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Zambrano-O YT, Mejía-Garcia A, Morales PD, Tsao HM, Rey-Vargas L, Montero-Ovalle W, Huertas-Caro CA, Sanabria-Salas MC, Riaño-Moreno J, Rodriguez JL, Orozco CA, Lopez-Kleine L, Jordan IK, Serrano-G SJ. Inference of genetic ancestry from a multi-gene cancer panel in Colombian women with cancer. Breast Cancer Res Treat 2024:10.1007/s10549-024-07557-7. [PMID: 39643752 DOI: 10.1007/s10549-024-07557-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 11/06/2024] [Indexed: 12/09/2024]
Abstract
INTRODUCTION Cancer health disparities among racial and ethnic populations significantly burden health systems due to unequal access to early detection, treatment, and healthcare resources. These disparities lead to worse outcomes and increased costs from delayed diagnoses, advanced treatments, and prolonged care. Genetic differences can also influence cancer susceptibility and treatment response, thus analyzing genetic ancestry is essential for uncovering genetic factors that may contribute to these disparities. Utilizing data from clinical multigene cancer panels to infer genetic ancestry offers a valuable approach to understand population structure and the impact of individual ancestries in development of complex diseases. AIM To evaluate the accuracy of global ancestry inference using genetic markers from the TruSight™ Hereditary Cancer Panel, which was used to investigate hereditary cancer syndromes in a cohort of 116 female cancer patients at the Colombian National Cancer Institute. Additionally, to compare these results with genetic ancestry estimations from traditional genome-wide markers. RESULTS Our results demonstrate a strong correlation between global genetic ancestry inferred with markers captured from TruSightTM panel (4785 markers) and Whole Genome Sequencing (WGS, 8 million markers in admixed populations. The correlation values were 0.96 (p < 0.0001) for the Native American and European ancestry components, and 0.99 (p < 0.0001) for the African ancestry fraction. Genetic ancestry mean proportions in the Colombian cohort were 45.7%, 46.2%, and 8.11% for the European, the Native American, and the African components, respectively. CONCLUSION This study demonstrates the accuracy of ancestry inference from clinical panel data offering a promising approach for understanding cancer health disparities in admixed populations.
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Affiliation(s)
- Yina T Zambrano-O
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia.
- Universidad Nacional de Colombia - sede Bogotá, Bogotá, Colombia.
| | | | - P Daniela Morales
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
- Universidad Nacional de Colombia - sede Bogotá, Bogotá, Colombia
| | - Hsuan Megan Tsao
- Department of Human Genetics, McGill University, Montreal, Canada
| | - Laura Rey-Vargas
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
| | - Wendy Montero-Ovalle
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
- Universidad Nacional de Colombia - sede Bogotá, Bogotá, Colombia
| | - Carlos A Huertas-Caro
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
| | - M C Sanabria-Salas
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, M5G 2C1, Canada
| | - Julián Riaño-Moreno
- Departamento de Patología y Oncología Molecular, Instituto Nacional de Cancerología, Bogotá, Colombia
- Faculty of Medicine, Universidad Cooperativa de Colombia, Villavicencio, Colombia
| | - Juliana L Rodriguez
- Grupo de Investigación Clínica y Epidemiológica, Instituto Nacional de Cancerología, Bogotá, Colombia
- Departamento de Ginecología y Obstetricia, Universidad Nacional de Colombia - sede Bogotá, Bogotá, Colombia
| | - Carlos A Orozco
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia
- Grupo de Apoyo y Seguimiento Para La Investigación, Instituto Nacional de Cancerología, Bogotá, Colombia
| | - Liliana Lopez-Kleine
- Grupo de Investigación en Bioinformática y Biología de Sistemas, Departamento de Estadística, Universidad Nacional de Colombia, Bogotá, Colombia
| | - I King Jordan
- Bioinformatics Department, Georgia Institute of Technology, Atlanta, USA
| | - Silvia J Serrano-G
- Grupo de Investigación en Biología del Cáncer, Instituto Nacional de Cancerología, Cl. 1 #9-85, Bogotá, Colombia.
