4
|
Campa D, Gentiluomo M, Stein A, Aoki MN, Oliverius M, Vodičková L, Jamroziak K, Theodoropoulos G, Pasquali C, Greenhalf W, Arcidiacono PG, Uzunoglu F, Pezzilli R, Luchini C, Puzzono M, Loos M, Giaccherini M, Katzke V, Mambrini A, Kiudeliene E, Federico KE, Johansen J, Hussein T, Mohelnikova-Duchonova B, van Eijck CHJ, Brenner H, Farinella R, Pérez JS, Lovecek M, Büchler MW, Hlavac V, Izbicki JR, Hackert T, Chammas R, Zerbi A, Lawlor R, Felici A, Götz M, Capurso G, Ginocchi L, Gazouli M, Kupcinskas J, Cavestro GM, Vodicka P, Moz S, Neoptolemos JP, Kunovsky L, Bojesen SE, Carrara S, Gioffreda D, Morkunas E, Abian O, Bunduc S, Basso D, Boggi U, Wlodarczyk B, Szentesi A, Vanella G, Chen I, Bijlsma MF, Kiudelis V, Landi S, Schöttker B, Corradi C, Giese N, Kaaks R, Peduzzi G, Hegyi P, Morelli L, Furbetta N, Soucek P, Latiano A, Talar-Wojnarowska R, Lindgaard SC, Dijk F, Milanetto AC, Tavano F, Cervena K, Erőss B, Testoni SG, Verhagen-Oldenampsen JHE, Małecka-Wojciesko E, Costello E, Salvia R, Maiello E, Ermini S, Sperti C, Holleczek B, Perri F, Skieceviciene J, Archibugi L, Lucchesi M, Rizzato C, Canzian F. The PANcreatic Disease ReseArch (PANDoRA) consortium: Ten years' experience of association studies to understand the genetic architecture of pancreatic cancer. Crit Rev Oncol Hematol 2023; 186:104020. [PMID: 37164172 DOI: 10.1016/j.critrevonc.2023.104020] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/05/2023] [Accepted: 05/07/2023] [Indexed: 05/12/2023] Open
Abstract
Pancreatic cancer has an incidence that almost matches its mortality. Only a small number of risk factors and 33 susceptibility loci have been identified. so Moreover, the relative rarity of pancreatic cancer poses significant hurdles for research aimed at increasing our knowledge of the genetic mechanisms contributing to the disease. Additionally, the inability to adequately power research questions prevents small monocentric studies from being successful. Several consortia have been established to pursue a better understanding of the genetic architecture of pancreatic cancers. The Pancreatic disease research (PANDoRA) consortium is the largest in Europe. PANDoRA is spread across 12 European countries, Brazil and Japan, bringing together 29 basic and clinical research groups. In the last ten years, PANDoRA has contributed to the discovery of 25 susceptibility loci, a feat that will be instrumental in stratifying the population by risk and optimizing preventive strategies.
Collapse
Affiliation(s)
- Daniele Campa
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy.
| | - Manuel Gentiluomo
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Angelika Stein
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Mateus Nóbrega Aoki
- Laboratory for Applied Science and Technology in Health, Carlos Chagas Institute, Oswaldo Cruz Foundation (Fiocruz), Curitiba, Brazil
| | - Martin Oliverius
- Department of Surgery, University Hospital Kralovske Vinohrady, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Ludmila Vodičková
- 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 and General University Hospital in Prague, Prague, Czech Republic; Biomedical Centre, Faculty of Medicine in Pilsen Charles University, Pilsen, Czech Republic
| | - Krzysztof Jamroziak
- Department of Hematology, Transplantation and Internal Medicine, Medical University of Warsaw, Warsaw, Poland
| | - George Theodoropoulos
- First Department of Propaedeutic Surgery, Hippocration General Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Claudio Pasquali
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 3, Padova, Italy
| | - William Greenhalf
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Paolo Giorgio Arcidiacono
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientic Institute, Milan, Italy
| | - Faik Uzunoglu
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Claudio Luchini
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Marta Puzzono
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Martin Loos
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Verena Katzke
- Division of Cancer Epidemiology C020, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andrea Mambrini
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Edita Kiudeliene
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | | | - Julia Johansen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Tamás Hussein
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary
| | | | - Casper H J van Eijck
- Department of Surgery, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - 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
| | | | - Juan Sainz Pérez
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, Granada, Spain; Instituto de Investigación Biosanitaria de Granada (ibs.GRANADA), Complejo Hospitales Universitarios de Granada, Universidad de Granada, Granada, Spain; Department of Immunology, University of Granada, Granada, Spain
| | - Martin Lovecek
- Department of Surgery I, University Hospital Olomouc, Olomouc, Czech Republic
| | - Markus W Büchler
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Viktor Hlavac
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Jakob R Izbicki
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Thilo Hackert
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Roger Chammas
- Center for Translational Research in Oncology (LIM24), Departamento de Radiologia e Oncologia, Instituto Do Câncer Do Estado de São Paulo (ICESP), Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (HCFMUSP), São Paulo, Brazil
