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Discovery of common and rare genetic risk variants for colorectal cancer

JR. Huyghe, SA. Bien, TA. Harrison et.al.

. 2019 ; 51 (1) : 76-87. [pub] 20181203

Language English Country United States

Document type Journal Article, Meta-Analysis

Grant support
R01 CA059045 NCI NIH HHS - United States
R01 CA197350 NCI NIH HHS - United States
R35 CA197735 NCI NIH HHS - United States
R01 CA204279 NCI NIH HHS - United States
P30 CA015704 NCI NIH HHS - United States
K01 DK110267 NIDDK NIH HHS - United States
R01 CA160356 NCI NIH HHS - United States
R01 CA189184 NCI NIH HHS - United States
U01 CA137088 NCI NIH HHS - United States
K23 DK103119 NIDDK NIH HHS - United States
U01 CA164930 NCI NIH HHS - United States
R21 CA191312 NCI NIH HHS - United States
U01 CA206110 NCI NIH HHS - United States
U01 CA185094 NCI NIH HHS - United States
P30 CA014089 NCI NIH HHS - United States
R01 CA081488 NCI NIH HHS - United States
R01 CA201407 NCI NIH HHS - United States
R01 CA207371 NCI NIH HHS - United States
K05 CA152715 NCI NIH HHS - United States
10822 Cancer Research UK - United Kingdom
S10 OD020069 NIH HHS - United States
10119 Cancer Research UK - United Kingdom
P01 CA196569 NCI NIH HHS - United States
10589 Cancer Research UK - United Kingdom
HHSN268201200008I NHLBI NIH HHS - United States
U01 CA152756 NCI NIH HHS - United States
R01 CA193677 NCI NIH HHS - United States
MR/L01629X/1 Medical Research Council - United Kingdom
P30 CA042014 NCI NIH HHS - United States
U19 CA148107 NCI NIH HHS - United States
10124 Cancer Research UK - United Kingdom
NV15-27580A MZ0 CEP Register
NV15-27580A MZ0 CEP Register

To further dissect the genetic architecture of colorectal cancer (CRC), we performed whole-genome sequencing of 1,439 cases and 720 controls, imputed discovered sequence variants and Haplotype Reference Consortium panel variants into genome-wide association study data, and tested for association in 34,869 cases and 29,051 controls. Findings were followed up in an additional 23,262 cases and 38,296 controls. We discovered a strongly protective 0.3% frequency variant signal at CHD1. In a combined meta-analysis of 125,478 individuals, we identified 40 new independent signals at P < 5 × 10-8, bringing the number of known independent signals for CRC to ~100. New signals implicate lower-frequency variants, Krüppel-like factors, Hedgehog signaling, Hippo-YAP signaling, long noncoding RNAs and somatic drivers, and support a role for immune function. Heritability analyses suggest that CRC risk is highly polygenic, and larger, more comprehensive studies enabling rare variant analysis will improve understanding of biology underlying this risk and influence personalized screening strategies and drug development.

Behavioral and Epidemiology Research Group American Cancer Society Atlanta GA USA

Biomedical Informatics Program Stanford University Stanford CA USA

Broad Institute of Harvard and MIT Cambridge MA USA 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 Harvard Medical School Boston MA USA Department of Oncologic Pathology Dana Farber Cancer Institute Boston MA USA

Cancer Epidemiology and Intelligence Division Cancer Council Victoria Melbourne Victoria Australia Menzies Institute for Medical Research University of Tasmania Hobart Tasmania Australia

Cancer Epidemiology Unit Nuffield Department of Population Health University of Oxford Oxford UK

Cancer Prevention and Control Program Catalan Institute of Oncology IDIBELL L'Hospitalet de Llobregat Barcelona Spain CIBER de Epidemiología y Salud Pública Madrid Spain Department of Clinical Sciences Faculty of Medicine University of Barcelona Barcelona Spain

