy and the integration in cancer cell metabolism is not clear in colon cancer. Here, we show a cell-autonomous dependency of autophagy for cell growth in colorectal cancer. Loss of epithelial autophagy inhibits tumor growth in both sporadic and colitis-associated cancer models. Genetic and pharmacological inhibition of autophagy inhibits cell growth in colon cancer–derived cell lines and patient-derived enteroid models. Importantly, normal colon epithelium and patient-derived normal enteroid growth were not decreased following autophagy inhibition. To couple the role of autophagy to cellular metabolism, a cell culture screen in conjunction with metabolomic analysis was performed. We identified a critical role of autophagy to maintain mitochondrial metabolites for growth. Loss of mitochondrial recycling through inhibition of mitophagy hinders colon cancer cell growth. These findings have revealed a cell-autonomous role of autophagy that plays a critical role in regulating nutrient pools in vivo and in cell models, and it provides therapeutic targets for colon cancer.
Collapse
Affiliation(s)
- Samantha N Devenport
- Cellular and Molecular Biology.,Departments of Molecular & Integrative Physiology
| | | | | | | | | | - Brandon Chen
- Cellular and Molecular Biology.,Departments of Molecular & Integrative Physiology
| | | | - Chesta Jain
- Departments of Molecular & Integrative Physiology
| | - Nupur K Das
- Departments of Molecular & Integrative Physiology
| | | | - Li Zhang
- Departments of Molecular & Integrative Physiology
| | | | | | | | - Pavan Reddy
- Hematology & Oncology.,Rogel Cancer Center, and
| | - Costas A Lyssiotis
- Departments of Molecular & Integrative Physiology.,Rogel Cancer Center, and.,Internal Medicine, Division of Gastroenterology, University of Michigan Medical School, Ann Arbor Michigan, USA
| | - Yatrik M Shah
- Cellular and Molecular Biology.,Departments of Molecular & Integrative Physiology.,Rogel Cancer Center, and.,Internal Medicine, Division of Gastroenterology, University of Michigan Medical School, Ann Arbor Michigan, USA
| |
Collapse
|
16
|
Mahdi Z, Ettel MG, Gonzalez RS, Hart J, Alpert L, Fang J, Liu N, Hammer ST, Panarelli N, Cheng J, Greenson JK, Swanson PE, Westerhoff M. Metastases can occur in cirrhotic livers with patent portal veins. Diagn Pathol 2021; 16:18. [PMID: 33639984 PMCID: PMC7913426 DOI: 10.1186/s13000-021-01076-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 12/09/2020] [Accepted: 02/10/2021] [Indexed: 11/25/2022] Open
Abstract
Objectives Metastases are common in non-cirrhotic livers but are considered unlikely in the setting of cirrhosis. However, the degree of fibrosis in cirrhosis may vary; thus metastases may still access the liver vasculature and present as a mass in cirrhotic livers. This possibility may affect pathologists’ diagnostic algorithms when faced with a liver mass biopsy. Methods We hypothesized that metastases can occur in cirrhotic livers if fibrous remodeling is not severe or abnormal veno-arterial shunting exists to override an obstructed portal system. We searched departmental archives for cirrhotic livers with masses, categorizing fibrosis by Laennec staging: 4A = mild cirrhosis, 4B = moderate, 4 C = severe. Results Of 1453 cirrhotic livers with masses, 1429 were primary tumors and 24 were metastases (1.7 %). Of livers with metastases, most had 4A or 4B cirrhosis by Laennec staging (n = 17; 71 %). Eleven patients were evaluated by ultrasound Doppler; 2 of 5 with Laennec 4 C had reversal of portal vein flow, but all 4A & 4B patients had patent portal veins without reversed flow. Echocardiograms (13 patients) showed no ventricular or atrial septal defects or arteriovenous shunts. Conclusions Metastases are uncommon in cirrhotic livers, accounting for 1.7 % of masses. Most involved livers had mild or moderate cirrhosis (Laennec 4A/4B) and patent portal veins; however, as some Laennec 4 C cases also contained metastases, obstructed portal access may not be enough to deter metastatic access.
Collapse
Affiliation(s)
- Zaid Mahdi
- Department of Pathology, Emory University School of Medicine, Atlanta, GA, USA
| | - Mark G Ettel
- Department of Pathology, University of Rochester Medical Center, Rochester, NY, USA
| | - Raul S Gonzalez
- Department of Pathology, Beth Israel Deaconness Medical Center, Boston, MA, USA
| | - John Hart
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Lindsay Alpert
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Jiayun Fang
- Department of Pathology, University of Michigan, Faculty Suite Rm. 36-1221-65 2800 Plymouth Rd, Building 35, 48109, Ann Arbor, MI, USA
| | - Natalia Liu
- Department of Pathology, University of Michigan, Faculty Suite Rm. 36-1221-65 2800 Plymouth Rd, Building 35, 48109, Ann Arbor, MI, USA
| | - Suntrea T Hammer
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nicole Panarelli
- Department of Pathology, Montefiore Medical Center, Bronx, NY, USA
| | - Jerome Cheng
- Department of Pathology, University of Michigan, Faculty Suite Rm. 36-1221-65 2800 Plymouth Rd, Building 35, 48109, Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Faculty Suite Rm. 36-1221-65 2800 Plymouth Rd, Building 35, 48109, Ann Arbor, MI, USA
| | - Paul E Swanson
- Department of Pathology, University of Washington, Seattle, WA, USA
| | - Maria Westerhoff
- Department of Pathology, University of Michigan, Faculty Suite Rm. 36-1221-65 2800 Plymouth Rd, Building 35, 48109, Ann Arbor, MI, USA.
| |
Collapse
|
17
|
Ding L, Li Q, Chakrabarti J, Munoz A, Faure-Kumar E, Ocadiz-Ruiz R, Razumilava N, Zhang G, Hayes MH, Sontz RA, Mendoza ZE, Mahurkar S, Greenson JK, Perez-Perez G, Hanh NTH, Zavros Y, Samuelson LC, Iliopoulos D, Merchant JL. MiR130b from Schlafen4 + MDSCs stimulates epithelial proliferation and correlates with preneoplastic changes prior to gastric cancer. Gut 2020; 69:1750-1761. [PMID: 31980446 PMCID: PMC7377952 DOI: 10.1136/gutjnl-2019-318817] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Revised: 12/26/2019] [Accepted: 01/09/2020] [Indexed: 12/26/2022]
Abstract
UNLABELLED The myeloid differentiation factor Schlafen4 (Slfn4) marks a subset of myeloid-derived suppressor cells (MDSCs) in the stomach during Helicobacter-induced spasmolytic polypeptide-expressing metaplasia (SPEM). OBJECTIVE To identify the gene products expressed by Slfn4+-MDSCs and to determine how they promote SPEM. DESIGN We performed transcriptome analyses for both coding genes (mRNA by RNA-Seq) and non-coding genes (microRNAs using NanoString nCounter) using flow-sorted SLFN4+ and SLFN4- cells from Helicobacter-infected mice exhibiting metaplasia at 6 months postinfection. Thioglycollate-elicited myeloid cells from the peritoneum were cultured and treated with IFNα to induce the T cell suppressor phenotype, expression of MIR130b and SLFN4. MIR130b expression in human gastric tissue including gastric cancer and patient sera was determined by qPCR and in situ hybridisation. Knockdown of MiR130b in vivo in Helicobacter-infected mice was performed using Invivofectamine. Organoids from primary gastric cancers were used to generate xenografts. ChIP assay and Western blots were performed to demonstrate NFκb p65 activation by MIR130b. RESULTS MicroRNA analysis identified an increase in MiR130b in gastric SLFN4+ cells. Moreover, MIR130b colocalised with SLFN12L, a human homologue of SLFN4, in gastric cancers. MiR130b was required for the T-cell suppressor phenotype exhibited by the SLFN4+ cells and promoted Helicobacter-induced metaplasia. Treating gastric organoids with the MIR130b mimic induced epithelial cell proliferation and promoted xenograft tumour growth. CONCLUSION Taken together, MiR130b plays an essential role in MDSC function and supports metaplastic transformation.
Collapse
Affiliation(s)
- Lin Ding
- Internal Medicine-Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA,Medicine, University of Arizona, Tucson, Arizona, USA
| | - Qian Li
- Department of Gastroenterology, Xiangya Hospital Central South University, Changsha, Hunan, China
| | - Jayati Chakrabarti
- Pharmacology and Systems Physiology, University of Cincinnati, Cincinnati, Ohio, USA
| | - Andres Munoz
- Medicine, University of Arizona, Tucson, Arizona, USA
| | | | - Ramon Ocadiz-Ruiz
- Internal Medicine-Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Nataliya Razumilava
- Internal Medicine-Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Guiying Zhang
- Department of Gastroenterology, Xiangya Hospital Central South University, Changsha, Hunan, China
| | - Michael H Hayes
- Internal Medicine-Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Ricky A Sontz
- Medicine, University of Arizona, Tucson, Arizona, USA
| | | | - Swapna Mahurkar
- Medicine-Digestive Diseases, UCLA, Los Angeles, California, USA
| | | | | | | | - Yana Zavros
- Pharmacology and Systems Physiology, University of Cincinnati, Cincinnati, Ohio, USA
| | - Linda C Samuelson
- Molecular and Integrative Physiology, University of Michigan, Ann Arbor, Michigan, USA
| | | | - Juanita L Merchant
- Internal Medicine-Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA .,Medicine, University of Arizona, Tucson, Arizona, USA.,Molecular and Integrative Physiology, University of Michigan, Ann Arbor, Michigan, USA
| |
Collapse
|
18
|
Sanz-Pamplona R, Melas M, Maoz A, Schmit SL, Rennert H, Lejbkowicz F, Greenson JK, Sanjuan X, Lopez-Zambrano M, Alonso MH, Qu C, McDonnell KJ, Idos GE, Vignali M, Emerson R, Fields P, Guinó E, Santos C, Salazar R, Robins HS, Rennert G, Gruber SB, Moreno V. Lymphocytic infiltration in stage II microsatellite stable colorectal tumors: A retrospective prognosis biomarker analysis. PLoS Med 2020; 17:e1003292. [PMID: 32970670 PMCID: PMC7514069 DOI: 10.1371/journal.pmed.1003292] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Accepted: 08/14/2020] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Identifying stage II patients with colorectal cancer (CRC) at higher risk of progression is a clinical priority in order to optimize the advantages of adjuvant chemotherapy while avoiding unnecessary toxicity. Recently, the intensity and the quality of the host immune response in the tumor microenvironment have been reported to have an important role in tumorigenesis and an inverse association with tumor progression. This association is well established in microsatellite instable CRC. In this work, we aim to assess the usefulness of measures of T-cell infiltration as prognostic biomarkers in 640 stage II, CRC tumors, 582 of them confirmed microsatellite stable. METHODS AND FINDINGS We measured both the quantity and clonality index of T cells by means of T-cell receptor (TCR) immunosequencing in a discovery dataset (95 patients with colon cancer diagnosed at stage II and microsatellite stable, median age 67, 30% women) and replicated the results in 3 additional series of stage II patients from 2 countries. Series 1 and 2 were recruited in Barcelona, Spain and included 112 fresh frozen (FF, median age 69, 44% women) and 163 formalin-fixed paraffin-embedded (FFPE, median age 67, 39% women) samples, respectively. Series 3 included 270 FFPE samples from patients recruited in Haifa, Northern Israel, as part of a large case-control study of CRC (median age 73, 46% women). Median follow-up time was 81.1 months. Cox regression models were fitted to evaluate the prognostic value of T-cell abundance and Simpson clonality of TCR variants adjusting by sex, age, tumor location, and stage (IIA and IIB). In the discovery dataset, higher TCR abundance was associated with better prognosis (hazard ratio [HR] for ≥Q1 = 0.25, 95% CI 0.10-0.63, P = 0.003). A functional analysis of gene expression on these tumors revealed enrichment in pathways related to immune response. Higher values of clonality index (lower diversity) were not associated with worse disease-free survival, though the HR for ≥Q3 was 2.32 (95% CI 0.90-5.97, P = 0.08). These results were replicated in an independent FF dataset (TCR abundance: HR = 0.30, 95% CI 0.12-0.72, P = 0.007; clonality: HR = 3.32, 95% CI 1.38-7.94, P = 0.007). Also, the association with prognosis was tested in 2 independent FFPE datasets. The same association was observed with TCR abundance (HR = 0.41, 95% CI 0.18-0.93, P = 0.03 and HR = 0.56, 95% CI 0.31-1, P = 0.042, respectively, for each FFPE dataset). However, the clonality index was associated with prognosis only in the FFPE dataset from Israel (HR = 2.45, 95% CI 1.39-4.32, P = 0.002). Finally, a combined analysis combining all microsatellite stable (MSS) samples demonstrated a clear prognosis value both for TCR abundance (HR = 0.39, 95% CI 0.26-0.57, P = 1.3e-06) and the clonality index (HR = 2.13, 95% CI 1.44-3.15, P = 0.0002). These associations were also observed when variables were considered continuous in the models (HR per log2 of TCR abundance = 0.85, 95% CI 0.78-0.93, P = 0.0002; HR per log2 or clonality index = 1.16, 95% CI 1.03-1.31, P = 0.016). LIMITATIONS This is a retrospective study, and samples had been preserved with different methods. Validation series lack complete information about microsatellite instability (MSI) status and pathology assessment. The Molecular Epidemiology of Colorectal Cancer (MECC) study had information about overall survival instead of progression-free survival. CONCLUSION Results from this study demonstrate that tumor lymphocytes, assessed by TCR repertoire quantification based on a sequencing method, are an independent prognostic factor in microsatellite stable stage II CRC.
