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Rosato V, Negri E, Bosetti C, Malats N, Gomez-Rubio P, Consortium P, Maisonneuve P, Miller AB, Bueno-de-Mesquita HB, Baghurst PA, Zatonski W, Petersen GM, Scelo G, Holcatova I, Fabianova E, Serraino D, Olson SH, Vioque J, Lagiou P, Duell EJ, Boffetta P, La Vecchia C. Gallbladder disease, cholecystectomy, and pancreatic cancer risk in the International Pancreatic Cancer Case-Control Consortium (PanC4). Eur J Cancer Prev 2020; 29:408-415. [PMID: 32740166 DOI: 10.1097/cej.0000000000000572] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
BACKGROUND The association among gallbladder disease, cholecystectomy, and pancreatic cancer is unclear. Moreover, time interval between gallbladder disease or cholecystectomy and pancreatic cancer diagnosis is not considered in most previous studies. AIM To quantify the association among gallbladder disease, cholecystectomy, and pancreatic cancer, considering time since first diagnosis of gallbladder disease or cholecystectomy. METHODS We used data from nine case-control studies within the Pancreatic Cancer Case-Control Consortium, including 5760 cases of adenocarcinoma of the exocrine pancreas and 8437 controls. We estimated pooled odds ratios and the corresponding 95% confidence intervals by estimating study-specific odds ratios through multivariable unconditional logistic regression models, and then pooling the obtained estimates using fixed-effects models. RESULTS Compared with patients with no history of gallbladder disease, the pooled odds ratio of pancreatic cancer was 1.69 (95% confidence interval, 1.51-1.88) for patients reporting a history of gallbladder disease. The odds ratio was 4.90 (95% confidence interval, 3.45-6.97) for gallbladder disease diagnosed <2 years before pancreatic cancer diagnosis and 1.11 (95% confidence interval, 0.96-1.29) when ≥2 years elapsed. The pooled odds ratio was 1.64 (95% confidence interval, 1.43-1.89) for patients who underwent cholecystectomy, as compared to those without cholecystectomy. The odds ratio was 7.00 (95% confidence interval, 4.13-11.86) for a surgery <2 years before pancreatic cancer diagnosis and 1.28 (95% confidence interval, 1.08-1.53) for a surgery ≥2 years before. CONCLUSIONS There appears to be no long-term effect of gallbladder disease on pancreatic cancer risk, and at most a modest one for cholecystectomy. The strong short-term association can be explained by diagnostic bias and reverse causation.
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Affiliation(s)
- Valentina Rosato
- Unit of Medical Statistics and Biometry, National Cancer Institute, IRCCS Foundation
| | - Eva Negri
- Department of Biomedical and Clinical Sciences, University of Milan
| | - Cristina Bosetti
- Department of Oncology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Núria Malats
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre (CNIO) and CIBERONC, Madrid, Spain
| | - Paulina Gomez-Rubio
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre (CNIO) and CIBERONC, Madrid, Spain
| | - PanGenEU Consortium
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre (CNIO) and CIBERONC, Madrid, Spain
| | - Patrick Maisonneuve
- Division of Epidemiology and Biostatistics, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Anthony B Miller
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - H Bas Bueno-de-Mesquita
- National Institute for Public Health and the Environment (RIVM), Bilthoven
- Department of Gastroenterology and Hepatology, University Medical Center Utrecht (UMCU), Utrecht, The Netherlands
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Peter A Baghurst
- Public Health, Women's and Children's Hospital, Adelaide, South Australia, Australia
| | - Witold Zatonski
- Health Promotion Foundation, Nadarzyn
- Cancer Center and Institute of Oncology, Warsaw, Poland
| | - Gloria M Petersen
- Department of Health Sciences Research, Medicine and Medical Genetics, Mayo Clinic, Rochester, New York, USA
| | - Ghislaine Scelo
- International Agency for Research on Cancer (IARC), Lyon, France
| | - Ivana Holcatova
- Institute of Hygiene and Epidemiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Eleonora Fabianova
- Regional Authority of Public Health, Banská Bystrica, Slovak Republic
- Faculty of Health, Catholic University, Ružomberok, Slovak Republic
| | - Diego Serraino
- Cancer Epidemiology Unit, National Cancer Institute Centro di Riferimento Oncologico, IRCCS, Aviano, Italy
| | - Sara H Olson
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jesús Vioque
- Institute for Health and Biomedical Research ISABIAL-UMH, Alicante
- CIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Pagona Lagiou
- Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, University of Athens, Athens, Greece
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, USA
| | - Eric J Duell
- Unit of Biomarkers and Susceptibility, Oncology Data Analytics Program, Catalan Institute of Oncology (ICO), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Paolo Boffetta
- The Tisch Cancer Institute, Mount Sinai School of Medicine, New York, New York, USA
| | - Carlo La Vecchia
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