Cancer Prevention and Control Program Catalan Institute of Oncology IDIBELL L'Hospitalet de Llobregat Barcelona Spain CIBER de Epidemiología y Salud Pública Madrid Spain Department of Clinical Sciences Faculty of Medicine University of Barcelona Barcelona Spain Colorectal Cancer Group ONCOBELL Program Bellvitge Biomedical Research Institute IDIBELL Hospitalet de Llobregat Barcelona Spain

Cancer Prevention and Control Program Catalan Institute of Oncology IDIBELL L'Hospitalet de Llobregat Barcelona Spain Gastroenterology Department Bellvitge University Hospital L'Hospitalet de Llobregat Barcelona Spain Colorectal Cancer Group ONCOBELL Program Bellvitge Biomedical Research Institute IDIBELL Hospitalet de Llobregat Barcelona Spain

Cancer Risk Factors and Life Style Epidemiology Unit Institute of Cancer Research Prevention and Clinical Network ISPRO Florence Italy

Center for Community Health Integration and Case Comprehensive Cancer Center Case Western Reserve University Cleveland OH USA

Center for Gastrointestinal Biology and Disease University of North Carolina Chapel Hill NC USA

Center for Inherited Disease Research Institute of Genetic Medicine Johns Hopkins University Baltimore MD USA

Center for Public Health Genomics University of Virginia Charlottesville VA USA

Center for Statistical Genetics Department of Molecular and Human Genetics Baylor College of Medicine Houston TX USA

Centre for Cancer Genetic Epidemiology Department of Oncology University of Cambridge Cambridge UK

Centre for Epidemiology and Biostatistics Melbourne School of Population and Global Health The University of Melbourne Melbourne Victoria Australia

Centre for Epidemiology and Biostatistics Melbourne School of Population and Global Health The University of Melbourne Melbourne Victoria Australia Cancer Epidemiology and Intelligence Division Cancer Council Victoria Melbourne Victoria Australia

Centre for Epidemiology and Biostatistics Melbourne School of Population and Global Health The University of Melbourne Melbourne Victoria Australia Department of Epidemiology School of Public Health and Institute of Health and Environment Seoul National University Seoul South Korea

CIBER de Epidemiología y Salud Pública Madrid Spain Department of Epidemiology Regional Health Council IMIB Arrixaca Murcia University Murcia Spain

CIBER de Epidemiología y Salud Pública Madrid Spain Escuela Andaluza de Salud Pública Instituto de Investigación Biosanitaria ibs GRANADA Hospitales Universitarios de Granada Universidad de Granada Granada Spain

CIBER de Epidemiología y Salud Pública University of León León Spain

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

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

Clinical Research Division Fred Hutchinson Cancer Research Center Seattle WA USA

Colorectal Oncogenomics Group Department of Clinical Pathology The University of Melbourne Parkville Victoria Australia University of Melbourne Centre for Cancer Research Victorian Comprehensive Cancer Centre Parkville Victoria Australia Genomic Medicine and Family Cancer Clinic Royal Melbourne Hospital Parkville Victoria Australia

Department of Biostatistics and Center for Statistical Genetics University of Michigan Ann Arbor MI USA

Department of Biostatistics University of Washington Seattle WA USA

Department of Cancer Biology and Genetics and the Comprehensive Cancer Center The Ohio State University Columbus OH USA

Department of Cancer Epidemiology H Lee Moffitt Cancer Center and Research Institute Tampa FL USA

Department of Clinical Genetics Karolinska University Hospital Stockholm Sweden Department of Molecular Medicine and Surgery Karolinska Institutet Stockholm Sweden

Department of Community Medicine and Epidemiology Lady Davis Carmel Medical Center Haifa Israel

Department of Community Medicine and Epidemiology Lady Davis Carmel Medical Center Haifa Israel Clalit National Cancer Control Center Haifa Israel Ruth and Bruce Rappaport Faculty of Medicine Technion Israel Institute of Technology Haifa Israel