Collapse
Affiliation(s)
- Rebeca Sanz-Pamplona
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Spain
| | - Marilena Melas
- Nationwide Children’s Hospital, Columbus, Ohio, United States of America
| | - Asaf Maoz
- Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Stephanie L. Schmit
- H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America
| | - Hedy Rennert
- Carmel Medical Center, and Technion, Haifa, Israel
| | | | - Joel K. Greenson
- University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Xavier Sanjuan
- University Hospital Bellvitge (HUB-IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Maria Lopez-Zambrano
- University Hospital Bellvitge (HUB-IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - M. Henar Alonso
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
| | - Chenxu Qu
- City of Hope National Medical Center, Duarte, California, United States of America
| | - Kevin J. McDonnell
- City of Hope National Medical Center, Duarte, California, United States of America
| | - Gregory E. Idos
- City of Hope National Medical Center, Duarte, California, United States of America
| | - Marissa Vignali
- Adaptive Biotechnologies, Seattle, Washington, United States of America
| | - Ryan Emerson
- Adaptive Biotechnologies, Seattle, Washington, United States of America
| | - Paul Fields
- Adaptive Biotechnologies, Seattle, Washington, United States of America
| | - Elisabet Guinó
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Spain
| | - Cristina Santos
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Oncology (CIBERONC), Spain
| | - Ramon Salazar
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Oncology (CIBERONC), Spain
| | - Harlan S. Robins
- Adaptive Biotechnologies, Seattle, Washington, United States of America
- Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
- * E-mail: (VM); (SBG); (GR); (HSR)
| | - Gad Rennert
- Carmel Medical Center, and Technion, Haifa, Israel
- * E-mail: (VM); (SBG); (GR); (HSR)
| | - Stephen B. Gruber
- City of Hope National Medical Center, Duarte, California, United States of America
- * E-mail: (VM); (SBG); (GR); (HSR)
| | - Victor Moreno
- Catalan Institute of Oncology (ICO), Hospitalet de Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
- * E-mail: (VM); (SBG); (GR); (HSR)
| |
Collapse
|
19
|
Alpert L, Al-Sabti R, Graham RP, Pai RK, Gonzalez RS, Zhang X, Smith V, Wang HL, Westbrook L, Goldblum JR, Bakhshwin A, Shetty S, Klimstra DS, Shia J, Askan G, Robert ME, Thomas C, Frankel WL, Alsomali M, Hagen C, Mostafa ME, Feely MM, Assarzadegan N, Misdraji J, Shih AR, Agostini-Vulaj D, Meis JM, Tang S, Chatterjee D, Kang LI, Hart J, Lee SM, Smith T, Yantiss RK, Hissong EM, Gao ZH, Wu J, Resnick MB, Wu EY, Pai RK, Zhao L, Doyle LA, Chopra S, Panarelli NC, Hu S, Longacre TA, Raghavan SS, Lauwers GY, Ghayouri M, Cooper HS, Nagarathinam R, Bellizzi AM, Kakar S, Hosseini M, Rong J, Greenson JK, Lamps LW, Dong Z, Bronner MP. Smooth muscle tumors of the gastrointestinal tract: an analysis of prognostic features in 407 cases. Mod Pathol 2020; 33:1410-1419. [PMID: 32051556 PMCID: PMC8405135 DOI: 10.1038/s41379-020-0492-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Revised: 01/15/2020] [Accepted: 01/27/2020] [Indexed: 02/07/2023]
Abstract
Smooth muscle tumors represent the second most common mural mesenchymal neoplasm in the gastrointestinal tract, but established criteria for prognostic assessment of these tumors are lacking. A large cohort of surgically resected intramural gastrointestinal smooth muscle tumors from 31 institutions was analyzed to identify potential prognostic features. Pathologic features were assessed by expert gastrointestinal and/or soft tissue pathologists at each center. Immunohistochemical confirmation was required. A total of 407 cases from the esophagus (n = 97, 24%), stomach (n = 180, 44%), small bowel (n = 74, 18%), and colorectum (n = 56, 14%) were identified. Patients ranged in age from 19 to 92 years (mean 55 years), with a slight female predominance (57%). Mean tumor size was 5.4 cm, with the largest tumor measuring 29 cm. Disease progression following surgery, defined as local recurrence, metastasis, or disease-related death, occurred in 56 patients (14%). Colorectal tumors were most likely to progress, followed by small bowel and gastric tumors. None of the esophageal tumors in this series progressed. Receiver operator characteristic analysis identified optimal cutoffs of 9.8 cm and 3 mitoses/5 mm2 for discriminating between progressive and non-progressive tumors. Histologic features strongly associated with progression by univariate analysis included moderate-to-severe atypia, high cellularity, abnormal differentiation (defined as differentiation not closely resembling that of normal smooth muscle), tumor necrosis, mucosal ulceration, lamina propria involvement, and serosal involvement (P < 0.0001 for all features). Age, sex, and margin status were not significantly associated with progression (P = 0.23, 0.82, and 0.07, respectively). A risk assessment table was created based on tumor site, size, and mitotic count, and Kaplan-Meier plots of progression-free survival for each subgroup revealed progression-based tiers. Based on our findings, it appears that nonesophageal gastrointestinal smooth muscle tumors measuring >10 cm and/or showing ≥3 mitoses/5 mm2 may behave aggressively, and therefore close clinical follow-up is recommended in these cases.
Collapse
Affiliation(s)
| | | | | | - Rish K. Pai
- Mayo Clinic, Rochester, MN and Scottsdale, AZ, USA
| | | | | | | | - Hanlin L. Wang
- UCLA David Geffen School of Medicine, Los Angeles, CA, USA
| | | | | | | | | | | | - Jinru Shia
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gokce Askan
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | | | - Wendy L. Frankel
- The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | | | | | | | | | | | | | | | | | - Jeanne M. Meis
- The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sherry Tang
- The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Liang-I Kang
- Washington University School of Medicine, St. Louis, MO, USA
| | - John Hart
- University of Chicago, Chicago, IL, USA
| | | | - Theresa Smith
- Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | | | | | - Zu-hua Gao
- McGill University, Montreal, Quebec, Canada
| | - JingBo Wu
- McGill University, Montreal, Quebec, Canada
| | - Murray B. Resnick
- Lifespan/The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Elizabeth Yiru Wu
- Lifespan/The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Reet K. Pai
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Lei Zhao
- Brigham and Women’s Hospital, Boston, MA, USA
| | | | - Shefali Chopra
- Keck Medical Center, University of Southern California, Los Angeles, CA, USA
| | | | - Shaomin Hu
- Montefiore Medical Center, Bronx, NY, USA
| | | | | | | | | | | | | | | | - Sanjay Kakar
- University of California, San Francisco, San Francisco, CA, USA
| | | | - Juan Rong
- University of California, San Diego, La Jolla, CA, USA
| | | | | | | | | |
Collapse
|
20
|
Gruber SB, Bonner JD, Lejbkowicz F, Schmit S, Rennert H, Greenson JK, Pinchev M, Melas M, Moreno V, Tomsho LP, Capella G, Braun D, Smith SA, McDonnell K, Idos G, Rennert G. Cancer risk and overall survival in APC I1307K carriers. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.1592] [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: 11/20/2022] Open
Abstract
1592 Background: The germline variant APC I1307K is one of the most commonly identified pathogenic variants on germline genetic testing panels. The purpose of the Molecular Epidemiology of Colorectal Cancer study was to quantify the risk of colorectal cancer among carriers, characterize the clinical, pathologic, and molecular features of colorectal cancers arising in patients with APC I1307K, and to describe the overall and disease-specific survival of carriers with colorectal cancer. Here, the final results of the Molecular Epidemiology of Colorectal Cancer Study are reported with respect to APC I1307K. Methods: We consented 6,006 incident, pathologically confirmed cases of colorectal adenocarcinoma and 5,023 age, sex, and ethnicity matched controls without colorectal cancer between March 31, 1998 and July 1, 2017 within a geographically defined area of Northern Israel. Comprehensive, in-person epidemiologic interviews were conducted for cases and controls, with uniform histopathologic review, detailed molecular analysis, medical record review and clinical follow-up for up to 21 years. Results: The demographic and clinical features of incident colorectal cancer cases matched the population distribution of colorectal cancer in Israel. APC I1307K was identified in 429 (7.1%) of cases and 201 (4.0%) of controls. The estimated relative risk of colorectal cancer among carriers was 1.89 (95% confidence interval, 1.59 - 2.24), p < 0.0001. The prevalence and odds ratios differed by ethnic group. Homozygous carriers were at especially high risk, with an odds ratio of 3.90 (95% confidence interval 1.11–13.71). APC I1307K carriers were significantly less likely to have microsatellite instable tumors (p = 0.04). Overall survival of APC I1307K carriers was not significantly different than survival of non-carriers, after adjustment for age, stage, sex, ethnicity, and microsatellite instability. Conclusions: APC I1307K is an actionable germline mutation that confers meaningful lifetime risk of colorectal cancer in heterozygous and homozygous carriers. APC I1307K is not an independent prognostic factor for overall survival or disease specific survival and is not associated with the MSI phenotype. Cumulative lifetime risk estimates inform genetic counseling and provide data for policies regarding the timing and frequency of screening and other preventive strategies.
Collapse
Affiliation(s)
| | | | | | | | | | | | - Mila Pinchev
- CHS National Israeli Cancer Control Center, Haifa, Israel
| | - Marilena Melas
- The Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH
| | - Victor Moreno
- IDIBELL, Catalan Institute of Oncology, Barcelona, Spain
| | | | - Gabriel Capella
- Programa de Càncer Hereditari–Institut Català d’Oncologia, Barcelona, Spain
| | | | | | | | - Gregory Idos
- City of Hope National Medical Center, Duarte, CA
| | - Gad Rennert
- CHS National Israeli Cancer Control Center, Haifa, Israel
| |
Collapse
|
21
|
Yantiss RK, Greenson JK, Spechler S. American registry of pathology expert opinions: Evaluating patients with eosinophilic esophagitis: Practice points for endoscopists and pathologists. Ann Diagn Pathol 2019; 43:151418. [PMID: 31731033 DOI: 10.1016/j.anndiagpath.2019.151418] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Rhonda K Yantiss
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, United States of America.
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States of America
| | - Stuart Spechler
- Center for Esophageal Diseases, Baylor University Medical Center, the Center for Esophageal Research, Baylor Scott & White Research Institute, Dallas, TX, United States of America
| |
Collapse
|
22
|
Maoz A, Dennis M, Greenson JK. The Crohn's-Like Lymphoid Reaction to Colorectal Cancer-Tertiary Lymphoid Structures With Immunologic and Potentially Therapeutic Relevance in Colorectal Cancer. Front Immunol 2019; 10:1884. [PMID: 31507584 PMCID: PMC6714555 DOI: 10.3389/fimmu.2019.01884] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [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: 06/01/2019] [Accepted: 07/25/2019] [Indexed: 12/17/2022] Open
Abstract
The Crohn's-like lymphoid reaction (CLR) to colorectal cancer (CRC), a CRC-specific ectopic lymphoid reaction, is thought to play an important role in the host response to CRC. CLR is characterized by peritumoral lymphocytic aggregates that are found at the advancing edge of the tumor. Spatial and molecular characterization of CLR within the tumor microenvironment (TME) have uncovered a spectrum of peritumoral lymphoid aggregates with varying levels of organization and maturation. In early stages of CLR development, CD4+ T-cells cluster predominantly with mature antigen presenting dendritic cells. As CLR matures, increasing numbers of B-cells, as well as follicular dendritic cells are recruited to create lymphoid follicles. When highly organized, CLR resembles functional tertiary lymphoid structures (TLS), allowing for lymphocyte recruitment to the TME and promoting a tumor-specific adaptive immune response. CLR has been consistently associated with favorable prognostic factors and improved survival among CRC patients, often providing more prognostic information than current clinical staging systems. However, consensus is lacking regarding CLR scoring and it is not clinically assessed or reported. Differences between CLR and other cancer-associated lymphoid structures exist both in primary and metastatic disease, underscoring the need to characterize organ-specific TLS. Further research is needed to explore the role of CLR in predicting response to immunotherapy and to leverage CLR to promote immunotherapeutic strategies in CRC.
Collapse
Affiliation(s)
- Asaf Maoz
- Boston University School of Medicine and Boston Medical Center, Boston, MA, United States
| | - Michael Dennis
- Boston University School of Medicine and Boston Medical Center, Boston, MA, United States
| | - Joel K Greenson
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, United States
| |
Collapse
|
23
|
Melas M, Lazaris C, Schmit SL, Maoz A, Pamplona RS, Qu C, Greenson JK, Kuick R, Lejbkowicz F, Rennert HS, Walker CP, Bowen CM, Silva DMD, Kast WM, Idos GE, McDonnell KJ, Moreno V, Rennert G, Gruber SB. Abstract 2332: Tumor infiltrating lymphocytes, immunoSeq, and CMS classification in the molecular epidemiology of colorectal cancer study. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2332] [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: Tumor infiltrating lymphocytes (TILs) are prognostic and predictive biomarkers in colorectal cancer and are associated with improved prognosis and response to immunotherapy. While TILs are routinely assessed by pathologists, a standardized technique (immunoSEQ, Adaptive Biotechnologies) that leverages targeted next-generation sequencing can also be used to quantify and characterize the T-cell receptor (TCR) repertoire of individual colorectal cancers. In a large, population-based study of incident colorectal cancer, the host immune responses were measured by an expert pathologist and ImmunoSEQ to understand the relationships between TILs, TCRs/cell and specific subgroups of colorectal cancer. Methods: Incident cases of adenocarcinoma of the colon or rectum from the Molecular Epidemiology of Colorectal Cancer (MECC) study included 1,000 cancers that were uniformly evaluated for TILs and other histopathologic features by one pathologist. FFPE-derived DNA from microdissected tumor tissue was extracted and sequenced using ImmunoSEQ analysis for the same 1,000 individuals. A resulting quantitative metric from this assay includes TCRs/cell, a measure of rearranged T cell quantity relative to all nucleated cells in a tumor sample. Gene expression in snap-frozen tissue available from 342/1,000 MECC colorectal cancers was measured with Affymetrix Human Genome U133 Arrays (U133A and U133 Plus2.0) as previously described. CMS classification was performed using the R package 3.5.1, CMS classifier, randomForest 4.6-14. Multivariate analysis assessed CMS by age, gender, TILs/HPF, TCRs/cell, MSI status, BRAF and KRAS mutational status. Results: TILs/HPF and TCRs/cell were significantly correlated among all 1000 cases (r=0.5, p<0.001). Among the 342 cases with available expression profiles, CMS1 constituted 12.0% of all CRC, with CMS2 (41.8%), CMS3 (8.5%), and CMS4 (13.7%) and unclassified (24%) representing the remaining distribution. There were statistically significant differences in the molecular and histopathologic features of colorectal cancers by CMS subgroups. MSI-H tumors were most frequently observed within CMS1 cancers (56.6% of CMS1 were MSI-H), with lower representation among CMS2 (1.5%), CMS3 (10%), CMS4 (3.5%), and unclassified CRC (9.5%) (p<0.0001). In addition, BRAF positive tumors were more frequently observed within the CMS1 group (12.2%, p =0.0065) and KRAS positive tumors within the CMS3 group (31%, p<0.0001). Consistent with prior reports, TILs/HPF were significantly higher in the CMS1 group (mean=7.7, p<0.0001). Similar statistically significant trends were observed across classes for TCRs/cell (mean=0.16, p=0.04). Conclusions: Subtypes of CRC have distinct histopathologic and molecular features that can be distinguished by expression profiles and immunoSEQ.