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Molina-Montes E, Van Hoogstraten L, Gomez-Rubio P, Löhr M, Sharp L, Molero X, Márquez M, Michalski CW, Farré A, Perea J, O'Rorke M, Greenhalf W, Ilzarbe L, Tardon A, Gress TM, Barberà VM, Crnogorac-Jurcevic T, Muñoz-Bellvis L, Domínguez-Muñoz E, Balsells J, Costello E, Iglesias M, Kleeff J, Kong B, Mora J, O'Driscoll D, Poves I, Scarpa A, Yu J, Ye W, Hidalgo M, Carrato A, Lawlor R, Real FX, Malats N. Pancreatic Cancer Risk in Relation to Lifetime Smoking Patterns, Tobacco Type, and Dose-Response Relationships. Cancer Epidemiol Biomarkers Prev 2020; 29:1009-1018. [PMID: 32051190 DOI: 10.1158/1055-9965.epi-19-1027] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Revised: 10/19/2019] [Accepted: 01/31/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Despite smoking being a well-established risk factor for pancreatic cancer, there is a need to further characterize pancreatic cancer risk according to lifespan smoking patterns and other smoking features, such as tobacco type. Our aim was to deeply investigate them within a large European case-control study. METHODS Tobacco smoking habits and other relevant information were obtained from 2,009 cases and 1,532 controls recruited in the PanGenEU study using standardized tools. Multivariate logistic regression analysis was performed to evaluate pancreatic cancer risk by smoking characteristics and interactions with other pancreatic cancer risk factors. Fractional polynomials and restricted cubic splines were used to test for nonlinearity of the dose-response relationships and to analyze their shape. RESULTS Relative to never-smokers, current smokers [OR = 1.72; 95% confidence interval (95% CI), 1.39-2.12], those inhaling into the throat (OR = 1.48; 95% CI, 1.11-1.99) or chest (OR = 1.33; 95% CI, 1.12-1.58), and those using nonfiltered cigarettes (OR = 1.69; 95% CI, 1.10-2.61), were all at an increased pancreatic cancer risk. Pancreatic cancer risk was highest in current black tobacco smokers (OR = 2.09; 95% CI, 1.31-3.41), followed by blond tobacco smokers (OR = 1.43; 95% CI, 1.01-2.04). Childhood exposure to tobacco smoke relative to parental smoking was also associated with increased pancreatic cancer risk (OR = 1.24; 95% CI, 1.03-1.49). Dose-response relationships for smoking duration, intensity, cumulative dose, and smoking cessation were nonlinear and showed different shapes by tobacco type. Effect modification by family history of pancreatic cancer and diabetes was likely. CONCLUSIONS This study reveals differences in pancreatic cancer risk by tobacco type and other habit characteristics, as well as nonlinear risk associations. IMPACT This characterization of smoking-related pancreatic cancer risk profiles may help in defining pancreatic cancer high-risk populations.
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Affiliation(s)
- Esther Molina-Montes
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain.
| | - Lisa Van Hoogstraten
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - Paulina Gomez-Rubio
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - Matthias Löhr
- Gastrocentrum, Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - Linda Sharp
- National Cancer Registry Ireland and HRB Clinical Research Facility, University College Cork, Cork, Ireland.,Newcastle University, Institute of Health & Society, Newcastle, United Kingdom
| | - Xavier Molero
- Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute (VHIR), Barcelona, Universitat Autònoma de Barcelona, CIBEREHD, Spain
| | - Mirari Márquez
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - Christoph W Michalski
- Department of Surgery, Technical University of Munich, Munich, Germany.,Department of Visceral, Vascular and Endocrine Surgery, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Antoni Farré
- Department of Gastroenterology, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - José Perea
- Department of Surgery, Hospital 12 de Octubre, Madrid, Spain.,Department of Surgery and Health Research Institute, Fundación Jiménez Díaz, Madrid, Spain
| | - Michael O'Rorke
- Centre for Public Health, Belfast, Queen's University Belfast, United Kingdom.,College of Public Health, The University of Iowa, Iowa City, Iowa
| | - William Greenhalf
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool, United Kingdom
| | - Lucas Ilzarbe
- Hospital del Mar-Parc de Salut Mar, Barcelona, CIBERONC, Spain
| | - Adonina Tardon
- Department of Medicine, Instituto Universitario de Oncología del Principado de Asturias, Oviedo, CIBERESP, Spain
| | - Thomas M Gress
- Department of Gastroenterology, University Hospital of Giessen and Marburg, Marburg, Germany
| | - Victor M Barberà
- Molecular Genetics Laboratory, General University Hospital of Elche, Spain
| | - Tatjana Crnogorac-Jurcevic
- Barts Cancer Institute, Centre for Molecular Oncology, Queen Mary University of London, London, United Kingdom
| | - Luis Muñoz-Bellvis
- General and Digestive Surgery Department, Salamanca University Hospital, Spain
| | - Enrique Domínguez-Muñoz
- Department of Gastroenterology, University Clinical Hospital of Santiago de Compostela, Spain
| | - Joaquim Balsells
- Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute (VHIR), Barcelona, Universitat Autònoma de Barcelona, CIBEREHD, Spain
| | - Eithne Costello
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool, United Kingdom
| | - Mar Iglesias
- Hospital del Mar-Parc de Salut Mar, Barcelona, CIBERONC, Spain
| | - Jorg Kleeff
- Department of Surgery, Technical University of Munich, Munich, Germany.,Department of Visceral, Vascular and Endocrine Surgery, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Bo Kong
- Department of Surgery, Technical University of Munich, Munich, Germany
| | - Josefina Mora
- Department of Gastroenterology, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Damian O'Driscoll
- National Cancer Registry Ireland and HRB Clinical Research Facility, University College Cork, Cork, Ireland
| | - Ignasi Poves
- Hospital del Mar-Parc de Salut Mar, Barcelona, CIBERONC, Spain
| | - Aldo Scarpa
- ARC-Net Centre for Applied Research on Cancer and Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - Jingru Yu
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stokholm, Sweden
| | - Weimin Ye
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stokholm, Sweden
| | - Manuel Hidalgo
- Madrid-Norte-Sanchinarro Hospital, Madrid, Spain.,Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts
| | - Alfredo Carrato
- Department of Oncology, Ramón y Cajal University Hospital, IRYCIS, Alcala University, Madrid and CIBERONC, Spain
| | - Rita Lawlor
- ARC-Net Centre for Applied Research on Cancer and Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - Francisco X Real