Department of Computer Science Stanford University Stanford CA USA

Department of Computer Science Stanford University Stanford CA USA Department of Genetics Stanford University Stanford CA USA

Department of Epidemiology and Biostatistics Imperial College London London UK Department of Surgery and Cancer Imperial College London London UK

Department of Epidemiology German Institute of Human Nutrition Potsdam Rehbrücke Germany

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

Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Johns Hopkins University Baltimore MD USA

Department of Epidemiology University of Michigan Ann Arbor MI USA

Department of General and Thoracic Surgery University Hospital Schleswig Holstein Campus Kiel Kiel Germany

Department of Genetics and Genome Sciences Case Western Reserve University School of Medicine Case Comprehensive Cancer Center Cleveland OH USA

Department of Genetics Stanford University Stanford CA USA

Department of Genome Sciences University of Washington Seattle WA USA

Department of Haematology Oncology National University Cancer Institute Singapore Singapore Cancer Science Institute of Singapore National University of Singapore Singapore Singapore

Department of Health Science Research Mayo Clinic Scottsdale AZ USA

Department of Hematology Oncology Chonnam National University Hospital Hwasun South Korea

Department of Internal Medicine University of Utah Salt Lake City UT USA

Department of Medicine 1 University Hospital Dresden Technische Universität Dresden Dresden Germany

Department of Medicine and Epidemiology University of Pittsburgh Medical Center Pittsburgh PA USA

Department of Medicine Division of Endocrinology Diabetes and Metabolism The Ohio State University Columbus OH USA

Department of Medicine Memorial Sloan Kettering Cancer Center New York NY USA

Department of Medicine Samuel Oschin Comprehensive Cancer Institute Cedars Sinai Medical Center Los Angeles CA USA Department of Preventive Medicine Keck School of Medicine University of Southern California Los Angeles CA USA

Department of Medicine University of North Carolina School of Medicine Chapel Hill NC USA

Department of Molecular Biology of Cancer Institute of Experimental Medicine of the Czech Academy of Sciences Prague Czech Republic Institute of Biology and Medical Genetics 1st Faculty of Medicine Charles University Prague Czech Republic Faculty of Medicine and Biomedical Center in Pilsen Charles University Pilsen Czech Republic

Department of Molecular Biology of Cancer Institute of Experimental Medicine of the Czech Academy of Sciences Prague Czech Republic Italian Institute for Genomic Medicine Turin Italy

Department of Population and Quantitative Health Sciences Case Western Reserve University Cleveland OH USA

Department of Preventive Medicine Chonnam National University Medical School Gwangju Korea

Department of Preventive Medicine Chonnam National University Medical School Gwangju Korea Jeonnam Regional Cancer Center Chonnam National University Hwasun Hospital Hwasun Korea

Department of Preventive Medicine USC Norris Comprehensive Cancer Center Keck School of Medicine University of Southern California Los Angeles CA USA

Department of Public Health and Primary Care University of Cambridge Cambridge UK

Department of Public Health and Primary Care University of Cambridge Cambridge UK Centre for Cancer Genetic Epidemiology Department of Oncology University of Cambridge Cambridge UK

Department of Public Health Solutions National Institute for Health and Welfare Helsinki Finland

Department of Radiation Sciences Oncology Unit Umeå University Umeå Sweden

Department of Surgery Chonnam National University Hwasun Hospital and Medical School Hwasun Korea

Departments of Cancer Biology and Genetics and Internal Medicine Comprehensive Cancer Center The Ohio State University Columbus OH USA

Departments of Medicine and Genetics Case Comprehensive Cancer Center Case Western Reserve University and University Hospitals of Cleveland Cleveland OH USA

Division of Cancer Control and Population Sciences National Cancer Institute Bethesda MD USA

Division of Cancer Epidemiology and Genetics National Cancer Institute National Institutes of Health Bethesda MD USA