Citation Format: Marilena Melas, Charalampos Lazaris, Stephanie L. Schmit, Asaf Maoz, Rebeca Sanz Pamplona, Chenxu Qu, Joel K. Greenson, Rork Kuick, Flavio Lejbkowicz, Hedy S. Rennert, Christopher P. Walker, Chase M. Bowen, Diane M. Da Silva, W. Martin Kast, Gregory E. Idos, Kevin J. McDonnell, Victor Moreno, Gad Rennert, Stephen B. Gruber. Tumor infiltrating lymphocytes, immunoSeq, and CMS classification in the molecular epidemiology of colorectal cancer study [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2332.
Collapse
Affiliation(s)
- Marilena Melas
- 1USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | | | - Asaf Maoz
- 3Boston University School of Medicine, Boston, MA
| | | | - Chenxu Qu
- 1USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | | | | | | | | | - Chase M. Bowen
- 1USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - W. Martin Kast
- 1USC Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | | | | | - Gad Rennert
- 6Carmel Medical Center and Technion, Haifa, Israel
| | | |
Collapse
|
24
|
Triner D, Devenport SN, Ramakrishnan SK, Ma X, Frieler RA, Greenson JK, Inohara N, Nunez G, Colacino JA, Mortensen RM, Shah YM. Neutrophils Restrict Tumor-Associated Microbiota to Reduce Growth and Invasion of Colon Tumors in Mice. Gastroenterology 2019; 156:1467-1482. [PMID: 30550822 PMCID: PMC6441634 DOI: 10.1053/j.gastro.2018.12.003] [Citation(s) in RCA: 81] [Impact Index Per Article: 16.2] [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: 05/16/2018] [Revised: 11/26/2018] [Accepted: 12/05/2018] [Indexed: 12/16/2022]
Abstract
BACKGROUND & AIMS Neutrophils are among the most prevalent immune cells in the microenvironment of colon tumors; they are believed to promote growth of colon tumors, and their numbers correlate with outcomes of patients with colon cancer. Trials of inhibitors of neutrophil trafficking are underway in patients with cancer, but it is not clear how neutrophils contribute to colon tumorigenesis. METHODS Colitis-associated colon cancer was induced in mice with conditional deletion of neutrophils (LysMCre;Mcl1fl/fl) and wild-type littermates (LysMCre;Mcl1wt/wt, control mice) by administration of azoxythmethane and/or dextran sulfate sodium. Sporadic colon tumorigenesis was assessed in neutrophil-deficient and neutrophil-replete mice with conditional deletion of colon epithelial Apc (Cdx2-CreERT2;Apcfl/fl). Primary colon tumor tissues from these mice were assessed by histology, RNA sequencing, quantitative polymerase chain reaction, and fluorescence in situ hybridization analyses. Fecal and tumor-associated microbiota were assessed by 16s ribosomal RNA sequencing. RESULTS In mice with inflammation-induced and sporadic colon tumors, depletion of neutrophils increased the growth, proliferation, and invasiveness of the tumors. RNA sequencing analysis identified genes that regulate antimicrobial and inflammatory processes that were dysregulated in neutrophil-deficient colon tumors compared with colon tumors from control mice. Neutrophil depletion correlated with increased numbers of bacteria in tumors and proliferation of tumor cells, tumor-cell DNA damage, and an inflammatory response mediated by interleukin 17 (IL17). The 16s ribosomal RNA sequencing identified significant differences in the composition of the microbiota between colon tumors from neutrophil-deficient vs control mice. Administration of antibiotics or a neutralizing antibody against IL17 to neutrophil-deficient mice resulted in development of less-invasive tumors compared with mice given vehicle. We found bacteria in tumors to induce production of IL17, which promotes influx of intratumor B cells that promote tumor growth and progression. CONCLUSIONS In comparisons of mice with vs without neutrophils, we found neutrophils to slow colon tumor growth and progression by restricting numbers of bacteria and tumor-associated inflammatory responses.
Collapse
Affiliation(s)
- Daniel Triner
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI
| | - Samantha N. Devenport
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI
| | | | - Xiaoya Ma
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI
| | - Ryan A. Frieler
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI
| | - Joel K. Greenson
- Department of Pathology, University of Michigan Medical School, Ann Arbor MI
| | - Naohiro Inohara
- Department of Pathology, University of Michigan Medical School, Ann Arbor MI
| | - Gabriel Nunez
- Department of Pathology, University of Michigan Medical School, Ann Arbor MI,Rogel Cancer Center, University of Michigan Medical School, Ann Arbor MI
| | - Justin A. Colacino
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor MI,Department of Nutritional Sciences, University of Michigan School of Public Health, Ann Arbor MI
| | - Richard M. Mortensen
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI,Internal Medicine Division of Metabolism, Endocrinology, and Diabetes, University of Michigan Medical School, Ann Arbor MI
| | - Yatrik M. Shah
- Molecular & Integrative Physiology, University of Michigan Medical School, Ann Arbor MI,Internal Medicine Division of Gastroenterology, University of Michigan Medical School, Ann Arbor MI,Rogel Cancer Center, University of Michigan Medical School, Ann Arbor MI
| |
Collapse
|
25
|
Ramakrishnan SK, Zhang H, Ma X, Jung I, Schwartz AJ, Triner D, Devenport SN, Das NK, Xue X, Zeng MY, Hu Y, Mortensen RM, Greenson JK, Cascalho M, Wobus CE, Colacino JA, Nunez G, Rui L, Shah YM. Intestinal non-canonical NFκB signaling shapes the local and systemic immune response. Nat Commun 2019; 10:660. [PMID: 30737385 PMCID: PMC6368617 DOI: 10.1038/s41467-019-08581-8] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2018] [Accepted: 01/21/2019] [Indexed: 12/13/2022] Open
Abstract
Microfold cells (M-cells) are specialized cells of the intestine that sample luminal microbiota and dietary antigens to educate the immune cells of the intestinal lymphoid follicles. The function of M-cells in systemic inflammatory responses are still unclear. Here we show that epithelial non-canonical NFkB signaling mediated by NFkB-inducing kinase (NIK) is highly active in intestinal lymphoid follicles, and is required for M-cell maintenance. Intestinal NIK signaling modulates M-cell differentiation and elicits both local and systemic IL-17A and IgA production. Importantly, intestinal NIK signaling is active in mouse models of colitis and patients with inflammatory bowel diseases; meanwhile, constitutive NIK signaling increases the susceptibility to inflammatory injury by inducing ectopic M-cell differentiation and a chronic increase of IL-17A. Our work thus defines an important function of non-canonical NFkB and M-cells in immune homeostasis, inflammation and polymicrobial sepsis. Microfold cells (M-cell) are specialized cells of the intestine that sample luminal microbiota and dietary antigens. Here the authors show that epithelial non-canonical NFκB signalling, as induced by NIK, is important for M-cells maintenance, yet constitutive NIK activation is associated with gut inflammation and inflammatory bowel disease.
Collapse
Affiliation(s)
| | - Huabing Zhang
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Xiaoya Ma
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Inkyung Jung
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Andrew J Schwartz
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Daniel Triner
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Samantha N Devenport
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Nupur K Das
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Xiang Xue
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Melody Y Zeng
- Department of Pathology, University of Michigan, Ann Arbor, MI, 48109, USA.,Internal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Yinling Hu
- Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, 21702, USA
| | - Richard M Mortensen
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Marilia Cascalho
- Transplantation Biology, University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Surgery, University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Christiane E Wobus
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Justin A Colacino
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Nutritional Sciences, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Gabriel Nunez
- Department of Pathology, University of Michigan, Ann Arbor, MI, 48109, USA.,Comprehensive Cancer Center, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Liangyou Rui
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA.,Internal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Yatrik M Shah
- Department of Molecular & Integrative Physiology, University of Michigan, Michigan, MI, 48109, USA. .,Internal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA.
| |
Collapse
|
26
|
Schmit SL, Edlund CK, Schumacher FR, Gong J, Harrison TA, Huyghe JR, Qu C, Melas M, Van Den Berg DJ, Wang H, Tring S, Plummer SJ, Albanes D, Alonso MH, Amos CI, Anton K, Aragaki AK, Arndt V, Barry EL, Berndt SI, Bezieau S, Bien S, Bloomer A, Boehm J, Boutron-Ruault MC, Brenner H, Brezina S, Buchanan DD, Butterbach K, Caan BJ, Campbell PT, Carlson CS, Castelao JE, Chan AT, Chang-Claude J, Chanock SJ, Cheng I, Cheng YW, Chin LS, Church JM, Church T, Coetzee GA, Cotterchio M, Cruz Correa M, Curtis KR, Duggan D, Easton DF, English D, Feskens EJM, Fischer R, FitzGerald LM, Fortini BK, Fritsche LG, Fuchs CS, Gago-Dominguez M, Gala M, Gallinger SJ, Gauderman WJ, Giles GG, Giovannucci EL, Gogarten SM, Gonzalez-Villalpando C, Gonzalez-Villalpando EM, Grady WM, Greenson JK, Gsur A, Gunter M, Haiman CA, Hampe J, Harlid S, Harju JF, Hayes RB, Hofer P, Hoffmeister M, Hopper JL, Huang SC, Huerta JM, Hudson TJ, Hunter DJ, Idos GE, Iwasaki M, Jackson RD, Jacobs EJ, Jee SH, Jenkins MA, Jia WH, Jiao S, Joshi AD, Kolonel LN, Kono S, Kooperberg C, Krogh V, Kuehn T, Küry S, LaCroix A, Laurie CA, Lejbkowicz F, Lemire M, Lenz HJ, Levine D, Li CI, Li L, Lieb W, Lin Y, Lindor NM, Liu YR, Loupakis F, Lu Y, Luh F, Ma J, Mancao C, Manion FJ, Markowitz SD, Martin V, Matsuda K, Matsuo K, McDonnell KJ, McNeil CE, Milne R, Molina AJ, Mukherjee B, Murphy N, Newcomb PA, Offit K, Omichessan H, Palli D, Cotoré JPP, Pérez-Mayoral J, Pharoah PD, Potter JD, Qu C, Raskin L, Rennert G, Rennert HS, Riggs BM, Schafmayer C, Schoen RE, Sellers TA, Seminara D, Severi G, Shi W, Shibata D, Shu XO, Siegel EM, Slattery ML, Southey M, Stadler ZK, Stern MC, Stintzing S, Taverna D, Thibodeau SN, Thomas DC, Trichopoulou A, Tsugane S, Ulrich CM, van Duijnhoven FJB, van Guelpan B, Vijai J, Virtamo J, Weinstein SJ, White E, Win AK, Wolk A, Woods M, Wu AH, Wu K, Xiang YB, Yen Y, Zanke BW, Zeng YX, Zhang B, Zubair N, Kweon SS, Figueiredo JC, Zheng W, Marchand LL, Lindblom A, Moreno V, Peters U, Casey G, Hsu L, Conti DV, Gruber SB. Novel Common Genetic Susceptibility Loci for Colorectal Cancer. J Natl Cancer Inst 2019; 111:146-157. [PMID: 29917119 PMCID: PMC6555904 DOI: 10.1093/jnci/djy099] [Citation(s) in RCA: 108] [Impact Index Per Article: 21.6] [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: 12/27/2017] [Revised: 03/09/2018] [Accepted: 04/27/2018] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Previous genome-wide association studies (GWAS) have identified 42 loci (P < 5 × 10-8) associated with risk of colorectal cancer (CRC). Expanded consortium efforts facilitating the discovery of additional susceptibility loci may capture unexplained familial risk. METHODS We conducted a GWAS in European descent CRC cases and control subjects using a discovery-replication design, followed by examination of novel findings in a multiethnic sample (cumulative n = 163 315). In the discovery stage (36 948 case subjects/30 864 control subjects), we identified genetic variants with a minor allele frequency of 1% or greater associated with risk of CRC using logistic regression followed by a fixed-effects inverse variance weighted meta-analysis. All novel independent variants reaching genome-wide statistical significance (two-sided P < 5 × 10-8) were tested for replication in separate European ancestry samples (12 952 case subjects/48 383 control subjects). Next, we examined the generalizability of discovered variants in East Asians, African Americans, and Hispanics (12 085 case subjects/22 083 control subjects). Finally, we examined the contributions of novel risk variants to familial relative risk and examined the prediction capabilities of a polygenic risk score. All statistical tests were two-sided. RESULTS The discovery GWAS identified 11 variants associated with CRC at P < 5 × 10-8, of which nine (at 4q22.2/5p15.33/5p13.1/6p21.31/6p12.1/10q11.23/12q24.21/16q24.1/20q13.13) independently replicated at a P value of less than .05. Multiethnic follow-up supported the generalizability of discovery findings. These results demonstrated a 14.7% increase in familial relative risk explained by common risk alleles from 10.3% (95% confidence interval [CI] = 7.9% to 13.7%; known variants) to 11.9% (95% CI = 9.2% to 15.5%; known and novel variants). A polygenic risk score identified 4.3% of the population at an odds ratio for developing CRC of at least 2.0. CONCLUSIONS This study provides insight into the architecture of common genetic variation contributing to CRC etiology and improves risk prediction for individualized screening.
