Pre-diagnostic metabolite concentrations and prostate cancer risk in 1077 cases and 1077 matched controls in the European Prospective Investigation into Cancer and Nutrition
Julie A. Schmidt,
Georgina K. Fensom,
Sabina Rinaldi,
Augustin Scalbert,
Paul N. Appleby,
David Achaintre,
Audrey Gicquiau,
Marc J. Gunter,
Pietro Ferrari,
Rudolf Kaaks,
Tilman Kühn,
Anna Floegel,
Heiner Boeing,
Antonia Trichopoulou,
Pagona Lagiou,
Eleutherios Anifantis,
Claudia Agnoli,
Domenico Palli,
Morena Trevisan,
Rosario Tumino,
H. Bas Bueno-de-Mesquita,
Antonio Agudo,
Nerea Larrañaga,
Daniel Redondo-Sánchez,
Aurelio Barricarte,
José Maria Huerta,
J. Ramón Quirós,
Nick Wareham,
Kay-Tee Khaw,
Aurora Perez-Cornago,
Mattias Johansson,
Amanda J. Cross,
Konstantinos K. Tsilidis,
Elio Riboli,
Timothy J. Key,
Ruth C. Travis
Affiliations
Julie A. Schmidt
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
Georgina K. Fensom
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
Sabina Rinaldi
International Agency for Research on Cancer
Augustin Scalbert
International Agency for Research on Cancer
Paul N. Appleby
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
David Achaintre
International Agency for Research on Cancer
Audrey Gicquiau
International Agency for Research on Cancer
Marc J. Gunter
International Agency for Research on Cancer
Pietro Ferrari
International Agency for Research on Cancer
Rudolf Kaaks
Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Foundation under Public Law
Tilman Kühn
Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Foundation under Public Law
Anna Floegel
Department of Epidemiology, German Institute of Human Nutrition (DIfE) Potsdam-Rehbrücke
Heiner Boeing
Department of Epidemiology, German Institute of Human Nutrition (DIfE) Potsdam-Rehbrücke
Antonia Trichopoulou
Hellenic Health Foundation
Pagona Lagiou
Hellenic Health Foundation
Eleutherios Anifantis
Hellenic Health Foundation
Claudia Agnoli
Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori
Domenico Palli
Cancer Risk Factors and Life-Style Epidemiology Unit, Cancer Research and Prevention Institute – ISPO
Morena Trevisan
Cancer Epidemiology Unit-CERMS, Department of Medical Sciences, University of Turin
Rosario Tumino
Cancer Registry and Histopathology Unit, “Civic-M.P.Arezzo” Hospital
H. Bas Bueno-de-Mesquita
Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
Antonio Agudo
Unit of Nutrition and Cancer, Cancer Epidemiology Research Program, Catalan Institute of Oncology-IDIBELL
Nerea Larrañaga
Public Health Division of Gipuzkoa, Regional Government of the Basque Country
Daniel Redondo-Sánchez
CIBER of Epidemiology and Public Health (CIBERESP)
Aurelio Barricarte
CIBER of Epidemiology and Public Health (CIBERESP)
José Maria Huerta
CIBER of Epidemiology and Public Health (CIBERESP)
J. Ramón Quirós
Public Health Directorate
Nick Wareham
MRC Epidemiology Unit, University of Cambridge
Kay-Tee Khaw
School of Clinical Medicine, University of Cambridge
Aurora Perez-Cornago
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
Mattias Johansson
International Agency for Research on Cancer
Amanda J. Cross
Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
Konstantinos K. Tsilidis
Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
Elio Riboli
Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
Timothy J. Key
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
Ruth C. Travis
Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford
Abstract Background Little is known about how pre-diagnostic metabolites in blood relate to risk of prostate cancer. We aimed to investigate the prospective association between plasma metabolite concentrations and risk of prostate cancer overall, and by time to diagnosis and tumour characteristics, and risk of death from prostate cancer. Methods In a case-control study nested in the European Prospective Investigation into Cancer and Nutrition, pre-diagnostic plasma concentrations of 122 metabolites (including acylcarnitines, amino acids, biogenic amines, glycerophospholipids, hexose and sphingolipids) were measured using targeted mass spectrometry (AbsoluteIDQ p180 Kit) and compared between 1077 prostate cancer cases and 1077 matched controls. Risk of prostate cancer associated with metabolite concentrations was estimated by multi-variable conditional logistic regression, and multiple testing was accounted for by using a false discovery rate controlling procedure. Results Seven metabolite concentrations, i.e. acylcarnitine C18:1, amino acids citrulline and trans-4-hydroxyproline, glycerophospholipids PC aa C28:1, PC ae C30:0 and PC ae C30:2, and sphingolipid SM (OH) C14:1, were associated with prostate cancer (p < 0.05), but none of the associations were statistically significant after controlling for multiple testing. Citrulline was associated with a decreased risk of prostate cancer (odds ratio (OR1SD) = 0.73; 95% confidence interval (CI) 0.62–0.86; p trend = 0.0002) in the first 5 years of follow-up after taking multiple testing into account, but not after longer follow-up; results for other metabolites did not vary by time to diagnosis. After controlling for multiple testing, 12 glycerophospholipids were inversely associated with advanced stage disease, with risk reduction up to 46% per standard deviation increase in concentration (OR1SD = 0.54; 95% CI 0.40–0.72; p trend = 0.00004 for PC aa C40:3). Death from prostate cancer was associated with higher concentrations of acylcarnitine C3, amino acids methionine and trans-4-hydroxyproline, biogenic amine ADMA, hexose and sphingolipid SM (OH) C14:1 and lower concentration of glycerophospholipid PC aa C42:4. Conclusions Several metabolites, i.e. C18:1, citrulline, trans-4-hydroxyproline, three glycerophospholipids and SM (OH) C14:1, might be related to prostate cancer. Analyses by time to diagnosis indicated that citrulline may be a marker of subclinical prostate cancer, while other metabolites might be related to aetiology. Several glycerophospholipids were inversely related to advanced stage disease. More prospective data are needed to confirm these associations.