Division of Cancer Epidemiology German Cancer Research Center Hamburg Germany

Division of Cancer Epidemiology German Cancer Research Center Heidelberg Germany

Division of Clinical Epidemiology and Aging Research German Cancer Research Center Heidelberg Germany

Division of Clinical Epidemiology and Aging Research German Cancer Research Center Heidelberg Germany Medical Faculty University of Heidelberg Heidelberg Germany

Division of Epidemiology and Community Health University of Minnesota Minneapolis MN USA

Division of Epidemiology Department of Medicine Vanderbilt Ingram Cancer Center Vanderbilt Epidemiology Center Vanderbilt University School of Medicine Nashville TN USA

Division of Epidemiology Department of Population Health New York University School of Medicine New York NY USA

Division of Epidemiology Vanderbilt Epidemiology Center Vanderbilt University School of Medicine Nashville TN USA

Division of Gastroenterology Massachusetts General Hospital and Harvard Medical School Boston 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 Broad Institute of Harvard and MIT Cambridge 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 Clinical and Translational Epidemiology Unit Massachusetts General Hospital and Harvard Medical School Boston MA USA

Division of Hematology University of Toronto Toronto Ontario Canada

Division of Human Genetics Department of Internal Medicine The Ohio State University Comprehensive Cancer Center Columbus OH USA

Division of Human Nutrition and Health Wageningen University and Research Wageningen The Netherlands

Division of Laboratory Genetics Department of Laboratory Medicine and Pathology Mayo Clinic Rochester MN USA

Division of Oncology Department of Medicine Stanford University Stanford CA USA

Division of Research Kaiser Permanente Medical Care Program Oakland CA USA

Epidemiology and Prevention Unit Fondazione IRCCS Istituto Nazionale dei Tumori Milan Italy

Gastroenterology Department Hospital Clínic Institut d'Investigacions Biomèdiques August Pi i Sunyer University of Barcelona Barcelona Spain

Genetic Epidemiology Laboratory Department of Pathology The University of Melbourne Melbourne Australia

Genomic Medicine and Family Cancer Clinic Royal Melbourne Hospital Parkville Victoria Australia Centre for Epidemiology and Biostatistics Melbourne School of Population and Global Health The University of Melbourne Melbourne Victoria Australia

Genomics Shared Resource Fred Hutchinson Cancer Research Center Seattle WA USA

Hellenic Health Foundation Athens Greece WHO Collaborating Center for Nutrition and Health Unit of Nutritional Epidemiology and Nutrition in Public Health Department of Hygiene Epidemiology and Medical Statistics School of Medicine National and Kapodistrian University of Athens Athens Greece

Huntsman Cancer Institute and Department of Population Health Sciences University of Utah Salt Lake City UT USA

Institute for Health Research Kaiser Permanente Colorado Denver CO USA

Institute of Cancer Research Department of Medicine 1 Medical University of Vienna Vienna Austria

Institute of Environmental Medicine Karolinska Institutet Stockholm Sweden

Institute of Environmental Medicine Karolinska Institutet Stockholm Sweden Department of Surgical Sciences Uppsala University Uppsala Sweden

Institute of Epidemiology PopGen Biobank Christian Albrechts University Kiel Kiel Germany

International Agency for Research on Cancer World Health Organization Lyon France

Italian Institute for Genomic Medicine Turin Italy Department of Medical Sciences University of Turin Turin Italy

Julius Center for Health Sciences and Primary Care University Medical Center Utrecht Utrecht University Utrecht The Netherlands

Laboratoire de Mathématiques Appliquées MAP5 Facultés de Medicine Université Paris Sud UVSQ Université Paris Saclay Gustave Roussy Villejuif France

Leeds Institute of Medical Research at St James's University of Leeds Leeds UK

Lunenfeld Tanenbaum Research Institute Mount Sinai Hospital University of Toronto Toronto Ontario Canada