Collapse
Affiliation(s)
- Stephanie L Schmit
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | | | | | | | | | | | - Chenxu Qu
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- Public Health Sciences Division
| | - Marilena Melas
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | | | - Hansong Wang
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Stephanie Tring
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- National Cancer Center, Tokyo, Japan
- Center for Public Health Sciences, National Cancer Center, Tokyo, Japan
| | - Sarah J Plummer
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - M Henar Alonso
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- University of Barcelona, Barcelona, Spain
| | | | | | | | - Volker Arndt
- Division of Clinical Epidemiology and Aging Research
| | - Elizabeth L Barry
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | | | - Stephanie Bien
- Centre Hospitalier Universitaire Hotel-Dieu, Nantes, France
| | - Amanda Bloomer
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Juergen Boehm
- Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT
| | - Marie-Christine Boutron-Ruault
- CESP (U1018 INSERM), Facultés de Médecine Université Paris-Sud, UVSQ, Université Paris-Saclay, Villejuif, France
- Gustave Roussy, Villejuif, France
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research
- German Cancer Consortium
- National Center for Tumor Diseases (NCT), Heidelberg, Germany
| | - Stefanie Brezina
- Service de Génétique Médicale, Centre Hospitalier Universitaire (CHU), Nantes, France
| | - Daniel D Buchanan
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
- Colorectal Oncogenomics Group, Department of Pathology (DDB) and Genetic Epidemiology Laboratory, Department of Pathology, University of Melbourne, Melbourne, Victoria, Australia
- Genetic Medicine and Familial Cancer Centre, The Royal Melbourne Hospital, Parkville, Victoria, Australia
| | | | - Bette J Caan
- Division of Research, Kaiser Permanente Medical Care Program of Northern California, Oakland, CA
| | - Peter T Campbell
- Epidemiology Research Program, American Cancer Society, Atlanta, GA
| | | | - Jose E Castelao
- Genetic Oncology Unit, Instituto de Investigación Sanitaria Galicia Sur (IISGS), Complejo Hospitalario Universitario de Vigo (CHUVI), SERGAS, Vigo (Pontevedra) Spain
| | - Andrew T Chan
- Division of Gastroenterology
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Boston, MA
| | - Jenny Chang-Claude
- Unit of Genetic Epidemiology, Division of Cancer Epidemiology
- Harvard Medical School, Boston, MA
- University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - Iona Cheng
- Cancer Prevention Institute of California, Fremont, CA
| | - Ya-Wen Cheng
- Ph.D. Program of Cancer Research and Drug Discovery
| | - Lee Soo Chin
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - James M Church
- Department of Colorectal Surgery, Cleveland Clinic, Cleveland, OH
| | - Timothy Church
- Division of Environmental Health Sciences, University of Minnesota, Minneapolis, MN
| | | | | | | | | | - David Duggan
- Genetic Basis of Human Disease Division, Translational Genomics Research Institute, Phoenix, AZ
| | | | - Dallas English
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria, Australia
| | - Edith J M Feskens
- Division of Human Nutrition, Wageningen University and Research, Wageningen, the Netherlands
| | - Rocky Fischer
- University of Michigan Comprehensive Cancer Center, Ann Arbor, MI
| | - Liesel M FitzGerald
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria, Australia
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia
| | | | - Lars G Fritsche
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Sør-Trøndelag, Norway
| | - Charles S Fuchs
- Department of Medical Oncology, Dana-Farber Cancer Institute, Brookline, MA
- Department of Medicine, Brigham and Women’s Institute, Brookline, MA
| | - Manuela Gago-Dominguez
- Genomic Medicine Group, Galician Foundation of Genomic Medicine, Complejo Hospitalario Universitario de Santiago, Servicio Galego de Saude (SERGAS), Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago De Compostela, Spain
- Moores Cancer Center, University of California San Diego, La Jolla, CA
| | | | - Steven J Gallinger
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - W James Gauderman
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Graham G Giles
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria, Australia
| | - Edward L Giovannucci
- Harvard Medical School, Boston, MA
- Channing Division of Network Medicine, Brigham and Women’s Institute, Brookline, MA
| | | | - Clicerio Gonzalez-Villalpando
- Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Cuernavaca, Morelos, Mexico
| | | | - William M Grady
- Department of Medicine, Division of Gastroenterology, School of Medicine
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI
| | - Andrea Gsur
- Medical University of Vienna, Department of Medicine I, Institute of Cancer Research, Vienna, Austria
| | - Marc Gunter
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Boston, MA
| | | | - Jochen Hampe
- Medical Department 1, University Hospital Dresden, TU Dresden, Dresden, Germany
| | - Sophia Harlid
- Department of Radiation Sciences, Oncology, Umea University, Umea, Sweden
| | - John F Harju
- University of Michigan Comprehensive Cancer Center, Ann Arbor, MI
| | - Richard B Hayes
- Division of Epidemiology, Department of Population Health, New York University School of Medicine, New York, NY
| | - Philipp Hofer
- Medical University of Vienna, Department of Medicine I, Institute of Cancer Research, Vienna, Austria
| | | | - John L Hopper
- Centre for MEGA Epidemiology, The University of Melbourne, Carlton, Victoria, Australia
| | - Shu-Chen Huang
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Jose Maria Huerta
- Department of Epidemiology, Murcia Regional Health Council, IMIB-Arrixaca, Murcia, Spain
| | - Thomas J Hudson
- AbbVie, Redwood City, CA
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - David J Hunter
- Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, Boston, MA
| | - Gregory E Idos
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Motoki Iwasaki
- Division of Epidemiology, Center for Public Health Sciences
| | | | - Eric J Jacobs
- Epidemiology Research Program, American Cancer Society, Atlanta, GA
| | - Sun Ha Jee
- Department of Epidemiology and Health Promotion, Graduate School of Public Health, Yonsei University, Seoul, South Korea
| | - Mark A Jenkins
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Wei-Hua Jia
- State Key Laboratory of Oncology in South China, Cancer Center, Sun Yatsen University, Guangzhou, China
| | | | - Amit D Joshi
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Boston, MA
- Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, Boston, MA
| | - Laurence N Kolonel
- Office of Public Health Studies, University of Hawaii Manoa, Honolulu, HI
| | - Suminori Kono
- Service de Génétique Médicale, Centre Hospitalier Universitaire (CHU), Nantes, France
| | | | - Vittorio Krogh
- Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | | | - Sébastien Küry
- Department of Preventive Medicine, Kyushu University, Fukuoka, Japan
| | | | | | - Flavio Lejbkowicz
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
- School of Medicine, Taipei Medical University, Taipei, Taiwan
- Sino-American Cancer Foundation, Temple City, CA
| | - Mathieu Lemire
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Heinz-Josef Lenz
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- Department of Medicine, University of Southern California, Los Angeles, CA
| | | | - Christopher I Li
- Translational Research Program, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Li Li
- Department of Family Medicine and Community Health, Mary Ann Swetland Center for Environmental Health, Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH
| | - Wolfgang Lieb
- Institute of Epidemiology, PopGen Biobank, Christian-Albrechts-University Kiel, Kiel, Germany
| | - Yi Lin
- Public Health Sciences Division
| | - Noralane M Lindor
- Department of Health Science Research, Mayo Clinic, Scottsdale, AZ
- Unit of Oncology, Department of Clinical and Experimental Oncology, Instituto Oncologico Veneto, IRCCS Padua, Italy
| | | | | | - Yingchang Lu
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN
| | - Frank Luh
- Clalit Health Services National Israeli Cancer Control Center, Haifa, Israel
| | - Jing Ma
- Harvard School of Public Health, Boston, MA
| | | | - Frank J Manion
- University of Michigan Comprehensive Cancer Center, Ann Arbor, MI
| | - Sanford D Markowitz
- Departments of Medicine and Genetics, Case Comprehensive Cancer Center, Case Western Reserve University, and University Hospitals of Cleveland, Cleveland, OH
| | - Vicente Martin
- Biomedicine Institute (IBIOMED), University of León, León, Spain
| | - Koichi Matsuda
- Laboratory of Genome Technology, Human Genome Center, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, TN
| | - Keitaro Matsuo
- Department of Epidemiology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
- Division of Molecular and Clinical Epidemiology, Aichi Cancer Center Research Institute, Chikusa-Ku Nagoya, Japan
| | - Kevin J McDonnell
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Caroline E McNeil
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Roger Milne
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria, Australia
| | - Antonio J Molina
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Research Group on Gene-Environment Interactions and Health, University of León, León, Spain
| | | | - Neil Murphy
- Nutrition and Metabolism Section, IARC, Lyon, CEDEX 08, France
| | | | - Kenneth Offit
- Clinical Genetics Service (KO), Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hanane Omichessan
- CESP (U1018 INSERM), Facultés de Médecine Université Paris-Sud, UVSQ, Université Paris-Saclay, Villejuif, France
- Gustave Roussy, Villejuif, France
| | - Domenico Palli
- Cancer Risk Factors and Life-Style Epidemiology Unit, Cancer Research and Prevention Institute-ISPO, Florence, Italy
| | - Jesus P Paredes Cotoré
- Department of Surgery, Complejo Hospitalario Universitario de Santiago (CHUS), Servicio Galego de Saúde (SERGAS), Santiago De Compostela, Spain
| | | | - Paul D Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | | | - Conghui Qu
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- Public Health Sciences Division
| | - Leon Raskin
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN
- Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, TN
| | - Gad Rennert
- Clalit Health Services National Israeli Cancer Control Center, Haifa, Israel
- Department of Community Medicine and Epidemiology, Carmel Medical Center, Haifa, Israel
- Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Hedy S Rennert
- Clalit Health Services National Israeli Cancer Control Center, Haifa, Israel
- Department of Community Medicine and Epidemiology, Carmel Medical Center, Haifa, Israel
| | - Bridget M Riggs
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Clemens Schafmayer
- Department of Visceral and Thoracic Surgery, University Hospital Schleswig-Holstein, Kiel Campus, Kiel, Germany
| | - Robert E Schoen
- Department of Medicine and Epidemiology, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Thomas A Sellers
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Daniela Seminara
- Epidemiology and Genomics Research Program, Division of Cancer Control and Population Sciences, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Gianluca Severi
- CESP (U1018 INSERM), Facultés de Médecine Université Paris-Sud, UVSQ, Université Paris-Saclay, Villejuif, France
- Human Genetics Foundation (HuGeF), Torino, Italy
| | - Wei Shi
- Department of Surgery, Children’s Hospital Los Angeles, Los Angeles, CA
| | - David Shibata
- Department of Surgery, University of Tennessee Health Science Center, Memphis, TN
| | - Xiao-Ou Shu
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN
- Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, TN
| | - Erin M Siegel
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah Health Sciences Center, Salt Lake City, UT
| | - Melissa Southey
- Colorectal Oncogenomics Group, Department of Pathology (DDB) and Genetic Epidemiology Laboratory, Department of Pathology, University of Melbourne, Melbourne, Victoria, Australia
| | - Zsofia K Stadler
- Clinical Genetics Service (KO), Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Department of Medicine, Weill Cornell Medical Center, New York, NY
| | - Mariana C Stern
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Sebastian Stintzing
- Department of Hematology and Oncology University of Munich (LMU), Munich, Germany
| | | | | | - Duncan C Thomas
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | | | - Shoichiro Tsugane
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- National Cancer Center, Tokyo, Japan
- Center for Public Health Sciences, National Cancer Center, Tokyo, Japan
| | - Cornelia M Ulrich
- Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT
| | | | | | - Joseph Vijai
- Clinical Genetics Service (KO), Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jarmo Virtamo
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Stephanie J Weinstein
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | | | - Aung Ko Win
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | | | - Michael Woods
- Discipline of Genetics, Faculty of Medicine, Memorial University of Newfoundland, St. John’s, Newfoundland, Canada
| | - Anna H Wu
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Kana Wu
- Department of Nutrition, Harvard School of Public Health, Boston, MA
| | - Yong-Bing Xiang
- State Key Laboratory of Oncogene and Related Genes and Department of Epidemiology, Shanghai Cancer Institute, Shanghai, China
| | - Yun Yen
- Ph.D. Program of Cancer Research and Drug Discovery
- Department of Medical Oncology and Therapeutic Research, City of Hope National Medical Center, Duarte, CA
| | - Brent W Zanke
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
- The University of Ottawa, Ottawa, Ontario, Canada
| | - Yi-Xin Zeng
- State Key Laboratory of Oncology in South China, Cancer Center, Sun Yatsen University, Guangzhou, China
| | - Ben Zhang
- Division of Noncommunicable Disease Epidemiology and Southwest Hospital Clinical Research Center, Third Military Medical University, Chongqing, China
| | | | - Sun-Seog Kweon
- Department of Preventive Medicine, Chonnam National University Medical School, Gwangju, South Korea
- South Korea Jeonnam Regional Cancer Center, Chonnam National University Hwasun Hospital, Hwasun, South Korea
| | - Jane C Figueiredo
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Wei Zheng
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN
- Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, TN
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Annika Lindblom
- Department of Molecular Medicine and Surgery, Karolinska Institutet Solna, Stockholm, Sweden
- Department of Clinical Genetics, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Victor Moreno
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- University of Barcelona, Barcelona, Spain
| | - Ulrike Peters
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA
| | - Graham Casey
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA
| | - Li Hsu
- Public Health Sciences Division
| | - David V Conti
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
| | - Stephen B Gruber
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center
- Department of Medicine, University of Southern California, Los Angeles, CA
| |
Collapse
|
27
|
Zhao D, Kim YH, Jeong S, Greenson JK, Chaudhry MS, Hoepting M, Anderson ER, van den Brink MR, Peled JU, Gomes AL, Slingerland AE, Donovan MJ, Harris AC, Levine JE, Ozbek U, Hooper LV, Stappenbeck TS, Ver Heul A, Liu TC, Reddy P, Ferrara JL. Survival signal REG3α prevents crypt apoptosis to control acute gastrointestinal graft-versus-host disease. J Clin Invest 2018; 128:4970-4979. [PMID: 30106382 DOI: 10.1172/jci99261] [Citation(s) in RCA: 85] [Impact Index Per Article: 14.2] [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: 12/14/2017] [Accepted: 08/07/2018] [Indexed: 12/30/2022] Open
Abstract
Graft-versus-host disease (GVHD) in the gastrointestinal (GI) tract remains the major cause of morbidity and nonrelapse mortality after BM transplantation (BMT). The Paneth cell protein regenerating islet-derived 3α (REG3α) is a biomarker specific for GI GVHD. REG3α serum levels rose in the systematic circulation as GVHD progressively destroyed Paneth cells and reduced GI epithelial barrier function. Paradoxically, GVHD suppressed intestinal REG3γ (the mouse homolog of human REG3α), and the absence of REG3γ in BMT recipients intensified GVHD but did not change the composition of the microbiome. IL-22 administration restored REG3γ production and prevented apoptosis of both intestinal stem cells (ISCs) and Paneth cells, but this protection was completely abrogated in Reg3g-/- mice. In vitro, addition of REG3α reduced the apoptosis of colonic cell lines. Strategies that increase intestinal REG3α/γ to promote crypt regeneration may offer a novel, nonimmunosuppressive approach for GVHD and perhaps for other diseases involving the ISC niche, such as inflammatory bowel disease.