| | - Alessandro Zerbi
- Pancreatic Unit, IRCCS Humanitas Research Hospital, Milan, Italy; Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Rita Lawlor
- ARC-Net Research Center, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Alessio Felici
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Mara Götz
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Gabriele Capurso
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Laura Ginocchi
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Maria Gazouli
- Laboratory of Biology, Department of Basic Medical Sciences, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Juozas Kupcinskas
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Giulia Martina Cavestro
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Pavel Vodicka
- 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 and General University Hospital in Prague, Prague, Czech Republic; Biomedical Centre, Faculty of Medicine in Pilsen Charles University, Pilsen, Czech Republic
| | - Stefania Moz
- Azienda Ospedale-Università di Padova Medicina di Laboratorio, Padova, Italy
| | - John P Neoptolemos
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Lumir Kunovsky
- Department of Surgery, University Hospital Brno, Faculty of Medicine, Masaryk University, Brno, Czech Republic; Department of Gastroenterology and Digestive Endoscopy, Masaryk Memorial Cancer Institute, Brno, Czech Republic; 2nd Department of Internal Medicine - Gastroenterology and Geriatrics, University Hospital Olomouc, Faculty of Medicine and Dentistry, Palacky University, Olomouc, Czech Republic
| | - Stig E Bojesen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Silvia Carrara
- Endoscopic Unit, Department of Gastroenterology, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Domenica Gioffreda
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Egidijus Morkunas
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Olga Abian
- Instituto BIFI-Universidad de Zaragoza, Zaragoza, Spain
| | - Stefania Bunduc
- Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Carol Davila University of Medicine and Pharmacy, Bucharest, Romania; Center for Digestive Diseases and Liver Transplant, Fundeni Clinical Insitute, Bucharest, Romania
| | - Daniela Basso
- Dept. of Medicine, University of Padova Medicina di Laboratorio, Padova, Italy
| | - Ugo Boggi
- Division of General and Transplant Surgery, Pisa University Hospital, Pisa, Italy
| | - Barbara Wlodarczyk
- Dept of Digestive Tract Diseases, Medical University of Lodz, Lodz, Poland
| | - Andrea Szentesi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Giuseppe Vanella
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Inna Chen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Maarten F Bijlsma
- Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Imaging and Biomarkers, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Vytautas Kiudelis
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Stefano Landi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Ben Schöttker
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Chiara Corradi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Nathalia Giese
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Rudolf Kaaks
- Division of Cancer Epidemiology C020, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Giulia Peduzzi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Péter Hegyi
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary; Translational Pancreatology Research Group, Interdisciplinary Centre of Excellence for Research Development and Innovation University of Szeged, Szeged, Hungary
| | - Luca Morelli
- General Surgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Niccolò Furbetta
- General Surgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Pavel Soucek
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Anna Latiano
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | | | - Sidsel C Lindgaard
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Frederike Dijk
- Imaging and Biomarkers, Cancer Center Amsterdam, Amsterdam, the Netherlands; Department of Pathology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
| | - Anna Caterina Milanetto
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 3, Padova, Italy
| | - Francesca Tavano
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Klara Cervena
- 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 and General University Hospital in Prague, Prague, Czech Republic
| | - Bálint Erőss
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Sabrina G Testoni
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientic Institute, Milan, Italy
| | | | | | - Eithne Costello
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Roberto Salvia
- Department of Surgery, The Pancreas Institute, University and Hospital Trust of Verona, Verona, Italy
| | - Evaristo Maiello
- Department of Oncology, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | | | - Cosimo Sperti
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 1, Padova, Italy
| | - Bernd Holleczek
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Saarland Cancer Registry, Saarbrücken, Germany
| | - Francesco Perri
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Jurgita Skieceviciene
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Livia Archibugi
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Maurizio Lucchesi
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Cosmeri Rizzato
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany.