Memorial University of Newfoundland Discipline of Genetics St John's Newfoundland Canada

National Institute for Public Health and the Environment Bilthoven The Netherlands

Nutrition and Metabolism Section International Agency for Research on Cancer World Health Organization Lyon France

Office of Public Health Studies University of Hawaii Manoa Honolulu HI USA

Oncology Unit Hillel Yaffe Medical Center Hadera Israel

Ontario Institute for Cancer Research Toronto Ontario Canada

Public Health Sciences Division Fred Hutchinson Cancer Research Center Seattle WA USA

Public Health Sciences Division Fred Hutchinson Cancer Research Center Seattle WA USA Department of Biostatistics University of Washington Seattle WA USA

Public Health Sciences Division Fred Hutchinson Cancer Research Center Seattle WA USA Department of Epidemiology University of Washington Seattle WA USA

Public Health Sciences Division Fred Hutchinson Cancer Research Center Seattle WA USA Division of Research Kaiser Permanente Northern California Oakland CA USA

Saarland Cancer Registry Saarbrücken Germany

School of Medicine University of Dundee Dundee Scotland UK

School of Public Health Imperial College London London UK

Service de Génétique Médicale Centre Hospitalier Universitaire Nantes Nantes France

SWOG Statistical Center Fred Hutchinson Cancer Research Center Seattle WA USA

The Clalit Health Services Personalized Genomic Service Carmel Haifa Israel Department of Community Medicine and Epidemiology Lady Davis Carmel Medical Center Haifa Israel Clalit National Cancer Control Center Haifa Israel

The Clinical Epidemiology Unit Memorial University Medical School Newfoundland Canada

Translational Genomics Research Institute An Affiliate of City of Hope Phoenix AZ USA

University of Hawaii Cancer Research Center Honolulu HI USA

University of Michigan Comprehensive Cancer Center Ann Arbor MI USA

USC Norris Comprehensive Cancer Center University of Southern California Los Angeles CA USA