Collapse
Affiliation(s)
- Dongchang Zhao
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | | | - Seihwan Jeong
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, Michigan, USA
| | - Mohammed S Chaudhry
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Matthias Hoepting
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | - Erik R Anderson
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Marcel Rm van den Brink
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, New York, USA
| | - Jonathan U Peled
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, New York, USA
| | - Antonio Lc Gomes
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, New York, USA
| | - Ann E Slingerland
- Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, New York, USA
| | - Michael J Donovan
- Department of Pathology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Andrew C Harris
- Blood and Marrow Transplantation Program, University of Utah, Salt Lake City, Utah, USA
| | - John E Levine
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Umut Ozbek
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| | - Lora V Hooper
- Howard Hughes Medical Institute, Department of Immunology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Thaddeus S Stappenbeck
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Aaron Ver Heul
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Ta-Chiang Liu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pavan Reddy
- Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan, USA
| | - James Lm Ferrara
- The Tisch Cancer Institute and Division of Hematology/Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, New York, USA
| |
Collapse
|
28
|
Shulman K, Barnett-Griness O, Friedman V, Greenson JK, Gruber SB, Lejbkowicz F, Rennert G. Outcomes of Chemotherapy for Microsatellite Instable-High Metastatic Colorectal Cancers. JCO Precis Oncol 2018; 2:PO.17.00253. [PMID: 32913995 PMCID: PMC7446482 DOI: 10.1200/po.17.00253] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
PURPOSE Microsatellite instable-high (MSI-H) colorectal cancers (CRCs) are known to carry better survival in the local disease stage even without treatment. The influence of types of treatment on survival of MSI-H metastatic CRCs (mCRCs) is still unclear and is evaluated in this study. MATERIALS AND METHODS Patients with MSI-H mCRC treated with first-line chemotherapy, with or without bevacizumab, identified in the Israeli population-based Molecular Epidemiology of Colorectal Cancer (MECC) study, were diagnosed between 1998 and 2013 and followed up until May 2017; MSI status was determined by comparing 10 markers in tumor and normal tissue. Dates of metastases and death and treatment details were extracted from oncology records. RESULTS Among 590 patients treated for mCRC, 106 (18%) had MSI-H tumors. Patients with MSI-H had a median overall survival (OS, from start of first-line treatment) of 1.6 years. The presence of a somatic B-Raf proto-oncogene (BRAF) mutation was a significant adverse prognostic factor in the MSI-H group (hazard ratio [HR], 1.8; 95% CI, 1.1 to 3.0; P = .026). MSI-H tumors without BRAF mutation (n = 87) had similar OS benefit from fluorouracil (FU) only as from any combination protocols (HR, 0.93; P = .78), whereas microsatellite-stable (MSS) tumors without BRAF mutation (n = 456) showed improved OS over FU-only regimens when combination chemotherapy with or without bevacizumab was used (HR, 0.58; P < .01; P value for interaction = .07). Patients with MSI-H/BRAF wild type (WT) had survival advantage over patients with MSS disease (adjusted HR, 0.58; 95% CI, 0.35 to 0.98) when treated with FU-only protocols. CONCLUSION Clinical outcomes differ substantially between patients with MSS/BRAF-WT mCRC and MSI-H/BRAF-WT mCRC, with measurable differences between chemotherapy regimens. MSI-H mCRCs are a clinically distinct subset of colorectal cancers. Their current poor outcome suggests that new clinical trials are needed to identify therapeutic options, potentially taking advantage of the new developments in the field of immunotherapy.
Collapse
Affiliation(s)
- Katerina Shulman
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Ofra Barnett-Griness
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Vered Friedman
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Joel K. Greenson
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Stephen B. Gruber
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Flavio Lejbkowicz
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| | - Gad Rennert
- Katerina Shulman, Hillel Yaffe Medical Center, Hadera; Katerina Shulman, Ofra Barnett-Griness, Vered Friedman, Flavio Lejbkowicz, and Gad Rennert, Carmel Medical Center, and Technion, Haifa, Israel; Joel K. Greenson, University of Michigan, Ann Arbor, MI; and Stephen B. Gruber, University of Southern California, Los Angeles, CA
| |
Collapse
|
29
|
Rozek LS, Qin T, Koeppe E, Ulintz P, Greenson JK, Cote ML, Stoffel EM. Abstract 5364: Somatic mutations in African American and non-Hispanic White young-onset colorectal cancers. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-5364] [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 proportion of colorectal cancers (CRCs) diagnosed at age <50 years is two-fold higher among African-Americans (AAs) compared to non-Hispanic Whites (NHW). Additionally, despite the rising incidence of young-onset CRC, little is known about the molecular characteristics of these as only 23 young-onset tumors were profiled in the TCGA cohort. Studies of CRC diagnosed in older individuals (age >50) demonstrate that CRC tumors in AAs are more often right-sided and MMR proficient, with higher prevalence of KRAS mutations. Risk of death from CRC among AAs with MMR proficient tumors is 73% higher than for NHW, after adjusting for treatment and known prognostic factors. We analyzed archival FFPE CRC tumors diagnosed in individuals age <50 (NHW enrolled in the UM Cancer Genetics Registry N=38 and African American subjects ascertained through the Wayne State University EpiCore N=13) for somatic mutations. Mutation profiling of tumor DNA from 51 CRCs diagnosed age <50 was performed using NGS sequencing with multigene panels in 2 sets (Qiagen GeneRead Cancer panel of 124 genes [N=36 tumors], Qiagen Qiaseq Comprehensive Cancer Panel of 275 genes [15 tumors]). We observed differences in CRC somatic mutations by race and by age. There was marked heterogeneity among tumors with regard to numbers of somatic mutations, with an average of 659 (range 39-10,267) variants detected per tumor, with 19/51 (37%) tumors classified as hypermutated. Among the most frequently mutated genes in young CRC tumors were APC (98% of tumors), PIK3CA (92% of tumors), NOTCH2 (86% of tumors), PTCH1 (82%), BRCA2 (67%), BRCA1 (84%), HNF1A (100%), RAD50 (29%), POLE (27%), MSH6 (39%), and FGFR3 (39%). These mutation profiles differ markedly from those of TCGA older-onset, nonhypermutated tumors. We identified differences in somatic mutations by race, including mutations in PTEN (NHW: 21% vs. AA: 8%), TGFBR2 (NHW: 32% vs. AA: 15%), FBXW7 (NHW: 47% vs. AA: 8%), and KRAS (NHW: 45% vs. AA: 31%). The relatively high prevalence of hypermutated tumors in this racially diverse cohort highlights the critical gaps in knowledge about pathways involved in pathogenesis of young-onset CRCs and how genomic information could guide precision therapies.
Citation Format: Laura S. Rozek, Tingting Qin, Erika Koeppe, Peter Ulintz, Joel K. Greenson, Michele L. Cote, Elean M. Stoffel. Somatic mutations in African American and non-Hispanic White young-onset colorectal cancers [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 5364.
Collapse
|
30
|
McLeod JS, Church JT, Yerramilli P, Coughlin MA, Perkins EM, Rabah R, Bartlett RH, Rojas-Pena A, Greenson JK, Perrone EE, Mychaliska GB. Gastrointestinal mucosal development and injury in premature lambs supported by the artificial placenta. J Pediatr Surg 2018; 53:1240-1245. [PMID: 29605266 PMCID: PMC5994371 DOI: 10.1016/j.jpedsurg.2018.02.092] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [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: 02/21/2018] [Accepted: 02/27/2018] [Indexed: 01/19/2023]
Abstract
BACKGROUND An Artificial Placenta (AP) utilizing extracorporeal life support (ECLS) could revolutionize care of extremely premature newborns, but its effects on gastrointestinal morphology and injury need investigation. METHODS Lambs (116-121days GA, term=145; n=5) were delivered by C-section, cannulated for ECLS, had total parenteral nutrition (TPN) provided, and were supported for 7days before euthanasia. Early and Late Tissue Controls (ETC, n=5 and LTC, n=5) delivered at 115-121days and 125-131days, respectively, were immediately sacrificed. Standardized jejunal samples were formalin-fixed for histology. Crypt depth (CD), villus height (VH), and VH:CD ratios were measured. Measurements also included enterocyte proliferation (Ki-67), Paneth cell count (Lysozyme), and injury scores (H&E). ANOVA and Chi Square were used with p<0.05 considered significant. RESULTS CD, VH, and VH:CD were similar between groups (p>0.05). AP demonstrated more enterocyte proliferation (95.7±21.8) than ETC (49.4±23.4; p=0.003) and LTC (66.1+11.8; p=0.04), and more Paneth cells (81.7±17.5) than ETC (41.6±7.0; p=0.0005) and LTC (40.7±8.2, p=0.0004). Presence of epithelial injury and congestion in the bowel of all groups were not statistically different. No villus atrophy or inflammation was present in any group. CONCLUSIONS This suggests preserved small bowel mucosal architecture, high cellular turnover, and minimal evidence of injury. STUDY TYPE Research paper/therapeutic potential. LEVEL OF EVIDENCE N/A.
Collapse
Affiliation(s)
- Jennifer S McLeod
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI.
| | - Joseph T Church
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Prathusha Yerramilli
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Megan A Coughlin
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Elena M Perkins
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Raja Rabah
- Department of Pathology, Michigan Medicine, Ann Arbor, MI
| | - Robert H Bartlett
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Alvaro Rojas-Pena
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI
| | - Joel K Greenson
- Department of Gastrointestinal Pathology, Michigan Medicine, Ann Arbor, MI
| | - Erin E Perrone
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI; Fetal Diagnosis and Treatment Center, C.S. Mott Children's Hospital, Michigan Medicine, Ann Arbor, MI
| | - George B Mychaliska
- Extracorporeal Life Support Laboratory, Department of Surgery, Michigan Medicine, Ann Arbor, MI; Fetal Diagnosis and Treatment Center, C.S. Mott Children's Hospital, Michigan Medicine, Ann Arbor, MI
| |
Collapse
|
31
|
Zhao D, Kim YH, Greenson JK, Chaudhry MS, Hoepting M, Jeong S, Anderson ER, Harris AC, Levine JE, Ozbek U, Hooper LV, Stappenbeck TS, Heul AV, Liu TC, Reddy P, Ferrara J. Regenerating Islet-Derived 3-Alpha (REG3A) Protects the Intestinal Stem Cell Niche to Control Acute Gastrointestinal Graft-Versus-Host Disease. Biol Blood Marrow Transplant 2018. [DOI: 10.1016/j.bbmt.2017.12.614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
32
|
Ulintz PJ, Greenson JK, Wu R, Fearon ER, Hardiman KM. Lymph Node Metastases in Colon Cancer Are Polyclonal. Clin Cancer Res 2017; 24:2214-2224. [PMID: 29203589 DOI: 10.1158/1078-0432.ccr-17-1425] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Revised: 09/22/2017] [Accepted: 11/28/2017] [Indexed: 11/16/2022]
Abstract
Purpose: Recent studies have highlighted the existence of subclones in tumors. Lymph nodes are generally the first location of metastasis for most solid epithelial tumors, including colorectal cancer. We sought to understand the genetic origin of lymph node metastasis in colorectal cancer by evaluating the relationship between colorectal cancer subclones present in primary tumors and lymph nodes.Experimental Design: A total of 33 samples from seven colorectal cancers, including two or three spatially disparate regions from each primary tumor and one to four matched lymph nodes for each tumor, underwent next-generation whole-exome DNA sequencing, Affymetrix OncoScan SNP arrays, and targeted deep confirmatory sequencing. We performed mapping between SNPs and copy number events from the primary tumor and matched lymph node samples, allowing us to profile heterogeneity and the mutational origin of lymph node metastases. The computational method PyClone was used to define subclones within each tumor. The method Clonality Inference in Tumors Using Phylogeny (CITUP) was subsequently used to infer phylogenetic relationships among subclones.Results: We found that there was substantial heterogeneity in mutations and copy number changes among all samples from any given patient. For each patient, the primary tumor regions and matched lymph node metastases were each polyclonal, and the clonal populations differed from one lymph node to another. In some patients, the cancer cell populations in a given lymph node originated from multiple distinct regions of a tumor.Conclusions: Our data support a model of lymph node metastatic spread in colorectal cancer whereby metastases originate from multiple waves of seeding from the primary tumor over time. Clin Cancer Res; 24(9); 2214-24. ©2017 AACRSee related commentary by Gerlinger, p. 2032.
Collapse
Affiliation(s)
- Peter J Ulintz
- Bioinformatics Core, University of Michigan, Ann Arbor, Michigan
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Rong Wu
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Eric R Fearon
- Department of Pathology, University of Michigan, Ann Arbor, Michigan.,Department of Human Genetics, University of Michigan, Ann Arbor, Michigan.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Karin M Hardiman
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
| |
Collapse
|
33
|
Hong SH, Misek DE, Wang H, Puravs E, Hinderer R, Giordano TJ, Greenson JK, Brenner DE, Simeone DM, Logsdon CD, Hanash SM. Identification of a Specific Vimentin isoform that Induces an Antibody Response in Pancreatic Cancer. Biomark Insights 2017. [DOI: 10.1177/117727190600100006] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [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] Open
Abstract
Pancreatic cancer has a poor prognosis, in part due to lack of early detection. The identification of circulating tumor antigens or their related autoantibodies provides a means for early cancer diagnosis. We have used a proteomic approach to identify proteins that commonly induce a humoral response in pancreatic cancer. Proteins from a pancreatic adenocarcinoma cell line (Panc-1) were subjected to two-dimensional PAGE, followed by Western blot analysis in which individual sera were tested for autoantibodies. Sera from 36 newly diagnosed patients with pancreatic cancer, 18 patients with chronic pancreatitis and 15 healthy subjects were analyzed. Autoantibodies were detected against a protein identified by mass spectrometry as vimentin, in sera from 16/36 patients with pancreatic cancer (44.4%). Only one of 18 chronic pancreatitis patients and none of the healthy controls exhibited reactivity against this vimentin isoform. Interestingly, none of several other isoforms of vimentin detectable in 2-D gels exhibited reactivity with patient sera. Vimentin protein expression levels were investigated by comparing the integrated intensity of spots visualized in 2-D PAGE gels of various cancers. Pancreatic tumor tissues showed greater than a 3-fold higher expression of total vimentin protein than did the lung, colon, and ovarian tumors that were analyzed. The specific antigenic isoform was found at 5–10 fold higher levels. The detection of autoantibodies to this specific isoform of vimentin may have utility for the early diagnosis of pancreatic cancer.
