Traditional Dietary Pattern Increases Risk of Prostate Cancer in Argentina: Results of a Multilevel Modeling and Bias Analysis from a Case-Control Study

There is increasing evidence that dietary habits play a role in prostate cancer (PC) occurrence. Argentinean cancer risk studies require additional attention because of the singular dietary pattern of this population. A case-control study (147 PC cases, 300 controls) was conducted in Córdoba (Argentina) throughout 2008–2013. A principal component factor analysis was performed to identify dietary patterns. A mixed logistic regression model was applied, taking into account family history of cancer. Possible bias was evaluated by probabilistic bias analysis. Four dietary patterns were identified: Traditional (fatty red meats, offal, processed meat, starchy vegetables, added sugars and sweets, candies, fats, and vegetable oils), Prudent (nonstarchy vegetables, whole grains), Carbohydrate (sodas/juices and bakery products), and Cheese (cheeses). High adherence to the Traditional (OR 2.82, 95%CI: 1.569–5.099) and Carbohydrate Patterns (OR 2.14, 95%CI: 1.470–3.128) showed a promoting effect for PC, whereas the Prudent and Cheese Patterns were independent factors. PC occurrence was also associated with family history of PC. Bias adjusted ORs indicate that the validity of the present study is acceptable. High adherence to characteristic Argentinean dietary patterns was associated with increased PC risk. Our results incorporate original contributions to knowledge about scenarios in South American dietary patterns and PC occurrence.

[1]  A. Wolk Diet, lifestyle and risk of prostate cancer , 2005, Acta oncologica.

[2]  D. Ludwig,et al.  The insulin-like growth factor axis: a potential link between glycemic index and cancer. , 2005, The American journal of clinical nutrition.

[3]  Stan Lipovetsky,et al.  Generalized Latent Variable Modeling: Multilevel,Longitudinal, and Structural Equation Models , 2005, Technometrics.

[4]  L. Kolonel Fat, meat, and prostate cancer. , 2001, Epidemiologic reviews.

[5]  P. Brennan,et al.  Dietary patterns and risk of advanced prostate cancer: a principal component analysis in Uruguay , 2010, Cancer Causes & Control.

[6]  J. Witte,et al.  Impact of Consumption of Vegetable, Fruit, Grain, and High Glycemic Index Foods on Aggressive Prostate Cancer Risk , 2011, Nutrition and cancer.

[7]  A. Osella,et al.  Applying multilevel model to the relationship of dietary patterns and colorectal cancer: an ongoing case–control study in Córdoba, Argentina , 2012, European Journal of Nutrition.

[8]  E. Sonestedt,et al.  Dietary intakes of carbohydrates in relation to prostate cancer risk: a prospective study in the Malmö Diet and Cancer cohort. , 2012, The American journal of clinical nutrition.

[9]  C. Vecchia,et al.  Dietary Habits and Prostate Cancer Prevention: A Review of Observational Studies by Focusing on South America , 2012, Nutrition and cancer.

[10]  A. Whittemore,et al.  Prostate cancer in relation to diet, physical activity, and body size in blacks, whites, and Asians in the United States and Canada. , 1995, Journal of the National Cancer Institute.

[11]  L. Vatten,et al.  Dairy products, calcium, and prostate cancer risk: a systematic review and meta-analysis of cohort studies. , 2015, The American journal of clinical nutrition.

[12]  J Merlo,et al.  Hazardous effects of tobacco industry funding , 2003, Journal of epidemiology and community health.

[13]  P. Gann Interpreting recent trends in prostate cancer incidence and mortality. , 1997, Epidemiology.

[14]  P. Boffetta,et al.  Food groups and risk of prostate cancer: a case–control study in Uruguay , 2012, Cancer Causes & Control.

[15]  K. Tucker,et al.  Trends in dietary patterns of Latin American populations. , 2003, Cadernos de saude publica.

[16]  C. Mathers,et al.  GLOBOCAN 2012 v1.0, Cancer Incidence and Mortality Worldwide: IARC CancerBase No. 11 [Internet]. Lyon, France: International Agency for Research on Cancer , 2013 .

[17]  P. Brennan,et al.  Salted meat consumption and the risk of cancer: a multisite case-control study in Uruguay. , 2009, Asian Pacific journal of cancer prevention : APJCP.

[18]  D. Kleinbaum,et al.  Applied Regression Analysis and Other Multivariate Methods , 1978 .

[19]  C. la Vecchia,et al.  Dietary patterns and breast cancer: a review with focus on methodological issues. , 2009, Nutrition reviews.

[20]  Sander Greenland,et al.  A Tool for Deterministic and Probabilistic Sensitivity Analysis of Epidemiologic Studies , 2008 .

[21]  C. la Vecchia,et al.  Cancer incidence pattern in Cordoba, Argentina , 2009, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[22]  L. Bégin,et al.  Dietary habits and prostate cancer detection: a case-control study. , 2013, Canadian Urological Association journal = Journal de l'Association des urologues du Canada.

[23]  M. Stampfer,et al.  Index-based dietary patterns and the risk of prostate cancer in the NIH-AARP diet and health study. , 2013, American journal of epidemiology.