References provided by Crossref.org

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$a To further dissect the genetic architecture of colorectal cancer (CRC), we performed whole-genome sequencing of 1,439 cases and 720 controls, imputed discovered sequence variants and Haplotype Reference Consortium panel variants into genome-wide association study data, and tested for association in 34,869 cases and 29,051 controls. Findings were followed up in an additional 23,262 cases and 38,296 controls. We discovered a strongly protective 0.3% frequency variant signal at CHD1. In a combined meta-analysis of 125,478 individuals, we identified 40 new independent signals at P < 5 × 10-8, bringing the number of known independent signals for CRC to ~100. New signals implicate lower-frequency variants, Krüppel-like factors, Hedgehog signaling, Hippo-YAP signaling, long noncoding RNAs and somatic drivers, and support a role for immune function. Heritability analyses suggest that CRC risk is highly polygenic, and larger, more comprehensive studies enabling rare variant analysis will improve understanding of biology underlying this risk and influence personalized screening strategies and drug development.
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$a Haile, Robert W $u Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA.
700    1_
$a Hampe, Jochen $u Department of Medicine I, University Hospital Dresden, Technische Universität Dresden (TU Dresden), Dresden, Germany.
700    1_
$a Hampel, Heather $u Division of Human Genetics, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA.
700    1_
$a Harlid, Sophia $u Department of Radiation Sciences, Oncology Unit, Umeå University, Umeå, Sweden.
700    1_
$a Hayes, Richard B $u Division of Epidemiology, Department of Population Health, New York University School of Medicine, New York, NY, USA.
700    1_
$a Hofer, Philipp $u Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria.
700    1_
$a Hoffmeister, Michael $u Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.
700    1_
$a Hopper, John L $u Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia. Department of Epidemiology, School of Public Health and Institute of Health and Environment, Seoul National University, Seoul, South Korea.
700    1_
$a Hsu, Wan-Ling $u Department of Biostatistics, University of Washington, Seattle, WA, USA.
700    1_
$a Huang, Wen-Yi $u Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
700    1_
$a Hudson, Thomas J $u Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
700    1_
$a Hunter, David J $u 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.
700    1_
$a Ibañez-Sanz, Gemma $u Cancer Prevention and Control Program, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain. Gastroenterology Department, Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Spain. Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute-IDIBELL, Hospitalet de Llobregat, Barcelona, Spain.
700    1_
$a Idos, Gregory E $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Ingersoll, Roxann $u Center for Inherited Disease Research (CIDR), Institute of Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Jackson, Rebecca D $u Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, The Ohio State University, Columbus, OH, USA.
700    1_
$a Jacobs, Eric J $u Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, GA, USA.
700    1_
$a Jenkins, Mark A $u Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia.
700    1_
$a Joshi, Amit D $u 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.
700    1_
$a Joshu, Corinne E $u Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Keku, Temitope O $u Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, NC, USA.
700    1_
$a Key, Timothy J $u Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK.
700    1_
$a Kim, Hyeong Rok $u Department of Surgery, Chonnam National University Hwasun Hospital and Medical School, Hwasun, Korea.
700    1_
$a Kobayashi, Emiko $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Kolonel, Laurence N $u Office of Public Health Studies, University of Hawaii Manoa, Honolulu, HI, USA.
700    1_
$a Kooperberg, Charles $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Kühn, Tilman $u Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
700    1_
$a Küry, Sébastien $u Service de Génétique Médicale, Centre Hospitalier Universitaire (CHU) Nantes, Nantes, France.
700    1_
$a Kweon, Sun-Seog $u Department of Preventive Medicine, Chonnam National University Medical School, Gwangju, Korea. Jeonnam Regional Cancer Center, Chonnam National University Hwasun Hospital, Hwasun, Korea.
700    1_
$a Larsson, Susanna C $u Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.
700    1_
$a Laurie, Cecelia A $u Department of Biostatistics, University of Washington, Seattle, WA, USA.
700    1_
$a Le Marchand, Loic $u University of Hawaii Cancer Research Center, Honolulu, HI, USA.
700    1_
$a Leal, Suzanne M $u Center for Statistical Genetics, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.
700    1_
$a Lee, Soo Chin $u Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore. Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.
700    1_
$a Lejbkowicz, Flavio $u The Clalit Health Services, Personalized Genomic Service, Carmel, Haifa, Israel. Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel. Clalit National Cancer Control Center, Haifa, Israel.
700    1_
$a Lemire, Mathieu $u Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
700    1_
$a Li, Christopher I $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Li, Li $u Center for Community Health Integration and Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA.
700    1_