- Epithelial Carcinogenesis Group, Madrid, Spanish National Cancer Research Centre (CNIO), Madrid, Universitat Pompeu Fabra, Departament de Ciències Experimentals i de la Salut, Barcelona, and CIBERONC, Spain
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3
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Gomez-Rubio P, Piñero J, Molina-Montes E, Gutiérrez-Sacristán A, Marquez M, Rava M, Michalski CW, Farré A, Molero X, Löhr M, Perea J, Greenhalf W, O'Rorke M, Tardón A, Gress T, Barberá VM, Crnogorac-Jurcevic T, Muñoz-Bellvís L, Domínguez-Muñoz E, Balsells J, Costello E, Yu J, Iglesias M, Ilzarbe L, Kleeff J, Kong B, Mora J, Murray L, O'Driscoll D, Poves I, Lawlor RT, Ye W, Hidalgo M, Scarpa A, Sharp L, Carrato A, Real FX, Furlong LI, Malats N. Pancreatic cancer and autoimmune diseases: An association sustained by computational and epidemiological case-control approaches. Int J Cancer 2019; 144:1540-1549. [PMID: 30229903 DOI: 10.1002/ijc.31866] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Revised: 07/18/2018] [Accepted: 07/27/2018] [Indexed: 12/17/2022]
Abstract
Deciphering the underlying genetic basis behind pancreatic cancer (PC) and its associated multimorbidities will enhance our knowledge toward PC control. The study investigated the common genetic background of PC and different morbidities through a computational approach and further evaluated the less explored association between PC and autoimmune diseases (AIDs) through an epidemiological analysis. Gene-disease associations (GDAs) of 26 morbidities of interest and PC were obtained using the DisGeNET public discovery platform. The association between AIDs and PC pointed by the computational analysis was confirmed through multivariable logistic regression models in the PanGen European case-control study population of 1,705 PC cases and 1,084 controls. Fifteen morbidities shared at least one gene with PC in the DisGeNET database. Based on common genes, several AIDs were genetically associated with PC pointing to a potential link between them. An epidemiologic analysis confirmed that having any of the nine AIDs studied was significantly associated with a reduced risk of PC (Odds Ratio (OR) = 0.74, 95% confidence interval (CI) 0.58-0.93) which decreased in subjects having ≥2 AIDs (OR = 0.39, 95%CI 0.21-0.73). In independent analyses, polymyalgia rheumatica, and rheumatoid arthritis were significantly associated with low PC risk (OR = 0.40, 95%CI 0.19-0.89, and OR = 0.73, 95%CI 0.53-1.00, respectively). Several inflammatory-related morbidities shared a common genetic component with PC based on public databases. These molecular links could shed light into the molecular mechanisms underlying PC development and simultaneously generate novel hypotheses. In our study, we report sound findings pointing to an association between AIDs and a reduced risk of PC.
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Affiliation(s)
- Paulina Gomez-Rubio
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center CNIO, Madrid, Spain
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Janet Piñero
- Research Program on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Universidad Pompeu Fabra (UPF), Barcelona, Spain
| | - Esther Molina-Montes
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center CNIO, Madrid, Spain
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Alba Gutiérrez-Sacristán
- Research Program on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Universidad Pompeu Fabra (UPF), Barcelona, Spain
| | - Mirari Marquez
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center CNIO, Madrid, Spain
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Marta Rava
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center CNIO, Madrid, Spain
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Christoph W Michalski
- Department of Surgery, Technical University of Munich, Munich, Germany
- Department of Surgery, University of Heidelberg, Heidelberg, Germany
| | - Antoni Farré
- Department of Gastroenterology, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Xavier Molero
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Hospital Universitaru Vall d'Hebron, Exocrine Pancreas Research Unit and Vall d'Hebron Research Institute (VHIR), Barcelona, Spain
- Universitat Auntònoma de Barcelona, Campus de la UAB, Barcelona, Spain
| | - Matthias Löhr
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - José Perea
- Department of Surgery, University Hospital 12 de Octubre, Madrid, Spain
| | - William Greenhalf
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool, United Kingdom
| | - Michael O'Rorke
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
| | - Adonina Tardón
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Department of Medicine, Instituto Universitario de Oncología del Principado de Asturias, Oviedo, Spain
| | - Thomas Gress
- Department of Gastroenterology, University Hospital of Giessen and Marburg, Marburg, Germany
| | - Victor M Barberá
- Laboratorio de Genética Molecular, Hospital General Universitario de Elche, Elche, Spain
| | - Tatjana Crnogorac-Jurcevic
- Centre for Molecular Oncology, John Vane Science Centre, Barts Cancer Institute, Queen Mary University of London, London, United Kingdom
| | - Luís Muñoz-Bellvís
- General and Digestive Surgery Department, Hospital Universitario de Salamanca, Salamanca, Spain
| | - Enrique Domínguez-Muñoz
- Department of Gastroenterology, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
| | - Joaquim Balsells
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Hospital Universitaru Vall d'Hebron, Exocrine Pancreas Research Unit and Vall d'Hebron Research Institute (VHIR), Barcelona, Spain
- Universitat Auntònoma de Barcelona, Campus de la UAB, Barcelona, Spain
| | - Eithne Costello
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool, United Kingdom
| | - Jingru Yu
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - Mar Iglesias
- Department of Gastroenterology, Hospital del Mar/Parc de Salut Mar, Barcelona, Spain