Collapse
Affiliation(s)
- Su-Hyung Hong
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - David E. Misek
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Hong Wang
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Eric Puravs
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Robert Hinderer
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Thomas J. Giordano
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Joel K. Greenson
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Dean E. Brenner
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Diane M. Simeone
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Craig D. Logsdon
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| | - Samir M. Hanash
- Departments of Pediatrics (SHH, DEM, HW, EP, RH, SMH), Pathology (TJG and JKG), Physiology (CDL), Surgery (DMS) and Internal Medicine (DEB), University of Michigan Medical School, 1150 W. Medical Center Drive, Ann Arbor, Michigan 48109 and the Department of Dental Microbiology (SHH), School of Dentistry, Kyungpook National University, 101 Dongin-Dong, Jung-Gu, Daegu, 700-422, South Korea
| |
Collapse
|
34
|
Cuneo KC, Morgan MA, Griffith KA, Hawkins PG, Greenson JK, Ben-Josef E, Lawrence TS, Zalupski MM. Prognostic Value of c-MET Expression in Patients With Pancreatic Cancer Receiving Adjuvant and Neoadjuvant Chemoradiation Therapy. Int J Radiat Oncol Biol Phys 2017; 100:490-497. [PMID: 29229329 DOI: 10.1016/j.ijrobp.2017.10.030] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [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: 07/16/2017] [Revised: 10/04/2017] [Accepted: 10/10/2017] [Indexed: 02/06/2023]
Abstract
PURPOSE To determine the prognostic significance of c-MET expression and develop a predictor of distant failure in patients with resectable pancreatic cancer treated with chemoradiation. METHODS AND MATERIALS We used a tissue microarray to study protein expression by immunohistochemistry in 102 patients treated surgically for pancreatic cancer. Two cores per patient were blindly scored from 0 (no staining) to 3 (strong staining) by a single pathologist. The Kaplan-Meier method was used to determine time to local and distant failure, overall survival, and progression-free survival. P values were calculated with the log-rank test. RESULTS High tumor expression of c-MET was associated with a shorter time to distant failure in patients receiving neoadjuvant (n=23) or neoadjuvant therapy (n=73) (median 8.9 months vs 22.0 months, P=.0010). We then examined the ability of incorporating 2 known biomarkers, thymidylate synthase and DPC4 (SMAD4), with c-MET to risk-stratify patients. This multi-protein predictor divided our cohort into groups of similar numbers and was predictive of distant failure (median 13.4 months vs 24.2 months, P=.0094) but not of local control. CONCLUSION c-MET is potentially predictive of distant failure. Using c-MET, DPC4, and thymidylate synthase, we developed a multi-protein predictor that could be used to risk-stratify patients and guide decisions regarding the sequencing of locoregional and systemic therapies in pancreatic cancer.
Collapse
Affiliation(s)
- Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.
| | - Meredith A Morgan
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Kent A Griffith
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - Peter G Hawkins
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Edgar Ben-Josef
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Mark M Zalupski
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| |
Collapse
|
35
|
Maoz A, Greenson JK, Melas M, Emerson RO, Vignali M, Robins H, Qu C, Schmit S, Pinchev M, McDonnell KJ, Rennert G, Gruber SB. Similar T-cell repertoires of tumor infiltrating lymphocytes and Crohn’s-like lymphoid reaction in colorectal cancer. J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.15_suppl.e15133] [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: 11/20/2022] Open
Abstract
e15133 Background: Tumor infiltrating lymphocytes (TILs) and Crohn’s-like Lymphoid Reaction (CLR) are independently associated with improved survival in colorectal cancer (CRC). Whereas TILs are localized within tumors, CLR are extra-tumoral lymphocytic aggregates. The origins and relationships of the T-cell repertoire of TILs and the T cells within CLR of the colorectal cancer tumor microenvironment are unknown. Methods: Expert pathology review identified and circled areas of invasive adenocarcinoma and areas containing CLR from 13 CRC patients for macrodissection from formalin fixed paraffin embedded (FFPE) slides. DNA was extracted from matched tumor and CLR areas for multiplex PCR sequencing of the CDR3 region of the T-cell receptor beta chain (TCRβ), using the immunoSEQ platform. This approach permits 1) estimating the T-cell content of each sample, 2) measuring the clonality of the T-cell repertoire as a measure of diversity, and 3) quantifying the overlap and similarity of T-cell repertoires across samples. Results: The T-cell content (Spearman’s rs = 0.56, p = 0.046) and clonality (Spearman’s rs = 0.66, p = 0.014) were highly correlated among matched tumor and CLR samples. The ten most frequently identified TIL clones were found at similar frequencies in matched CLR enriched tissues. Comparisons of all the clones detected in tumor and matched CLR tissue demonstrated substantial similarity of these immune repertoires, with an average of 186 shared clones between samples. This degree of similarity was significantly greater than published reports of the similarity of the T-cell repertoire of colorectal tumors and adjacent normal tissue (p = 1.1e-5). Conclusions: The T-cell repertoire of CLR is highly similar to the tumor infiltrating T-cell repertoire, providing supporting evidence for the hypothesis that tumor-specific antigen presentation and lymphocyte maturation occur within CLR.
Collapse
Affiliation(s)
- Asaf Maoz
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Marilena Melas
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | | | | | - Chenxu Qu
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Mila Pinchev
- CHS National Israeli Cancer Control Center, Haifa, Israel
| | - Kevin J McDonnell
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | - Gad Rennert
- CHS National Israeli Cancer Control Center, Haifa, Israel
| | - Stephen B. Gruber
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| |
Collapse
|
36
|
Sakamoto N, Feng Y, Stolfi C, Kurosu Y, Green M, Lin J, Green ME, Sentani K, Yasui W, McMahon M, Hardiman KM, Spence JR, Horita N, Greenson JK, Kuick R, Cho KR, Fearon ER. BRAF V600E cooperates with CDX2 inactivation to promote serrated colorectal tumorigenesis. eLife 2017; 6. [PMID: 28072391 PMCID: PMC5268782 DOI: 10.7554/elife.20331] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [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: 08/04/2016] [Accepted: 01/09/2017] [Indexed: 01/07/2023] Open
Abstract
While 20–30% of colorectal cancers (CRCs) may arise from precursors with serrated glands, only 8–10% of CRCs manifest serrated morphology at diagnosis. Markers for distinguishing CRCs arising from ‘serrated’ versus ‘conventional adenoma’ precursors are lacking. We studied 36 human serrated CRCs and found CDX2 loss or BRAF mutations in ~60% of cases and often together (p=0.04). CDX2Null/BRAFV600E expression in adult mouse intestinal epithelium led to serrated morphology tumors (including carcinomas) and BRAFV600E potently interacted with CDX2 silencing to alter gene expression. Like human serrated lesions, CDX2Null/BRAFV600E-mutant epithelium expressed gastric markers. Organoids from CDX2Null/BRAFV600E–mutant colon epithelium showed serrated features, and partially recapitulated the gene expression pattern in mouse colon tissues. We present a novel mouse tumor model based on signature defects seen in many human serrated CRCs – CDX2 loss and BRAFV600E. The mouse intestinal tumors show significant phenotypic similarities to human serrated CRCs and inform about serrated CRC pathogenesis. DOI:http://dx.doi.org/10.7554/eLife.20331.001
Collapse
Affiliation(s)
- Naoya Sakamoto
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States.,Department of Molecular Pathology, Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Ying Feng
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Carmine Stolfi
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Yuki Kurosu
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Maranne Green
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Jeffry Lin
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Megan E Green
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States
| | - Kazuhiro Sentani
- Department of Molecular Pathology, Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Wataru Yasui
- Department of Molecular Pathology, Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Martin McMahon
- Department of Dermatology, University of Utah Medical School, Salt Lake City, United States.,Huntsman Cancer Institute, University of Utah Medical School, Salt Lake City, United States
| | - Karin M Hardiman
- Department of Surgery, University of Michigan, Ann Arbor, United States
| | - Jason R Spence
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States.,Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, United States
| | - Nobukatsu Horita
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, United States
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, United States
| | - Rork Kuick
- Department of Biostatistics, University of Michigan, Ann Arbor, United States
| | - Kathleen R Cho
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States.,Department of Pathology, University of Michigan, Ann Arbor, United States
| | - Eric R Fearon
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States.,Department of Pathology, University of Michigan, Ann Arbor, United States.,Department of Human Genetics, University of Michigan, Ann Arbor, United States
| |
Collapse
|
37
|
Syu LJ, Zhao X, Zhang Y, Grachtchouk M, Demitrack E, Ermilov A, Wilbert DM, Zheng X, Kaatz A, Greenson JK, Gumucio DL, Merchant JL, di Magliano MP, Samuelson LC, Dlugosz AA. Invasive mouse gastric adenocarcinomas arising from Lgr5+ stem cells are dependent on crosstalk between the Hedgehog/GLI2 and mTOR pathways. Oncotarget 2016; 7:10255-70. [PMID: 26859571 PMCID: PMC4891118 DOI: 10.18632/oncotarget.7182] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [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: 10/10/2015] [Accepted: 01/24/2016] [Indexed: 02/07/2023] Open
Abstract
Gastric adenocarcinoma is the third most common cause of cancer-related death worldwide. Here we report a novel, highly-penetrant mouse model of invasive gastric cancer arising from deregulated Hedgehog/Gli2 signaling targeted to Lgr5-expressing stem cells in adult stomach. Tumor development progressed rapidly: three weeks after inducing the Hh pathway oncogene GLI2A, 65% of mice harbored in situ gastric cancer, and an additional 23% of mice had locally invasive tumors. Advanced mouse gastric tumors had multiple features in common with human gastric adenocarcinomas, including characteristic histological changes, expression of RNA and protein markers, and the presence of major inflammatory and stromal cell populations. A subset of tumor cells underwent epithelial-mesenchymal transition, likely mediated by focal activation of canonical Wnt signaling and Snail1 induction. Strikingly, mTOR pathway activation, based on pS6 expression, was robustly activated in mouse gastric adenocarcinomas from the earliest stages of tumor development, and treatment with rapamycin impaired tumor growth. GLI2A-expressing epithelial cells were detected transiently in intestine, which also contains Lgr5+ stem cells, but they did not give rise to epithelial tumors in this organ. These findings establish that deregulated activation of Hedgehog/Gli2 signaling in Lgr5-expressing stem cells is sufficient to drive gastric adenocarcinoma development in mice, identify a critical requirement for mTOR signaling in the pathogenesis of these tumors, and underscore the importance of tissue context in defining stem cell responsiveness to oncogenic stimuli.
Collapse
Affiliation(s)
- Li-Jyun Syu
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Xinyi Zhao
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Yaqing Zhang
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | | | - Elise Demitrack
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Alexandre Ermilov
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Dawn M Wilbert
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Xinlei Zheng
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Ashley Kaatz
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Deborah L Gumucio
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| | - Juanita L Merchant
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA.,Department of Internal Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA
| | | | - Linda C Samuelson
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA.,Department of Internal Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA
| | - Andrzej A Dlugosz
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA.,Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
38
|
Greenson JK, Lucas DR. Contributions From the University of Michigan New Frontiers in Pathology 2015 Conference. Arch Pathol Lab Med 2016; 140:1025. [PMID: 27684972 DOI: 10.5858/arpa.2016-0244-ed] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Joel K Greenson
- From the Department of Pathology, University of Michigan, Ann Arbor
| | | |
Collapse
|
39
|
Kryczek I, Wang L, Wu K, Li W, Zhao E, Cui T, Wei S, Liu Y, Wang Y, Vatan L, Szeliga W, Greenson JK, Roliński J, Zgodzinski W, Huang E, Tao K, Wang G, Zou W. Inflammatory regulatory T cells in the microenvironments of ulcerative colitis and colon carcinoma. Oncoimmunology 2016; 5:e1105430. [PMID: 27622054 DOI: 10.1080/2162402x.2015.1105430] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2015] [Revised: 09/29/2015] [Accepted: 10/03/2015] [Indexed: 12/19/2022] Open
Abstract
Foxp3(+)CD4(+) regulatory T (Treg) cells are thought to express negligible levels of effector cytokines, and inhibit immune responses and inflammation. Here, we have identified a population of IL-8(+)Foxp3(+)CD4(+) T cells in human peripheral blood, which is selectively increased in the microenvironments of ulcerative colitis and colon carcinoma. Phenotypically, this population is minimally overlapping with IL-17(+)Foxp3(+)CD4(+) T cells, and is different from IL-8(-)Foxp3(+)CD4(+) T cells in the same microenvironment. 40-60% of IL-8(+)Foxp3(+)CD4(+) T cells exhibit naive phenotype and express CD127, whereas IL-8(-)Foxp3(+)CD4(+) cells are basically memory T cells and express minimal CD127. The levels of CXCR5 expression are higher in IL-8(+)Foxp3(+) cells than in IL-8(-)Foxp3(+) cells. IL-2 and TGFβ induce IL-8(+)Foxp3(+) T cells. Exogenous Foxp3 expression promotes IL-8(+)Foxp3(+) T cells and inhibits effector cytokine IFNγ and IL-2 expression. Furthermore, Foxp3 binds to IL-8 proximal promoter and increases its activity. Functionally, IL-8(+)Foxp3(+) T cells inhibit T cell proliferation and effector cytokine production, but stimulate inflammatory cytokine production in the colon tissues, and promote neutrophil trafficking through IL-8. Thus, IL-8(+)Foxp3(+) cells may be an "inflammatory" Treg subset, and possess inflammatory and immunosuppressive dual biological activities. Given their dual roles and localization, these cells may be in a unique position to support tumor initiation and development in human chronic inflammatory environment.