$a Lieb, Wolfgang $u Institute of Epidemiology, PopGen Biobank, Christian-Albrechts-University Kiel, Kiel, Germany.
700    1_
$a Lin, Yi $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Lindblom, Annika $u Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden. Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.
700    1_
$a Lindor, Noralane M $u Department of Health Science Research, Mayo Clinic, Scottsdale, AZ, USA.
700    1_
$a Ling, Hua $u Center for Inherited Disease Research (CIDR), Institute of Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Louie, Tin L $u Department of Biostatistics, University of Washington, Seattle, WA, USA.
700    1_
$a Männistö, Satu $u Department of Public Health Solutions, National Institute for Health and Welfare, Helsinki, Finland.
700    1_
$a Markowitz, Sanford D $u Departments of Medicine and Genetics, Case Comprehensive Cancer Center, Case Western Reserve University, and University Hospitals of Cleveland, Cleveland, OH, USA.
700    1_
$a Martín, Vicente $u CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain. Biomedicine Institute (IBIOMED), University of León, León, Spain.
700    1_
$a Masala, Giovanna $u Cancer Risk Factors and Life-Style Epidemiology Unit, Institute of Cancer Research, Prevention and Clinical Network - ISPRO, Florence, Italy.
700    1_
$a McNeil, Caroline E $u USC Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Melas, Marilena $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Milne, Roger L $u Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia. Cancer Epidemiology and Intelligence Division, Cancer Council Victoria, Melbourne, Victoria, Australia.
700    1_
$a Moreno, Lorena $u Gastroenterology Department, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), University of Barcelona, Barcelona, Spain.
700    1_
$a Murphy, Neil $u Nutrition and Metabolism Section, International Agency for Research on Cancer, World Health Organization, Lyon, France.
700    1_
$a Myte, Robin $u Department of Radiation Sciences, Oncology Unit, Umeå University, Umeå, Sweden.
700    1_
$a Naccarati, Alessio $u Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic. Italian Institute for Genomic Medicine (IIGM), Turin, Italy.
700    1_
$a Newcomb, Polly A $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. Department of Epidemiology, University of Washington, Seattle, WA, USA.
700    1_
$a Offit, Kenneth $u 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.
700    1_
$a Ogino, Shuji $u Broad Institute of Harvard and MIT, Cambridge, MA, USA. 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, Harvard Medical School, Boston, MA, USA. Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA, USA.
700    1_
$a Onland-Moret, N Charlotte $u Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
700    1_
$a Pardini, Barbara $u Italian Institute for Genomic Medicine (IIGM), Turin, Italy. Department of Medical Sciences, University of Turin, Turin, Italy.
700    1_
$a Parfrey, Patrick S $u The Clinical Epidemiology Unit, Memorial University Medical School, Newfoundland, Canada.
700    1_
$a Pearlman, Rachel $u Division of Human Genetics, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA.
700    1_
$a Perduca, Vittorio $u Laboratoire de Mathématiques Appliquées MAP5 (UMR CNRS 8145), Université Paris Descartes, Paris, France. CESP (Inserm U1018), Facultés de Medicine Université Paris-Sud, UVSQ, Université Paris-Saclay, Gustave Roussy, Villejuif, France.
700    1_
$a Pharoah, Paul D P $u Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
700    1_
$a Pinchev, Mila $u Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel.
700    1_
$a Platz, Elizabeth A $u Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Prentice, Ross L $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Pugh, Elizabeth $u Center for Inherited Disease Research (CIDR), Institute of Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Raskin, Leon $u Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN, USA.
700    1_
$a Rennert, Gad $u Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel. Clalit National Cancer Control Center, Haifa, Israel. Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel.
700    1_
$a Rennert, Hedy S $u Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel. Clalit National Cancer Control Center, Haifa, Israel. Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel.
700    1_
$a Riboli, Elio $u School of Public Health, Imperial College London, London, UK.
700    1_
$a Rodríguez-Barranco, Miguel $u CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain. Escuela Andaluza de Salud Pública. Instituto de Investigación Biosanitaria ibs.GRANADA, Hospitales Universitarios de Granada, Universidad de Granada, Granada, Spain.
700    1_
$a Romm, Jane $u Center for Inherited Disease Research (CIDR), Institute of Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Sakoda, Lori C $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.
700    1_
$a Schafmayer, Clemens $u Department of General and Thoracic Surgery, University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany.
700    1_
$a Schoen, Robert E $u Department of Medicine and Epidemiology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
700    1_
$a Seminara, Daniela $u Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA.
700    1_
$a Shah, Mitul $u Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK.
700    1_
$a Shelford, Tameka $u Center for Inherited Disease Research (CIDR), Institute of Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Shin, Min-Ho $u Department of Preventive Medicine, Chonnam National University Medical School, Gwangju, Korea.
700    1_