| | - Lucas Ilzarbe
- Department of Gastroenterology, Hospital del Mar/Parc de Salut Mar, Barcelona, Spain
| | - Jörg Kleeff
- Department of Surgery, Technical University of Munich, Munich, Germany
- Department of Visceral, Vascular and Endocrine Surgery, Martin-Luther-University Halle-Wittenberg, Halle, (Saale), Germany
| | - Bo Kong
- Department of Surgery, Technical University of Munich, Munich, Germany
| | - Josefina Mora
- Department of Gastroenterology, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Liam Murray
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
| | - Damian O'Driscoll
- Cancer Data Registrars, National Cancer Registry Ireland, Cork, Ireland
| | - Ignasi Poves
- Department of Gastroenterology, Hospital del Mar/Parc de Salut Mar, Barcelona, Spain
| | - Rita T Lawlor
- ARC-Net Centre for Applied Research on Cancer, Department of Pathology and Diagnostics, University Hospital Trust of Verona, Verona, Italy
| | - Weimin Ye
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet and University Hospital, Sweden
| | - Manuel Hidalgo
- Hospital Madrid-Norte-Sanchinarro and Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Rosenberg Clinical Cancer Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Aldo Scarpa
- ARC-Net Centre for Applied Research on Cancer, Department of Pathology and Diagnostics, University Hospital Trust of Verona, Verona, Italy
| | - Linda Sharp
- Cancer Data Registrars, National Cancer Registry Ireland, Cork, Ireland
- Institute of Health and Society, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Alfredo Carrato
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Department of Oncology, Hospital Ramón y Cajal, Madrid, Spain
| | - Francisco X Real
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Epithelial Carcinogenesis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra, Barcelona, Spain
| | - Laura I Furlong
- Research Program on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Universidad Pompeu Fabra (UPF), Barcelona, Spain
| | - Núria Malats
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center CNIO, Madrid, Spain
- Centro de Investigación Biomédica en Red en Oncología (CIBERONC), Enfermedades Hepáticas y Digestivas (CIBERHD), and Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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4
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Molina-Montes E, Gomez-Rubio P, Márquez M, Rava M, Löhr M, Michalski CW, Molero X, Farré A, Perea J, Greenhalf W, Ilzarbe L, O'Rorke M, Tardón A, Gress T, Barberà VM, Crnogorac-Jurcevic T, Domínguez-Muñoz E, Muñoz-Bellvís L, Balsells J, Costello E, Huang J, Iglesias M, Kleeff J, Kong B, Mora J, Murray L, O'Driscoll D, Poves I, Scarpa A, Ye W, Hidalgo M, Sharp L, Carrato A, Real FX, Malats N. Risk of pancreatic cancer associated with family history of cancer and other medical conditions by accounting for smoking among relatives. Int J Epidemiol 2018; 47:473-483. [PMID: 29329392 DOI: 10.1093/ije/dyx269] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/02/2018] [Indexed: 12/16/2022] Open
Abstract
Background Family history (FH) of pancreatic cancer (PC) has been associated with an increased risk of PC, but little is known regarding the role of inherited/environmental factors or that of FH of other comorbidities in PC risk. We aimed to address these issues using multiple methodological approaches. Methods Case-control study including 1431 PC cases and 1090 controls and a reconstructed-cohort study (N = 16 747) made up of their first-degree relatives (FDR). Logistic regression was used to evaluate PC risk associated with FH of cancer, diabetes, allergies, asthma, cystic fibrosis and chronic pancreatitis by relative type and number of affected relatives, by smoking status and other potential effect modifiers, and by tumour stage and location. Familial aggregation of cancer was assessed within the cohort using Cox proportional hazard regression. Results FH of PC was associated with an increased PC risk [odds ratio (OR) = 2.68; 95% confidence interval (CI): 2.27-4.06] when compared with cancer-free FH, the risk being greater when ≥ 2 FDRs suffered PC (OR = 3.88; 95% CI: 2.96-9.73) and among current smokers (OR = 3.16; 95% CI: 2.56-5.78, interaction FHPC*smoking P-value = 0.04). PC cumulative risk by age 75 was 2.2% among FDRs of cases and 0.7% in those of controls [hazard ratio (HR) = 2.42; 95% CI: 2.16-2.71]. PC risk was significantly associated with FH of cancer (OR = 1.30; 95% CI: 1.13-1.54) and diabetes (OR = 1.24; 95% CI: 1.01-1.52), but not with FH of other diseases. Conclusions The concordant findings using both approaches strengthen the notion that FH of cancer, PC or diabetes confers a higher PC risk. Smoking notably increases PC risk associated with FH of PC. Further evaluation of these associations should be undertaken to guide PC prevention strategies.
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Affiliation(s)
- E Molina-Montes
- Spanish National Cancer Research Center (CNIO), Genetic and Molecular Epidemiology Group, Madrid, and CIBERONC, Spain
| | - P Gomez-Rubio
- Spanish National Cancer Research Center (CNIO), Genetic and Molecular Epidemiology Group, Madrid, and CIBERONC, Spain
| | - M Márquez
- Spanish National Cancer Research Center (CNIO), Genetic and Molecular Epidemiology Group, Madrid, and CIBERONC, Spain
| | - M Rava
- Spanish National Cancer Research Center (CNIO), Genetic and Molecular Epidemiology Group, Madrid, and CIBERONC, Spain
| | - M Löhr
- Karolinska Institutet and University Hospital, Gastrocentrum, Stockholm, Sweden
| | - C W Michalski
- Technical University of Munich, Department of Surgery, Munich, Germany
- University of Heidelberg, Department of Surgery, Heidelberg, Germany
| | - X Molero
- Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, and CIBEREHD, Spain
| | - A Farré
- Hospital de la Santa Creu i Sant Pau, Department of Gastroenterology, Barcelona, Spain
| | - J Perea
- University Hospital 12 de Octubre, Department of Surgery, Madrid, Spain