Collapse
Affiliation(s)
- Ilona Kryczek
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA; Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Lin Wang
- Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine , Wuhan, China
| | - Ke Wu
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA; Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine, Wuhan, China
| | - Wei Li
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA; Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine, Wuhan, China
| | - Ende Zhao
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA; Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine, Wuhan, China
| | - Tracy Cui
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Shuang Wei
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Yan Liu
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Yin Wang
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Linda Vatan
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Wojciech Szeliga
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan , Ann Arbor, MI, USA
| | - Jacek Roliński
- Department of Clinical Immunology, Medical University of Lublin, Lublin, Poland; 2nd Department of General Surgery, Medical University of Lublin, Lublin, Poland
| | - Witold Zgodzinski
- 2nd Department of General Surgery, Medical University of Lublin , Lublin, Poland
| | - Emina Huang
- Department of Colorectal Surgery, Cleveland Clinic, Western Reserve University , Cleveland, Ohio, USA
| | - Kaixiong Tao
- Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine , Wuhan, China
| | - Guobin Wang
- Departments of Clinical Laboratory and Surgery, and Medical Research Center, Union Hospital, Huazhong University of Science and Technology School of Medicine , Wuhan, China
| | - Weiping Zou
- Department of Surgery, University of Michigan , Ann Arbor, MI, USA
| |
Collapse
|
40
|
Snider NT, Portney DA, Willcockson HH, Maitra D, Martin HC, Greenson JK, Omary MB. Ethanol and Acetaminophen Synergistically Induce Hepatic Aggregation and TCH346-Insensitive Nuclear Translocation of GAPDH. PLoS One 2016; 11:e0160982. [PMID: 27513663 PMCID: PMC4981434 DOI: 10.1371/journal.pone.0160982] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [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] [Received: 05/20/2016] [Accepted: 07/26/2016] [Indexed: 01/24/2023] Open
Abstract
The glycolytic enzyme glyceraldehyde-3-phosphate dehydrogenase (GAPDH) signals during cellular stress via several post-translational modifications that change its folding properties, protein-protein interactions and sub-cellular localization. We examined GAPDH properties in acute mouse liver injury due to ethanol and/or acetaminophen (APAP) treatment. Synergistic robust and time-dependent nuclear accumulation and aggregation of GAPDH were observed only in combined, but not individual, ethanol/APAP treatments. The small molecule GAPDH-targeting compound TCH346 partially attenuated liver damage possibly via mitochondrial mechanisms, and independent of nuclear accumulation and aggregation of GAPDH. These findings provide a novel potential mechanism for hepatotoxicity caused by combined alcohol and acetaminophen exposure.
Collapse
Affiliation(s)
- Natasha T. Snider
- Department of Cell Biology and Physiology, University of North Carolina, Chapel Hill, NC, 27599, United States of America
- * E-mail:
| | - Daniel A. Portney
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, 48109, United States of America
| | - Helen H. Willcockson
- Department of Cell Biology and Physiology, University of North Carolina, Chapel Hill, NC, 27599, United States of America
| | - Dhiman Maitra
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, 48109, United States of America
| | - Hope C. Martin
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, 48109, United States of America
| | - Joel K. Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI, 48109, United States of America
| | - M. Bishr Omary
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, 48109, United States of America
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, 48109, United States of America
- Veterans Administration Ann Arbor Health Care System, Ann Arbor, MI, 48105, United States of America
| |
Collapse
|
41
|
Rozek LS, Schmit SL, Greenson JK, Tomsho LP, Rennert HS, Rennert G, Gruber SB. Tumor-Infiltrating Lymphocytes, Crohn's-Like Lymphoid Reaction, and Survival From Colorectal Cancer. J Natl Cancer Inst 2016; 108:djw027. [PMID: 27172903 DOI: 10.1093/jnci/djw027] [Citation(s) in RCA: 146] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Accepted: 02/05/2016] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND While clinical outcomes from colorectal cancer (CRC) are influenced by stage at diagnosis and treatment, mounting evidence suggests that an enhanced lymphocytic reaction to a tumor may also be an informative prognostic indicator. METHODS The roles of intratumoral T lymphocyte infiltration (TIL), peritumoral Crohn's-like lymphoid reaction (CLR), microsatellite instability (MSI), and clinicopathological characteristics in survival from CRC were examined using 2369 incident CRCs from a population-based case-control study in northern Israel. Cox proportional hazards regression was used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs) for CRC-specific and all-cause mortality in multivariable models adjusted for age, sex, ethnicity, grade, stage, and MSI. All statistical tests were two-sided. RESULTS Tumors with TIL/high-powered field (HPF) of 2 or greater were associated with a statistically significant increase in CRC-specific (P < .001) and overall survival (P < .001) compared with tumors with TIL/HPF of less than 2. Similarly, tumors with a prominent CLR experienced better CRC-specific (P < .001) and overall survival (P < .001) as compared with those with no response. High TILs (HR = 0.76, 95% CI = 0.64 to 0.89, P < .001) and a prominent CLR (HR = 0.71, 95% CI = 0.62 to 0.80, P < .001), but not MSI, were associated with a statistically significant reduction in all-cause mortality after adjustment for established prognostic factors. CONCLUSIONS TILs and CLR are both prognostic indicators for CRC after adjusting for traditional prognostic indicators.
Collapse
Affiliation(s)
- Laura S Rozek
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Stephanie L Schmit
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Joel K Greenson
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Lynn P Tomsho
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Hedy S Rennert
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Gad Rennert
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| | - Stephen B Gruber
- Affiliations of authors: Department of Environmental Health Sciences, University of Michigan School of Public Health (LSR), and Department of Pathology (JKG) and Department of Internal Medicine (LPT), University of Michigan Medical School, Ann Arbor, MI; USC Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA (SLS, SBG); Clalit National Israeli Cancer Control Center, Haifa, Israel (HSR, GR)
| |
Collapse
|
42
|
Li W, Liu L, Gomez A, Zhang J, Ramadan A, Zhang Q, Choi SW, Zhang P, Greenson JK, Liu C, Jiang D, Virts E, Kelich SL, Chu HW, Flynn R, Blazar BR, Hanenberg H, Hanash S, Paczesny S. Proteomics analysis reveals a Th17-prone cell population in presymptomatic graft-versus-host disease. JCI Insight 2016; 1:86660. [PMID: 27195312 DOI: 10.1172/jci.insight.86660] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Gastrointestinal graft-versus-host-disease (GI-GVHD) is a life-threatening complication occurring after allogeneic hematopoietic cell transplantation (HCT), and a blood biomarker that permits stratification of HCT patients according to their risk of developing GI-GVHD would greatly aid treatment planning. Through in-depth, large-scale proteomic profiling of presymptomatic samples, we identified a T cell population expressing both CD146, a cell adhesion molecule, and CCR5, a chemokine receptor that is upregulated as early as 14 days after transplantation in patients who develop GI-GVHD. The CD4+CD146+CCR5+ T cell population is Th17 prone and increased by ICOS stimulation. shRNA knockdown of CD146 in T cells reduced their transmigration through endothelial cells, and maraviroc, a CCR5 inhibitor, reduced chemotaxis of the CD4+CD146+CCR5+ T cell population toward CCL14. Mice that received CD146 shRNA-transduced human T cells did not lose weight, showed better survival, and had fewer CD4+CD146+CCR5+ T cells and less pathogenic Th17 infiltration in the intestine, even compared with mice receiving maraviroc with control shRNA- transduced human T cells. Furthermore, the frequency of CD4+CD146+CCR5+ Tregs was increased in GI-GVHD patients, and these cells showed increased plasticity toward Th17 upon ICOS stimulation. Our findings can be applied to early risk stratification, as well as specific preventative therapeutic strategies following HCT.
Collapse
Affiliation(s)
- Wei Li
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Liangyi Liu
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | | | - Jilu Zhang
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | | | - Qing Zhang
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Sung W Choi
- University of Michigan, Ann Arbor, Michigan, USA
| | - Peng Zhang
- University of Michigan, Ann Arbor, Michigan, USA
| | | | - Chen Liu
- Rutgers-Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Di Jiang
- National Jewish Health, Denver, Colorado, USA
| | - Elizabeth Virts
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | | | | | - Ryan Flynn
- University of Minnesota, Minneapolis, Minnesota, USA
| | | | - Helmut Hanenberg
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | | | - Sophie Paczesny
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| |
Collapse
|
43
|
Hardiman KM, Ulintz PJ, Kuick RD, Hovelson DH, Gates CM, Bhasi A, Rodrigues Grant A, Liu J, Cani AK, Greenson JK, Tomlins SA, Fearon ER. Intra-tumor genetic heterogeneity in rectal cancer. J Transl Med 2016; 96:4-15. [PMID: 26568296 PMCID: PMC4695247 DOI: 10.1038/labinvest.2015.131] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [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] [Received: 11/21/2014] [Revised: 09/25/2015] [Accepted: 09/28/2015] [Indexed: 01/04/2023] Open
Abstract
Colorectal cancer arises in part from the cumulative effects of multiple gene lesions. Recent studies in selected cancer types have revealed significant intra-tumor genetic heterogeneity and highlighted its potential role in disease progression and resistance to therapy. We hypothesized the existence of significant intra-tumor genetic heterogeneity in rectal cancers involving variations in localized somatic mutations and copy number abnormalities. Two or three spatially disparate regions from each of six rectal tumors were dissected and subjected to the next-generation whole-exome DNA sequencing, Oncoscan SNP arrays, and targeted confirmatory sequencing and analysis. The resulting data were integrated to define subclones using SciClone. Mutant-allele tumor heterogeneity (MATH) scores, mutant allele frequency correlation, and mutation percent concordance were calculated, and copy number analysis including measurement of correlation between samples was performed. Somatic mutations profiles in individual cancers were similar to prior studies, with some variants found in previously reported significantly mutated genes and many patient-specific mutations in each tumor. Significant intra-tumor heterogeneity was identified in the spatially disparate regions of individual cancers. All tumors had some heterogeneity but the degree of heterogeneity was quite variable in the samples studied. We found that 67-97% of exonic somatic mutations were shared among all regions of an individual's tumor. The SciClone computational method identified 2-8 shared and unshared subclones in the spatially disparate areas in each tumor. MATH scores ranged from 7 to 41. Allele frequency correlation scores ranged from R(2)=0.69-0.96. Measurements of correlation between samples for copy number changes varied from R(2)=0.74-0.93. All tumors had some heterogeneity, but the degree was highly variable in the samples studied. The occurrence of significant intra-tumor heterogeneity may allow selected tumors to have a genetic reservoir to draw from in their evolutionary response to therapy and other challenges.
Collapse
Affiliation(s)
- Karin M Hardiman
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Peter J Ulintz
- Department of Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Rork D Kuick
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Daniel H Hovelson
- Department of Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | | | - Ashwini Bhasi
- Department of Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | | | - Jianhua Liu
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Andi K Cani
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Scott A Tomlins
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA.,Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Eric R Fearon
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA.,Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
44
|
Li H, Sun GY, Zhao Y, Thomas D, Greenson JK, Zalupski MM, Ben-Josef E, Sun Y. DEPTOR has growth suppression activity against pancreatic cancer cells. Oncotarget 2015; 5:12811-9. [PMID: 25544749 PMCID: PMC4350351 DOI: 10.18632/oncotarget.2659] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [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] [Received: 08/26/2014] [Accepted: 10/27/2014] [Indexed: 12/11/2022] Open
Abstract
DEPTOR was reported as a naturally occurring inhibitor of mTORC1 and mTORC2. The role of DEPTOR in the growth and survival of pancreatic cancer cells has not previously been determined. Here we report that while DEPTOR shows a cytoplasmic expression in both normal pancreatic acinar and islet cells in a patchy manner, its expression is reduced in PanIN1 and PanIN2 and completely lost in 100 out of 101 pancreatic ductal adenocarcinoma (PDAC) tissues. Ectopic DEPTOR expression in two pancreatic cancer cell lines, Panc-1 and Miapaca-2, caused a significant 1) suppression of anchorage-dependent growth in monolayer culture, particularly under conditions with growth factor deprivation; 2) decreased clonogenic survival, and 3) suppressed anchorage-independent growth in soft agar. These effects are attributable to moderate induction of apoptosis and growth arrest at the S and G2/M phases, in a cell line dependent manner. Furthermore, ectopic DEPTOR expression moderately inhibited mTORC1 activity, as demonstrated by reduced phosphorylation of S6K, S6, and 4E-BP1. Taken together, these data suggest that DEPTOR has a tumor suppressive activity against pancreatic cancer cells, and its loss of expression may contribute to pancreatic tumorigenesis.
Collapse
Affiliation(s)
- Hua Li
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Grace Y Sun
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Yongchao Zhao
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Dafydd Thomas
- Department of Pathology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Mark M Zalupski
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Edgar Ben-Josef
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Yi Sun
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, University of Michigan, Ann Arbor, MI 48109, USA. Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, P.R. China
| |
Collapse
|
45
|
McDaniel AS, Palanisamy N, Smith SC, Robinson DR, Wu YM, Chinnaiyan AM, McHugh JB, Greenson JK, Kunju LP. A subset of solitary fibrous tumors express nuclear PAX8 and PAX2: a potential diagnostic pitfall. Histol Histopathol 2015; 31:223-30. [PMID: 26404914 DOI: 10.14670/hh-11-670] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Solitary fibrous tumor (SFT), a mesenchymal neoplasm with widespread anatomic distribution, can be diagnostically challenging in limited samples. We recently encountered an aspirate of a pancreatic mass, incorrectly interpreted as metastatic renal cell carcinoma based on strong PAX8 expression by immunohistochemistry (IHC). After resection, morphologic features with additional IHC (CD34 positivity) correctly identified this lesion as a SFT. PAX8 and PAX2 are commonly used as renal tumor markers; however, no series has investigated PAX8 or PAX2 expression in SFT. IHC for PAX8 and PAX2 was performed on 41 SFTs (biopsy and resections) from varying sites. Eight were histologically malignant and eight were recurrences of previous resections. PAX8 staining was observed at least focally in 26.8% (11 of 41) SFT cases; additionally, PAX2 was positive in 12.2% (5 of 41 cases) of SFTs. For PAX8 and PAX2 positive cases 45.6% and 40%, respectively, showed diffuse expression. No correlation was found between PAX8/PAX2 positivity and age, tumor size, site, malignancy, or recurrence. In conclusion, a substantial minority of SFTs express PAX8 and PAX2 via IHC. This presents a diagnostic pitfall when evaluating possible metastases from the kidney, particularly when primary tumors show sarcomatoid or spindle cell morphologies.