[24]  W. King,et al.  Dietary patterns and risk of prostate cancer in Ontario, Canada , 2005, International journal of cancer.

[25]  Jianjun Zhang,et al.  Dietary factors and risk for advanced prostate cancer , 2014, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[26]  Clive Osmond,et al.  Statistical Methods in Cancer Research, Vol. 2, the Design and Analysis of Cohort Studies , 1990 .

[27]  R. Ziegler,et al.  Dietary Patterns and Prostate Cancer Risk in the National Health and Nutrition Examination Survey Epidemiological Follow-up Study Cohort , 2004, Cancer Epidemiology Biomarkers & Prevention.

[28]  K. Chapman,et al.  A systematic review of the effect of diet in prostate cancer prevention and treatment. , 2009, Journal of human nutrition and dietetics : the official journal of the British Dietetic Association.

[29]  Tamra E. Meyer,et al.  Dietary carbohydrate, glycemic index, glycemic load, and risk of prostate cancer in the Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial (PLCO) cohort , 2011, Cancer Causes & Control.

[30]  Stacey A. Kenfield,et al.  Dietary glycemic index, glycemic load, insulin index, fiber and whole-grain intake in relation to risk of prostate cancer , 2010, Cancer Causes & Control.

[31]  Basile Chaix,et al.  A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual phenomena , 2006, Journal of Epidemiology and Community Health.

[32]  J. Potter,et al.  Vegetables, fruit, and cancer. II. Mechanisms , 1991, Cancer Causes & Control.

[33]  Norman E. Breslow,et al.  The design and analysis of cohort studies , 1987 .

[34]  廣畑 富雄,et al.  Food, Nutrition, Physical Activity, and the Prevention of Cancer: a Global Perspective , 2007 .

[35]  J. Benichou,et al.  Body size and prostate cancer: a population-based case-control study in China. , 2000, Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology.

[36]  P. Brennan,et al.  Dietary patterns and risk of cancer: A factor analysis in Uruguay , 2009, International journal of cancer.

[37]  S. Basu,et al.  Metabolic effects of conjugated linoleic acid in humans: the Swedish experience. , 2004, The American journal of clinical nutrition.

[38]  Mark J. Koury,et al.  American Journal of Clinical Nutrition , 2007 .

[39]  A. Ronco,et al.  Foods, nutrients and prostate cancer: a case–control study in Uruguay , 1999, British Journal of Cancer.

[40]  P. Boffetta,et al.  Egg consumption and the risk of cancer: a multisite case-control study in Uruguay. , 2009, Asian Pacific journal of cancer prevention : APJCP.

[41]  F. Bennett,et al.  Are food patterns associated with prostate cancer in Jamaican men: a preliminary report , 2009, Infectious Agents and Cancer.

[42]  N. Weigel,et al.  Vitamin D and Prostate Cancer , 1999, Proceedings of the Society for Experimental Biology and Medicine. Society for Experimental Biology and Medicine.

[43]  Sophia Rabe-Hesketh,et al.  Multilevel and Longitudinal Modeling Using Stata , 2005 .

[44]  N. Breslow,et al.  Statistical methods in cancer research. Volume II--The design and analysis of cohort studies. , 1987, IARC scientific publications.

[45]  M. Caplin,et al.  Prostate cancer and the influence of dietary factors and supplements: a systematic review , 2014, Nutrition & Metabolism.

[46]  V. Guerra,et al.  Reproducibility and validity of a food-frequency questionnaire in assessing dietary intakes and food habits in epidemiological cancer studies in Argentina. , 2001, Journal of experimental & clinical cancer research : CR.

[47]  J. Árnlöv,et al.  Effects of cis-9,trans-11 conjugated linoleic acid supplementation on insulin sensitivity, lipid peroxidation, and proinflammatory markers in obese men. , 2004, The American journal of clinical nutrition.

[48]  A. Chokkalingam,et al.  Prostate cancer epidemiology. , 2006, Frontiers in bioscience : a journal and virtual library.

[49]  A. Eynard,et al.  Characterization of meat consumption and risk of colorectal cancer in Cordoba, Argentina. , 2003, Nutrition.

[50]  D. Mackerras,et al.  Dietary patterns identified using factor analysis and prostate cancer risk: a case control study in Western Australia. , 2008, Annals of epidemiology.

[51]  J. Potter Vegetables, fruit, and cancer , 2005, The Lancet.

[52]  D. English,et al.  Dietary Patterns and Prostate Cancer Risk , 2009, Cancer Epidemiology, Biomarkers and Prevention.

[53]  Frank B. Hu,et al.  Dietary pattern analysis: a new direction in nutritional epidemiology , 2002, Current opinion in lipidology.

[54]  T. Guthrie,et al.  Prostate cancer. , 2020, American family physician.

[55]  W. Willett,et al.  Dietary Patterns and Risk of Prostate Cancer in U.S. Men , 2006, Cancer Epidemiology Biomarkers & Prevention.

[56]  P. Boffetta,et al.  Meat consumption and cancer risk: a case-control study in Uruguay. , 2009, Asian Pacific journal of cancer prevention : APJCP.

[57]  T. Sugimura,et al.  Nutrition and dietary carcinogens. , 2000, Carcinogenesis.