| | - W Greenhalf
- Royal Liverpool University Hospital, Department of Molecular and Clinical Cancer Medicine, Liverpool, UK
| | - L Ilzarbe
- Hospital del Mar-Parc de Salut Mar, Barcelona, Spain
| | - M O'Rorke
- Queen's University Belfast, Centre for Public Health, Belfast, UK
| | - A Tardón
- Instituto Universitario de Oncología del Principado de Asturias, Department of Medicine, Oviedo, and CIBERESP, Spain
| | - T Gress
- University Hospital of Giessen and Marburg, Department of Gastroenterology, Marburg, Germany
| | - V M Barberà
- General University Hospital of Elche, Molecular Genetics Laboratory, Elche, Spain
| | - T Crnogorac-Jurcevic
- Barts Cancer Institute, Centre for Molecular Oncology, Queen Mary University of London, London, UK
| | - E Domínguez-Muñoz
- University Clinical Hospital of Santiago de Compostela, Department of Gastroenterology, Santiago de Compostela, Spain
| | - L Muñoz-Bellvís
- Salamanca University Hospital, General and Digestive Surgery Department, Salamanca, Spain
| | - J Balsells
- Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, and CIBEREHD, Spain
| | - E Costello
- Royal Liverpool University Hospital, Department of Molecular and Clinical Cancer Medicine, Liverpool, UK
| | - J Huang
- Karolinska Institutet and University Hospital, Gastrocentrum, Stockholm, Sweden
| | - M Iglesias
- Hospital del Mar-Parc de Salut Mar, Barcelona, Spain
| | - J Kleeff
- Technical University of Munich, Department of Surgery, Munich, Germany
- Martin-Luther-University Halle-Wittenberg, Department of Visceral, Vascular and Endocrine Surgery, Halle (Saale), Germany
| | - Bo Kong
- Technical University of Munich, Department of Surgery, Munich, Germany
| | - J Mora
- Hospital de la Santa Creu i Sant Pau, Department of Gastroenterology, Barcelona, Spain
| | - L Murray
- Queen's University Belfast, Centre for Public Health, Belfast, UK
| | - D O'Driscoll
- National Cancer Registry Ireland and HRB Clinical Research Facility, University College Cork, Cork, Ireland
| | - I Poves
- Hospital del Mar-Parc de Salut Mar, Barcelona, Spain
| | - A Scarpa
- ARC-Net Centre for Applied Research on Cancer and Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - W Ye
- Karolinska Institutet and University Hospital, Gastrocentrum, Stockholm, Sweden
| | - M Hidalgo
- Madrid-Norte-Sanchinarro Hospital, Madrid, Spain
| | - L Sharp
- National Cancer Registry Ireland and HRB Clinical Research Facility, University College Cork, Cork, Ireland
- Newcastle University, Institute of Health and Society, Newcastle upon Tyne, UK
| | - A Carrato
- Ramón y Cajal University Hospital, Department of Oncology, IRYCIS, Alcala University, Madrid, and CIBERONC, Spain
| | - F X Real
- Spanish National Cancer Research Centre (CNIO), Epithelial Carcinogenesis Group, Madrid, Universitat Pompeu Fabra, Departament de Ciències Experimentals i de la Salut, Barcelona, and CIBERONC, Spain
| | - N Malats
- Spanish National Cancer Research Center (CNIO), Genetic and Molecular Epidemiology Group, Madrid, and CIBERONC, Spain
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5
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Gomez-Rubio P, Rosato V, Márquez M, Bosetti C, Molina-Montes E, Rava M, Piñero J, Michalski CW, Farré A, Molero X, Löhr M, Ilzarbe L, Perea J, Greenhalf W, O'Rorke M, Tardón A, Gress T, Barberá VM, Crnogorac-Jurcevic T, Muñoz-Bellvís L, Domínguez-Muñoz E, Gutiérrez-Sacristán A, Balsells J, Costello E, Guillén-Ponce C, Huang J, Iglesias M, Kleeff J, Kong B, Mora J, Murray L, O'Driscoll D, Peláez P, Poves I, Lawlor RT, Carrato A, Hidalgo M, Scarpa A, Sharp L, Furlong LI, Real FX, La Vecchia C, Malats N. A systems approach identifies time-dependent associations of multimorbidities with pancreatic cancer risk. Ann Oncol 2017; 28:1618-1624. [PMID: 28383714 DOI: 10.1093/annonc/mdx167] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2017] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Pancreatic ductal adenocarcinoma (PDAC) is usually diagnosed in late adulthood; therefore, many patients suffer or have suffered from other diseases. Identifying disease patterns associated with PDAC risk may enable a better characterization of high-risk patients. METHODS Multimorbidity patterns (MPs) were assessed from 17 self-reported conditions using hierarchical clustering, principal component, and factor analyses in 1705 PDAC cases and 1084 controls from a European population. Their association with PDAC was evaluated using adjusted logistic regression models. Time since diagnosis of morbidities to PDAC diagnosis/recruitment was stratified into recent (<3 years) and long term (≥3 years). The MPs and PDAC genetic networks were explored with DisGeNET bioinformatics-tool which focuses on gene-diseases associations available in curated databases. RESULTS Three MPs were observed: gastric (heartburn, acid regurgitation, Helicobacter pylori infection, and ulcer), metabolic syndrome (obesity, type-2 diabetes, hypercholesterolemia, and hypertension), and atopic (nasal allergies, skin allergies, and asthma). Strong associations with PDAC were observed for ≥2 recently diagnosed gastric conditions [odds ratio (OR), 6.13; 95% confidence interval CI 3.01-12.5)] and for ≥3 recently diagnosed metabolic syndrome conditions (OR, 1.61; 95% CI 1.11-2.35). Atopic conditions were negatively associated with PDAC (high adherence score OR for tertile III, 0.45; 95% CI, 0.36-0.55). Combining type-2 diabetes with gastric MP resulted in higher PDAC risk for recent (OR, 7.89; 95% CI 3.9-16.1) and long-term diagnosed conditions (OR, 1.86; 95% CI 1.29-2.67). A common genetic basis between MPs and PDAC was observed in the bioinformatics analysis. CONCLUSIONS Specific multimorbidities aggregate and associate with PDAC in a time-dependent manner. A better characterization of a high-risk population for PDAC may help in the early diagnosis of this cancer. The common genetic basis between MP and PDAC points to a mechanistic link between these conditions.