Collapse
Affiliation(s)
- Andrew S McDaniel
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Nallasivam Palanisamy
- Michigan Center for Translational Pathology and Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Steven C Smith
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Dan R Robinson
- Michigan Center for Translational Pathology and Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Yi-Mi Wu
- Michigan Center for Translational Pathology and Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Arul M Chinnaiyan
- Michigan Center for Translational Pathology, Department of Pathology, Department of Urology, Comprehensive Cancer Center and Howard Hughes Medical Institute, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Jonathan B McHugh
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Joel K Greenson
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Lakshmi P Kunju
- Michigan Center for Translational Pathology, Department of Pathology and Comprehensive Cancer Center, University of Michigan Medical School, Ann Arbor, MI, USA.
| |
Collapse
|
46
|
Abstract
Tropical sprue (TS) is a malabsorption syndrome of presumed infectious aetiology that affects residents of (or visitors to) the tropics. The histological changes of TS are similar to those of coeliac disease, with increased intraepithelial lymphocytes being central to both. Unlike in coeliac disease, however, a completely flat small bowel biopsy is uncommon in TS. TS typically involves the terminal ileum, whereas coeliac disease does not. Small intestinal bacterial overgrowth (SIBO) has been defined as an increase in number and/or a change in the type of bacteria in the upper gut. Conditions that predispose to SIBO are largely those that decrease or interfere with small bowel motility. The mucosal histology is variable, and may include modest villous blunting accompanied by increased lamina propria and epithelial inflammation. Autoimmune enteropathy (AE) is a family of rare diseases that share common themes such as immunodeficiency states and autoantibodies. AE cases typically have marked villous atrophy similar to that in fully developed coeliac disease, but they lack the intense surface epithelial lymphocytosis. Apoptosis and lymphocyte infiltration at the base of the crypts, crypt abscesses and cryptitis are also seen. Patients with anti-goblet cell antibodies can have a lack of goblet cells, endocrine cells, and Paneth cells.
Collapse
|
47
|
Lin J, Cummings OW, Greenson JK, House MG, Liu X, Nalbantoglu I, Pai R, Davidson DD, Reuss SA. IgG4-related sclerosing cholangitis in the absence of autoimmune pancreatitis mimicking extrahepatic cholangiocarcinoma. Scand J Gastroenterol 2015; 50:447-53. [PMID: 25635498 DOI: 10.3109/00365521.2014.962603] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [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] [Indexed: 02/04/2023]
Abstract
AIMS IgG4-related sclerosing cholangitis in extrahepatic bile ducts in the absence of autoimmune pancreatitis (AIP) is rare and is poorly studied. Herein, we present the clinicopathological features of four cases of IgG4-related sclerosing cholangitis. METHODS AND RESULTS The clinicopathological features of IgG4-related sclerosing cholangitis were compared with those of IgG4-related sclerosing cholangitis with AIP (n = 7), extrahepatic cholangiocarcinoma (n = 29), primary sclerosing cholangitis (n = 40), and secondary sclerosing cholangitis (n = 12). Several histomorphologic features distinguish IgG4-related sclerosing cholangitis, including a marked degree of bile duct injury, a higher percentage of lymphoid follicle formation, a higher percentage of perineuritis, and a more diffuse and dense lymphoplasmacytic infiltrate. All four cases of IgG4-related sclerosing cholangitis occurred exclusively in males. Of these cases, none had IgG4 serology checked preoperatively, and all had a preoperative diagnosis of extrahepatic cholangiocarcinoma. Clinical follow-up was available in 2 patients with a mean time of 11 months. Follow-up confirmed the benign course of the disease as the patients showed no evidence of relapse. IgG4-related conditions, including sclerosing cholecystitis and retroperitoneal fibrosis, were noted in three patients. CONCLUSIONS IgG4-related sclerosing cholangitis in the absence of AIP presents as a distinct and under-recognized disease that mimics extrahepatic cholangiocarcinoma clinically. Awareness of this entity is essential to avoid erroneously diagnosing malignancy. The current threshold of 10 IgG4-positive plasma cells/high-power field (HPF) in the biopsy is not specific enough to exclude cholangiocarcinoma. Therefore, we suggest the diagnostic cut-off to be 50 IgG4-positive plasma cells/HPF in the biopsy.
Collapse
Affiliation(s)
- Jingmei Lin
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine , Indianapolis, IN , USA
| | | | | | | | | | | | | | | | | |
Collapse
|
48
|
Shulman HM, Cardona DM, Greenson JK, Hingorani S, Horn T, Huber E, Kreft A, Longerich T, Morton T, Myerson D, Prieto VG, Rosenberg A, Treister N, Washington K, Ziemer M, Pavletic SZ, Lee SJ, Flowers MED, Schultz KR, Jagasia M, Martin PJ, Vogelsang GB, Kleiner DE. NIH Consensus development project on criteria for clinical trials in chronic graft-versus-host disease: II. The 2014 Pathology Working Group Report. Biol Blood Marrow Transplant 2015; 21:589-603. [PMID: 25639770 DOI: 10.1016/j.bbmt.2014.12.031] [Citation(s) in RCA: 172] [Impact Index Per Article: 19.1] [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: 12/24/2014] [Accepted: 12/24/2014] [Indexed: 12/17/2022]
Abstract
The 2005 National Institute of Health (NIH) Consensus Conference outlined histopathological diagnostic criteria for the major organ systems affected by both acute and chronic graft-versus-host disease (GVHD). The 2014 Consensus Conference led to this updated document with new information from histopathological studies of GVHD in the gut, liver, skin, and oral mucosa and an expanded discussion of GVHD in the lungs and kidneys. The recommendations for final histological diagnostic categories have been simplified from 4 categories to 3: no GVHD, possible GVHD, and likely GVHD, based on better reproducibility achieved by combining the previous categories of "consistent with GVHD" and "definite GVHD" into the single category of "likely GVHD." Issues remain in the histopathological characterization of GVHD, particularly with respect to the threshold of histological changes required for diagnostic certainty. Guidance is provided for the incorporation of biopsy information into prospective clinical studies of GVHD, particularly with respect to biomarker validation.
Collapse
Affiliation(s)
- Howard M Shulman
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Diana M Cardona
- Department of Pathology, Duke University Medical Center, Durham, North Carolina
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Sangeeta Hingorani
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington; Departments of Pediatrics, Gastroenterology and Pathology, University of Washington, Seattle, Washington; Seattle Children's Hospital, Seattle, Washington
| | - Thomas Horn
- Department of Dermatology, Massachusetts General Hospital, Boston, Massachusetts
| | - Elisabeth Huber
- Institute of Pathology, University of Regensburg, Regensburg, Germany
| | - Andreas Kreft
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | - Thomas Longerich
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - Thomas Morton
- Departments of Pediatrics, Gastroenterology and Pathology, University of Washington, Seattle, Washington
| | - David Myerson
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington; Department of Pathology, University of Washington, Seattle, Washington
| | - Victor G Prieto
- Department of Pathology, University of Texas M.D. Anderson Cancer Center, Houston, Texas
| | - Avi Rosenberg
- Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Nathaniel Treister
- Division of Oral Medicine and Dentistry, Dana-Farber/Brigham and Women's Cancer Center, Boston, Massachusetts
| | - Kay Washington
- Department of Pathology, Microbiology and Immunology, Vanderbilt University, Nashville, Tennessee
| | - Mirjana Ziemer
- Department of Dermatology, University Hospital of Leipzig, Leipzig, Germany
| | - Steven Z Pavletic
- Experimental Transplantation and Immunology Branch, National Cancer Institute, Bethesda, Maryland
| | - Stephanie J Lee
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Mary E D Flowers
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Kirk R Schultz
- Department of Pediatrics, BC Children's Hospital/University of British Columbia, Vancouver, British Columbia
| | - Madan Jagasia
- Division of Hematology-Oncology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Paul J Martin
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Georgia B Vogelsang
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - David E Kleiner
- Department of Pathology, University of Texas M.D. Anderson Cancer Center, Houston, Texas.
| |
Collapse
|
49
|
Rassbach W, Rubenstein JH, Elkins M, DeMatos V, Greenson JK, Greenhawt M. Age-based differences in the diagnosis and management of esophageal eosinophilia. J Allergy Clin Immunol Pract 2014; 3:81-87.e1. [PMID: 25577623 DOI: 10.1016/j.jaip.2014.06.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 02/17/2014] [Revised: 06/03/2014] [Accepted: 06/14/2014] [Indexed: 12/19/2022]
Abstract
BACKGROUND Eosinophilic esophagitis (EoE) is hallmarked by esophageal eosinophilia, >15 eosinophils(eos)/high-powered field (hpf), unresponsive to acid inhibition, and varied symptomatology. EoE consensus guidelines do not discriminate based on age for initiating treatment. OBJECTIVE To evaluate if age-related differences exist in managing esophageal eosinophilia and EoE within a university population. METHODS In a retrospective cohort study from a referral center, the medical records of 426 pediatric and adult patients with at least 1 presenting symptom of esophagitis, reflux, or upper gastrointestinal dysfunction, who underwent esophageal biopsy between 2009 and 2011 were analyzed for age-based differences in care in diagnosing and managing esophageal eosinophilia. RESULTS For these patients, 79.6% (336/426) had ≥15 eos/hpf in biopsy specimens, which was not associated with age. Significantly fewer adults than children with ≥15 eos/hpf were diagnosed with EoE (P < .001), referred for allergy evaluation (P < .001), started on swallowed steroid therapy (P < .001), or underwent repeated biopsy (P < .001). Increasing age, atopy, and increasing biopsy peak eos count moderated these effects, but the adjusted predicted probabilities for these outcomes were significantly lower among adults. Restriction for an 8-week prebiopsy proton-pump inhibitor trial did not alter the age-based relationships for an allergy referral or repeated biopsy. CONCLUSIONS Numerous age-based differences in the management of symptomatic patients with esophageal eosinophilia existed in this cohort. Adults were significantly less likely than children to receive a clinical diagnosis of EoE, allergy referral, or steroid treatment, or to have a repeated biopsy. Even when stratified for an 8-week prebiopsy proton-pump inhibitor trial, advancing age was associated with lower odds of referral or repeated biopsy. Further study is necessary to better understand why discrepancies exist and their potential ramifications.
Collapse
Affiliation(s)
- Whitney Rassbach
- Division of Allergy and Clinical Immunology, The Ichan School of Medicine at Mount Sinai, New York, NY; Department of Medicine and Pediatrics, The University of Michigan Health System, Ann Arbor, Mich
| | - Joel H Rubenstein
- Division of Gastroenterology, Department of Internal Medicine, The University of Michigan Medical School, Ann Arbor, Mich
| | - Matthew Elkins
- Department of Pathology, SUNY Upstate Medical University, Syracuse, NY; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Mich
| | - Vera DeMatos
- Division of Gastroenterology, Department of Pediatrics, The University of Michigan Medical School, Ann Arbor, Mich
| | - Joel K Greenson
- Department of Pathology, The University of Michigan Medical School, Ann Arbor, Mich
| | - Matthew Greenhawt
- The University of Michigan Food Allergy Center; Ann Arbor, Mich; Division of Allergy and Clinical Immunology, Department of Internal Medicine, The University of Michigan Medical School, Ann Arbor, Mich; Department of Pediatrics, Child Health Evaluation and Research Unit, The University of Michigan Medical School, Ann Arbor, Mich.
| |
Collapse
|
50
|
Cuneo KC, Chenevert TL, Ben-Josef E, Feng MU, Greenson JK, Hussain HK, Simeone DM, Schipper MJ, Anderson MA, Zalupski MM, Al-Hawary M, Galban CJ, Rehemtulla A, Feng FY, Lawrence TS, Ross BD. A pilot study of diffusion-weighted MRI in patients undergoing neoadjuvant chemoradiation for pancreatic cancer. Transl Oncol 2014; 7:644-9. [PMID: 25389460 PMCID: PMC4225651 DOI: 10.1016/j.tranon.2014.07.005] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [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: 07/15/2014] [Accepted: 07/18/2014] [Indexed: 12/16/2022] Open
Abstract
PURPOSE: In the current study we examined the ability of diffusion MRI (dMRI) to predict pathologic response in pancreatic cancer patients receiving neoadjuvant chemoradiation. METHODS: We performed a prospective pilot study of dMRI in patients with resectable pancreatic cancer. Patients underwent dMRI prior to neoadjuvant chemoradiation. Surgical specimens were graded according to the percent tumor cell destruction. Apparent diffusion coefficient (ADC) maps were used to generate whole-tumor derived ADC histogram distributions and mean ADC values. The primary objective of the study was to correlate ADC parameters with pathologic and CT response. RESULTS: Ten of the 12 patients enrolled on the study completed chemoradiation and had surgery. Three were found to be unresectable at the time of surgery and no specimen was obtained. Out of the 7 patients who underwent pancreaticoduodenectomy, 3 had a grade III histopathologic response (> 90% tumor cell destruction), 2 had a grade IIB response (51% to 90% tumor cell destruction), 1 had a grade IIA response (11% to 50% tumor cell destruction), and 1 had a grade I response (> 90% viable tumor). Median survival for patients with a grade III response, grade I-II response, and unresectable disease were 25.6, 18.7, and 6.1 months, respectively. There was a significant correlation between pre-treatment mean tumor ADC values and the amount of tumor cell destruction after chemoradiation with a Pearson correlation coefficient of 0.94 (P = .001). Mean pre-treatment ADC was 161 × 10− 5 mm2/s (n = 3) in responding patients (> 90% tumor cell destruction) compared to 125 × 10− 5 mm2/s (n = 4) in non-responding patients (> 10% viable tumor). CT imaging showed no significant change in tumor size in responders or non-responders. CONCLUSIONS: dMRI may be useful to predict response to chemoradiation in pancreatic cancer. In our study, tumors with a low ADC mean value at baseline responded poorly to standard chemoradiation and would be candidates for intensified therapy.
Collapse
Affiliation(s)
- Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI ; Department of Radiation Oncology, Ann Arbor Veterans Affairs Hospital, Ann Arbor, MI
| | | | - Edgar Ben-Josef
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | - Mary U Feng
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | - Joel K Greenson
- Department of Pathology, University of Michigan, Ann Arbor, MI
| | - Hero K Hussain
- Department of Radiology, University of Michigan, Ann Arbor, MI
| | - Diane M Simeone
- Department of Surgery, University of Michigan, Ann Arbor, MI
| | | | - Michelle A Anderson
- Department of Medicine-Gastroenterology, University of Michigan, Ann Arbor, MI
| | - Mark M Zalupski
- Department of Medicine-Oncology, University of Michigan, Ann Arbor, MI
| | | | - Craig J Galban
- Department of Radiology, University of Michigan, Ann Arbor, MI ; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI
| | | | - Felix Y Feng
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | | | - Brian D Ross
- Department of Radiology, University of Michigan, Ann Arbor, MI
| |
Collapse
|