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Wallen ZD, Nesline MK, Pabla S, Gao S, Vanroey E, Hastings SB, Ko H, Strickland KC, Previs RA, Zhang S, Conroy JM, Jensen TJ, George E, Eisenberg M, Caveney B, Sathyan P, Ramkissoon S, Severson EA. A consensus-based classification workflow to determine genetically inferred ancestry from comprehensive genomic profiling of patients with solid tumors. Brief Bioinform 2024; 25:bbae557. [PMID: 39471413 PMCID: PMC11521331 DOI: 10.1093/bib/bbae557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 09/18/2024] [Accepted: 10/16/2024] [Indexed: 11/01/2024] Open
Abstract
Disparities in cancer diagnosis, treatment, and outcomes based on self-identified race and ethnicity (SIRE) are well documented, yet these variables have historically been excluded from clinical research. Without SIRE, genetic ancestry can be inferred using single-nucleotide polymorphisms (SNPs) detected from tumor DNA using comprehensive genomic profiling (CGP). However, factors inherent to CGP of tumor DNA increase the difficulty of identifying ancestry-informative SNPs, and current workflows for inferring genetic ancestry from CGP need improvements in key areas of the ancestry inference process. This study used genomic data from 4274 diverse reference subjects and CGP data from 491 patients with solid tumors and SIRE to develop and validate a workflow to obtain accurate genetically inferred ancestry (GIA) from CGP sequencing results. We use consensus-based classification to derive confident ancestral inferences from an expanded reference dataset covering eight world populations (African, Admixed American, Central Asian/Siberian, European, East Asian, Middle Eastern, Oceania, South Asian). Our GIA calls were highly concordant with SIRE (95%) and aligned well with reference populations of inferred ancestries. Further, our workflow could expand on SIRE by (i) detecting the ancestry of patients that usually lack appropriate racial categories, (ii) determining what patients have mixed ancestry, and (iii) resolving ancestries of patients in heterogeneous racial categories and who had missing SIRE. Accurate GIA provides needed information to enable ancestry-aware biomarker research, ensure the inclusion of underrepresented groups in clinical research, and increase the diverse representation of patient populations eligible for precision medicine therapies and trials.
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Affiliation(s)
- Zachary D Wallen
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Mary K Nesline
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Sarabjot Pabla
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Shuang Gao
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Erik Vanroey
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Stephanie B Hastings
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Heidi Ko
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Kyle C Strickland
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
- Department of Pathology, Duke University Medical Center, Duke Cancer Institute, 40 Duke Medicine Cir, Durham, NC 27710, United States
| | - Rebecca A Previs
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
- Department of Obstetrics & Gynecology, Duke University Medical Center, Duke Cancer Institute, 40 Duke Medicine Cir, Durham, NC 27710, United States
| | - Shengle Zhang
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Jeffrey M Conroy
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Taylor J Jensen
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
| | - Elizabeth George
- Labcorp, 531 South Spring Street, Burlington, NC 27215, United States
| | - Marcia Eisenberg
- Labcorp, 531 South Spring Street, Burlington, NC 27215, United States
| | - Brian Caveney
- Labcorp, 531 South Spring Street, Burlington, NC 27215, United States
| | - Pratheesh Sathyan
- Oncology Medical Affairs, Illumina Inc, 5200 Illumina Way, San Diego, CA 92122, United States
| | - Shakti Ramkissoon
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
- Department of Pathology, Wake Forest Comprehensive Cancer Center, Wake Forest School of Medicine, Medical Center Boulevard, Winston-Salem, NC 27109, United States
| | - Eric A Severson
- Medical Oncology, Labcorp Oncology, 6 Moore Dr., Durham, NC 27560, United States
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7
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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.
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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.
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