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Affiliation(s)
- P Gomez-Rubio
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - V Rosato
- Branch of Medical Statistics, Biometry and Epidemiology "G.A. Maccacaro," Department of Clinical Sciences and Community Health, University of Milan, Milan
- Unit of Medical Statistics, Biometry and Bioinformatics, National Cancer Institute, IRCCS Foundation, Milan
| | - M Márquez
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - C Bosetti
- Department of Epidemiology, Mario Negri Institute for Pharmacological Research-IRCCS, Milan, Italy
| | - E Molina-Montes
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - M Rava
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
| | - J Piñero
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Pompeu Fabra Univeristy (UPF), Barcelona, Spain
| | - C W Michalski
- Department of Surgery, Technical University of Munich, Munich
- Department of Surgery, University of Heidelberg, Heidelberg, Germany
| | - A Farré
- Department of Gastroenterology, Santa Creu i Sant Pau Hospital, Barcelona
| | - X Molero
- Exocrine Pancreas Research Unit and Vall d'Hebron Research Institute (VHIR), Vall d'Hebron University Hospital, Barcelona
- Department of Medicine, Universitat Autònoma de Barcelona, Barcelona
- Network of Biomedical Research Centres (CIBER), Hepatic and Digestive Diseases and Epidemiology and Public Health, Madrid, Spain
| | - M Löhr
- Gastrocentrum, Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - L Ilzarbe
- Department of Gastroenterology, Parc de Salut Mar University Hospital, Barcelona
| | - J Perea
- Department of Surgery, 12 de Octubre University Hospital, Madrid, Spain
| | - W Greenhalf
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool
| | - M O'Rorke
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - A Tardón
- Network of Biomedical Research Centres (CIBER), Hepatic and Digestive Diseases and Epidemiology and Public Health, Madrid, Spain
- Department of Medicine, University Institute of Oncology of Asturias, Oviedo, Spain
| | - T Gress
- Department of Gastroenterology, University Hospital of Giessen and Marburg, Marburg, Germany
| | - V M Barberá
- Molecular Genetics Laboratory, General University Hospital of Elche, Elche, Spain
| | - T Crnogorac-Jurcevic
- Centre for Molecular Oncology, Barts Cancer Institute, Queen Mary University of London, John Vane Science Centre, London, UK
| | - L Muñoz-Bellvís
- General and Digestive Surgery Department, Salamanca University Hospital, Salamanca
| | - E Domínguez-Muñoz
- Department of Gastroenterology, Clinical University Hospital of Santiago de Compostela, Santiago de Compostela
| | - A Gutiérrez-Sacristán
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Pompeu Fabra Univeristy (UPF), Barcelona, Spain
| | - J Balsells
- Exocrine Pancreas Research Unit and Vall d'Hebron Research Institute (VHIR), Vall d'Hebron University Hospital, Barcelona
- Department of Medicine, Universitat Autònoma de Barcelona, Barcelona
- Network of Biomedical Research Centres (CIBER), Hepatic and Digestive Diseases and Epidemiology and Public Health, Madrid, Spain
| | - E Costello
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool
| | - C Guillén-Ponce
- Department of Oncology, Ramón y Cajal Hospital, Madrid, and CIBERONC, Spain
| | - J Huang
- Gastrocentrum, Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - M Iglesias
- Department of Gastroenterology, Parc de Salut Mar University Hospital, Barcelona
| | - J Kleeff
- Department of Surgery, Technical University of Munich, Munich
- Department of Molecular and Clinical Cancer Medicine, The Royal Liverpool University Hospital, Liverpool
| | - B Kong
- Department of Surgery, Technical University of Munich, Munich
| | - J Mora
- Department of Gastroenterology, Santa Creu i Sant Pau Hospital, Barcelona
| | - L Murray
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - D O'Driscoll
- Research Programme, National Cancer Registry Ireland
| | - P Peláez
- Department of Surgery, 12 de Octubre University Hospital, Madrid, Spain
| | - I Poves
- Department of Gastroenterology, Parc de Salut Mar University Hospital, Barcelona
| | - R T Lawlor
- ARC-Net Centre for Applied Research on Cancer and Department of Pathology and Diagnostics, University and Hospital trust of Verona, Verona, Italy
| | - A Carrato
- Department of Oncology, Ramón y Cajal Hospital, Madrid, and CIBERONC, Spain
| | - M Hidalgo
- Clara Campal Integrated Oncological Centre, Sanchinarro Hospital, Madrid, Spain
| | - A Scarpa
- ARC-Net Centre for Applied Research on Cancer and Department of Pathology and Diagnostics, University and Hospital trust of Verona, Verona, Italy
| | - L Sharp
- Research Programme, National Cancer Registry Ireland
- Institute of Health & Society, Newcastle University, UK
| | - L I Furlong
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute (IMIM), Pompeu Fabra Univeristy (UPF), Barcelona, Spain
| | - F X Real
- Epithelial Carcinogenesis Group, Spanish National Cancer Research Centre (CNIO), Madrid, and CIBERONC
- Department of Experimental and Health Sciences, Pompeu Fabra University, Barcelona, Spain
| | - C La Vecchia
- Branch of Medical Statistics, Biometry and Epidemiology "G.A. Maccacaro," Department of Clinical Sciences and Community Health, University of Milan, Milan
| | - N Malats
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, and CIBERONC, Spain
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6
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Gomez-Rubio P, Zock JP, Rava M, Marquez M, Sharp L, Hidalgo M, Carrato A, Ilzarbe L, Michalski C, Molero X, Farré A, Perea J, Greenhalf W, O'Rorke M, Tardón A, Gress T, Barberà V, Crnogorac-Jurcevic T, Domínguez-Muñoz E, Muñoz-Bellvís L, Alvarez-Urturi C, Balcells J, Barneo L, Costello E, Guillén-Ponce C, Kleeff J, Kong B, Lawlor R, Löhr M, Mora J, Murray L, O'Driscoll D, Peláez P, Poves I, Scarpa A, Real FX, Malats N. Reduced risk of pancreatic cancer associated with asthma and nasal allergies. Gut 2017; 66:314-322. [PMID: 26628509 DOI: 10.1136/gutjnl-2015-310442] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2015] [Revised: 10/26/2015] [Accepted: 10/28/2015] [Indexed: 12/22/2022]
Abstract