| |
Collapse
|
6
|
Wills C, He Y, Summers MG, Lin Y, Phipps AI, Watts K, Law PJ, Al-Tassan NA, Maughan TS, Kaplan R, Houlston RS, Peters U, Newcomb PA, Chan AT, Buchanan DD, Gallinger S, Marchand LL, Pai RK, Shi Q, Alberts SR, Gray V, West HD, Escott-Price V, Dunlop MG, Cheadle JP. A genome-wide search for determinants of survival in 1926 patients with advanced colorectal cancer with follow-up in over 22,000 patients. Eur J Cancer 2021; 159:247-258. [PMID: 34794066 PMCID: PMC9132154 DOI: 10.1016/j.ejca.2021.09.047] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 09/22/2021] [Accepted: 09/26/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND While genome-wide association studies (GWAS) have identified germline variants influencing the risk of developing colorectal cancer (CRC), there has been limited examination of the possible role of inherited variation as a determinant of patient outcome. PATIENTS AND METHODS We performed a GWAS for overall survival (OS) in 1926 patients with advanced CRC from the COIN and COIN-B clinical trials. For single nucleotide polymorphisms (SNPs) showing an association with OS (P < 1.0 × 10-5), we conducted sensitivity analyses based on the time from diagnosis to death and sought independent replications in 5675 patients from the Study of Colorectal Cancer in Scotland (SOCCS) and 16,964 patients from the International Survival Analysis in Colorectal cancer Consortium (ISACC). We analysed the Human Protein Atlas to determine if ERBB4 expression was associated with survival in 438 patients with colon adenocarcinomas. RESULTS The most significant SNP associated with OS was rs79612564 in ERBB4 (hazard ratio [HR] = 1.24, 95% confidence interval [CI] = 1.16-1.32, P = 1.9 × 10-7). SNPs at 17 loci had suggestive associations for OS and all had similar effects on the time from diagnosis to death. No lead SNPs were independently replicated in the meta-analysis of all patients from SOCCS and ISACC. However, rs79612564 was significant in stage-IV patients from SOCCS (P = 2.1 × 10-2) but not ISACC (P = 0.89) and SOCCS combined with COIN and COIN-B attained genome-wide significance (P = 1.7 × 10-8). Patients with high ERBB4 expression in their colon adenocarcinomas had worse survival (HR = 1.50, 95% CI = 1.1-1.9, P = 4.6 × 10-2). CONCLUSIONS Genetic and expression data support a potential role for rs79612564 in the receptor tyrosine kinase ERBB4 as a predictive biomarker of survival.
Collapse
Affiliation(s)
- Christopher Wills
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK
| | - Yazhou He
- Colon Cancer Genetics Group, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK; Department of Oncology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610000, China
| | - Matthew G Summers
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK
| | - Yi Lin
- Epidemiology Department, University of Washington, Seattle, WA, USA; Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Amanda I Phipps
- Epidemiology Department, University of Washington, Seattle, WA, USA; Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Katie Watts
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK
| | - Philip J Law
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, SW7 3RP, UK
| | - Nada A Al-Tassan
- Department of Genetics, King Faisal Specialist Hospital and Research Center, P.O. Box 3354, Riyadh 11211, Saudi Arabia
| | - Timothy S Maughan
- CRUK/MRC Oxford Institute for Radiation Oncology, University of Oxford, Roosevelt Drive, Oxford OX3 7DQ, UK
| | - Richard Kaplan
- MRC Clinical Trials Unit, University College of London, 125 Kingsway, London, WC2B 6NH, UK
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, SW7 3RP, UK
| | - Ulrike Peters
- Epidemiology Department, University of Washington, Seattle, WA, USA; Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Polly A Newcomb
- Epidemiology Department, University of Washington, Seattle, WA, USA; Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Andrew T Chan
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Daniel D Buchanan
- Colorectal Oncogenomics Group, Department of Clinical Pathology, The University of Melbourne, Parkville, Victoria, Australia; Centre for Cancer Research, Victorian Comprehensive Cancer Centre, The University of Melbourne, Parkville, Victoria, Australia; Genomic Medicine and Family Cancer Clinic, The Royal Melbourne Hospital, Parkville, Victoria, Australia
| | - Steve Gallinger
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada; Ontario Institute for Cancer Research, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Loic L Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Rish K Pai
- Department of Laboratory Medicine and Pathology, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Qian Shi
- Department of Quantitative Science, Mayo Clinic, Rochester, MN, USA
| | | | - Victoria Gray
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK
| | - Hannah D West
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK
| | - Valentina Escott-Price
- Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Hadyn Ellis Building, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Malcolm G Dunlop
- Colon Cancer Genetics Group, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
| | - Jeremy P Cheadle
- Division of Cancer and Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN, UK.
| |
Collapse
|