$a Shulman, Katerina $u Oncology Unit, Hillel Yaffe Medical Center, Hadera, Israel.
700    1_
$a Sieri, Sabina $u Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.
700    1_
$a Slattery, Martha L $u Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA.
700    1_
$a Southey, Melissa C $u Genetic Epidemiology Laboratory, Department of Pathology, The University of Melbourne, Melbourne, Australia.
700    1_
$a Stadler, Zsofia K $u Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
700    1_
$a Stegmaier, Christa $u Saarland Cancer Registry, Saarbrücken, Germany.
700    1_
$a Su, Yu-Ru $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Tangen, Catherine M $u SWOG Statistical Center, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Thibodeau, Stephen N $u Division of Laboratory Genetics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA.
700    1_
$a Thomas, Duncan C $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Thomas, Sushma S $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Toland, Amanda E $u Departments of Cancer Biology and Genetics and Internal Medicine, Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA.
700    1_
$a Trichopoulou, Antonia $u Hellenic Health Foundation, Athens, Greece. WHO Collaborating Center for Nutrition and Health, Unit of Nutritional Epidemiology and Nutrition in Public Health, Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece.
700    1_
$a Ulrich, Cornelia M $u Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA.
700    1_
$a Van Den Berg, David J $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a van Duijnhoven, Franzel J B $u Division of Human Nutrition and Health, Wageningen University and Research, Wageningen, The Netherlands.
700    1_
$a Van Guelpen, Bethany $u Department of Radiation Sciences, Oncology Unit, Umeå University, Umeå, Sweden.
700    1_
$a van Kranen, Henk $u National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands.
700    1_
$a Vijai, Joseph $u Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
700    1_
$a Visvanathan, Kala $u Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
700    1_
$a Vodicka, Pavel $u Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic. Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic. Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic.
700    1_
$a Vodickova, Ludmila $u Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic. Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic. Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic.
700    1_
$a Vymetalkova, Veronika $u Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic. Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic. Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic.
700    1_
$a Weigl, Korbinian $u Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany. German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany. Medical Faculty, University of Heidelberg, Heidelberg, Germany.
700    1_
$a Weinstein, Stephanie J $u Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
700    1_
$a White, Emily $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Win, Aung Ko $u Genomic Medicine and Family Cancer Clinic, Royal Melbourne Hospital, Parkville, Victoria, Australia. Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia.
700    1_
$a Wolf, C Roland $u School of Medicine, University of Dundee, Dundee, Scotland, UK.
700    1_
$a Wolk, Alicja $u Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden. Department of Surgical Sciences, Uppsala University, Uppsala, Sweden.
700    1_
$a Woods, Michael O $u Memorial University of Newfoundland, Discipline of Genetics, St. John's, Newfoundland, Canada.
700    1_
$a Wu, Anna H $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Zaidi, Syed H $u Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
700    1_
$a Zanke, Brent W $u Division of Hematology, University of Toronto, Toronto, Ontario, Canada.
700    1_
$a Zhang, Qing $u Genomics Shared Resource, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Zheng, Wei $u Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine, Nashville, TN, USA.
700    1_
$a Scacheri, Peter C $u Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH, USA.
700    1_
$a Potter, John D $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
700    1_
$a Bassik, Michael C $u Department of Genetics, Stanford University, Stanford, CA, USA.
700    1_
$a Kundaje, Anshul $u Department of Computer Science, Stanford University, Stanford, CA, USA. Department of Genetics, Stanford University, Stanford, CA, USA.
700    1_
$a Casey, Graham $u Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA.
700    1_
$a Moreno, Victor $u Cancer Prevention and Control Program, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain. CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain. Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain. Colorectal Cancer Group, ONCOBELL Program, Bellvitge Biomedical Research Institute-IDIBELL, Hospitalet de Llobregat, Barcelona, Spain.
700    1_
$a Abecasis, Goncalo R $u Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA.
700    1_
$a Nickerson, Deborah A $u Department of Genome Sciences, University of Washington, Seattle, WA, USA.
700    1_
$a Gruber, Stephen B $u Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
700    1_
$a Hsu, Li $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. Department of Biostatistics, University of Washington, Seattle, WA, USA.
700    1_
$a Peters, Ulrike $u Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. upeters@fredhutch.org. Department of Epidemiology, University of Washington, Seattle, WA, USA. upeters@fredhutch.org.
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