OBJECTIVE Studies indicate an inverse association between ductal adenocarcinoma of the pancreas (PDAC) and nasal allergies. However, controversial findings are reported for the association with asthma. Understanding PDAC risk factors will help us to implement appropriate strategies to prevent, treat and diagnose this cancer. This study assessed and characterised the association between PDAC and asthma and corroborated existing reports regarding the association between allergies and PDAC risk. DESIGN Information about asthma and allergies was collated from 1297 PDAC cases and 1024 controls included in the PanGenEU case-control study. Associations between PDAC and atopic diseases were studied using multilevel logistic regression analysis. Meta-analyses of association studies on these diseases and PDAC risk were performed applying random-effects model. RESULTS Asthma was associated with lower risk of PDAC (OR 0.64, 95% CI 0.47 to 0.88), particularly long-standing asthma (>=17 years, OR 0.39, 95% CI 0.24 to 0.65). Meta-analysis of 10 case-control studies sustained our results (metaOR 0.73, 95% CI 0.59 to 0.89). Nasal allergies and related symptoms were associated with lower risk of PDAC (OR 0.66, 95% CI 0.52 to 0.83 and OR 0.59, 95% CI 0.46 to 0.77, respectively). These results were supported by a meta-analysis of nasal allergy studies (metaOR 0.6, 95% CI 0.5 to 0.72). Skin allergies were not associated with PDAC risk. CONCLUSIONS This study shows a consistent inverse association between PDAC and asthma and nasal allergies, supporting the notion that atopic diseases are associated with reduced cancer risk. These results point to the involvement of immune and/or inflammatory factors that may either foster or restrain pancreas carcinogenesis warranting further research to understand the molecular mechanisms driving this association.
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Affiliation(s)
- Paulina Gomez-Rubio
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | - Jan-Paul Zock
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
| | - Marta Rava
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | - Mirari Marquez
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | - Linda Sharp
- National Cancer Registry Ireland, Cork, Ireland, and Institute of Health & Society, Newcastle University, UK
| | | | - Alfredo Carrato
- Department of Oncology, Hospital Ramón y Cajal, Madrid, Spain
| | - Lucas Ilzarbe
- Hospital del Mar-Parc de Salut Mar, Barcelona, Spain
| | | | - Xavier Molero
- Exocrine Pancreas Research Unit, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Antoni Farré
- Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - José Perea
- Department of Surgery, 12 de Octubre University Hospital, Madrid, Spain
| | | | - Michael O'Rorke
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Adonina Tardón
- Instituto Universitario de Oncología del Principado de Asturias, Oviedo, Spain
| | - Thomas Gress
- Department of Gastroenterology, University Hospital Giessen and Marburg, Marburg, Germany
| | - Victor Barberà
- Laboratorio de Genética Molecular, Hospital General Universitario de Elche, Elche, Spain
| | | | | | - Luís Muñoz-Bellvís
- Cirugía General y del Aparato Digestivo, Hospital Universitario de Salamanca, Salamanca, Spain
| | | | - Joaquim Balcells
- Exocrine Pancreas Research Unit, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Luis Barneo
- Instituto Universitario de Oncología del Principado de Asturias, Oviedo, Spain
| | | | | | - Jörg Kleeff
- Technical University of Munich, Munich, Germany
| | - Bo Kong
- Technical University of Munich, Munich, Germany
| | - Rita Lawlor
- Department of Pathology and Diagnostics, University of Verona, Verona, Italy
| | - Matthias Löhr
- Gastrocentrum, Karolinska Institutet, Stockholm, Sweden
| | - Josefina Mora
- Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Lim Murray
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Damian O'Driscoll
- National Cancer Registry Ireland, Cork, Ireland, and Institute of Health & Society, Newcastle University, UK
| | - Pablo Peláez
- Department of Surgery, 12 de Octubre University Hospital, Madrid, Spain
| | - Ignasi Poves
- Hospital del Mar-Parc de Salut Mar, Barcelona, Spain
| | - Aldo Scarpa
- Department of Pathology and Diagnostics, University of Verona, Verona, Italy
| | - Francisco X Real
- Epithelial Carcinogenesis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Núria Malats
- Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
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Pineda S, Gomez-Rubio P, Picornell A, Bessonov K, Márquez M, Kogevinas M, Real FX, Van Steen K, Malats N. Framework for the Integration of Genomics, Epigenomics and Transcriptomics in Complex Diseases. Hum Hered 2015. [DOI: 10.1159/000381184] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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8
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Gomez-Rubio P, Klimentidis YC, Cantu-Soto E, Meza-Montenegro MM, Billheimer D, Lu Z, Chen Z, Klimecki WT. Indigenous American ancestry is associated with arsenic methylation efficiency in an admixed population of northwest Mexico. J Toxicol Environ Health A 2012; 75:36-49. [PMID: 22047162 PMCID: PMC3572940 DOI: 10.1080/15287394.2011.615107] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Many studies provide evidence relating lower human arsenic (As) methylation efficiency, represented by high percent urinary monomethylarsonic acid (MMA(V)), with several As-induced diseases, possibly due to the fact that MMA(V) serves as a proxy for MMA(III), the most toxic As metabolite. Some epidemiological studies suggested that indigenous Americans (AME) methylate As more efficiently; however, data supporting this have been equivocal. The aim of this study was to characterize the association between AME ancestry and As methylation efficiency using a panel of ancestry informative genetic markers to determine individual ancestry proportions in an admixed population (composed of two or more isolated ancestral populations) of 746 individuals environmentally exposed to As in northwest Mexico. Total urinary As (TAs) mean and range were 170.4 and 2.3-1053.5 μg/L, while percent AME (%AME) mean and range were 72.4 and 23-100. Adjusted (gender, age, AS3MT 7388/M287T haplotypes, body mass index [BMI], and TAs) multiple regression model showed that higher AME ancestry is significantly associated with lower percentage of urinary As excreted as MMA(V) (%uMMA) in this population (p < .01). Data also demonstrated a significant interaction between BMI and gender, indicating negative association between BMI and %uMMA, stronger in women than men (p < .01). Moreover, age and the AS3MT variants 7388 (intronic) and M287T (nonsynonymous) were also significantly associated with As methylation efficiency (p < .01). This study highlights the importance of BMI and indigenous American ancestry in some of the observed variability in As methylation efficiency, underscoring the need to be considered in epidemiology studies, particularly those carried out in admixed populations.
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Affiliation(s)
- Paulina Gomez-Rubio
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, Arizona
| | - Yann C. Klimentidis
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama
| | - Ernesto Cantu-Soto
- Department of Environmental Sciences, Instituto Tecnologico de Sonora, Ciudad Obregon, Sonora, Mexico
| | - Maria M. Meza-Montenegro
- Department of Environmental Sciences, Instituto Tecnologico de Sonora, Ciudad Obregon, Sonora, Mexico
| | - Dean Billheimer
- Department of Agricultural and Biosystems Engineering, University of Arizona, Tucson, Arizona
| | - Zhenqiang Lu
- Arizona Statistical Consulting Laboratory, University of Arizona, Tucson, Arizona
| | - Zhao Chen
- Division of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, Arizona
| | - Walter T. Klimecki
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, Arizona
- To whom correspondence should be addressed: Walter Klimecki, DVM, Ph.D., 1657 E Helen St, RM319, Thomas Keating Bldg. Tucson, AZ 85721, Tel. 520-626-7470, Fax. 520-626-2466,
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9
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Gomez-Rubio P, Roberge J, Arendell L, Harris RB, O'Rourke MK, Chen Z, Cantu-Soto E, Meza-Montenegro MM, Billheimer D, Lu Z, Klimecki WT. Association between body mass index and arsenic methylation efficiency in adult women from southwest U.S. and northwest Mexico. Toxicol Appl Pharmacol 2011; 252:176-82. [PMID: 21320519 DOI: 10.1016/j.taap.2011.02.007] [Citation(s) in RCA: 72] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2010] [Revised: 02/03/2011] [Accepted: 02/05/2011] [Indexed: 11/17/2022]
Abstract
Human arsenic methylation efficiency has been consistently associated with arsenic-induced disease risk. Interindividual variation in arsenic methylation profiles is commonly observed in exposed populations, and great effort has been put into the study of potential determinants of this variability. Among the factors that have been evaluated, body mass index (BMI) has not been consistently associated with arsenic methylation efficiency; however, an underrepresentation of the upper BMI distribution was commonly observed in these studies. This study investigated potential factors contributing to variations in the metabolism of arsenic, with specific interest in the effect of BMI where more than half of the population was overweight or obese. We studied 624 adult women exposed to arsenic in drinking water from three independent populations. Multivariate regression models showed that higher BMI, arsenic (+3 oxidation state) methyltransferase (AS3MT) genetic variant 7388, and higher total urinary arsenic were significantly associated with low percentage of urinary arsenic excreted as monomethylarsonic acid (%uMMA) or high ratio between urinary dimethylarsinic acid and uMMA (uDMA/uMMA), while AS3MT genetic variant M287T was associated with high %uMMA and low uDMA/uMMA. The association between BMI and arsenic methylation efficiency was also evident in each of the three populations when studied separately. This strong association observed between high BMI and low %uMMA and high uDMA/uMMA underscores the importance of BMI as a potential arsenic-associated disease risk factor, and should be carefully considered in future studies associating human arsenic metabolism and toxicity.
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Affiliation(s)
- Paulina Gomez-Rubio
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, AZ 85721-0207, USA
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Gomez-Rubio P, Meza-Montenegro MM, Cantu-Soto E, Klimecki WT. Genetic association between intronic variants in AS3MT and arsenic methylation efficiency is focused on a large linkage disequilibrium cluster in chromosome 10. J Appl Toxicol 2010; 30:260-70. [PMID: 20014157 DOI: 10.1002/jat.1492] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Differences in arsenic metabolism are known to play a role in individual variability in arsenic-induced disease susceptibility. Genetic variants in genes relevant to arsenic metabolism are considered to be partially responsible for the variation in arsenic metabolism. Specifically, variants in arsenic (3+ oxidation state) methyltransferase (AS3MT), the key gene in the metabolism of arsenic, have been associated with increased arsenic methylation efficiency. Of particular interest is the fact that different studies have reported that several of the AS3MT single nucleotide polymorphisms (SNPs) are in strong linkage-disequilibrium (LD), which also extends to a nearby gene, CYP17A1. In an effort to characterize the extent of the region in LD, we genotyped 46 SNPs in a 347,000 base region of chromosome 10 that included AS3MT in arsenic-exposed subjects from Mexico. Pairwise LD analysis showed strong LD for these polymorphisms, represented by a mean r(2) of 0.82, spanning a region that includes five genes. Genetic association analysis with arsenic metabolism confirmed the previously observed association between AS3MT variants, including this large cluster of linked polymorphisms, and arsenic methylation efficiency. The existence of a large genomic region sharing strong LD with polymorphisms associated with arsenic metabolism presents a predicament because the observed phenotype cannot be unequivocally assigned to a single SNP or even a single gene. The results reported here should be carefully considered for future genomic association studies involving AS3MT and arsenic metabolism.
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Affiliation(s)
- Paulina Gomez-Rubio
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, Arizona 85721-0207, USA
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