Abstract
Objectives
A history of type 2 diabetes is one of few consistent risk factors for pancreatic cancer. Potentially modifiable factors related to fasting insulin and glucose concentrations may influence pancreatic cancer risk.
Methods
Multiple linear regression models were used to identify anthropometric, clinical, behavioral, and dietary factors associated with fasting insulin and glucose in a subcohort of non-diabetics in the Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study (n = 366). Hazards ratios (HRs) and 95% confidence intervals (CIs) were calculated among the larger cohort (n = 27,035).
Results
During follow-up (median 16.1 years), 305 participants developed pancreatic cancer. Fasting insulin and/or glucose were positively associated with body mass index (BMI), height, and dietary total and saturated fat and inversely associated with serum high-density lipoprotein cholesterol (HDL) and dietary available carbohydrates, sucrose, and alcohol. Comparing highest to lowest quintiles, total fat (HR = 1.54, 95% CI 1.05–2.25, p-trend = 0.01) and saturated fat (HR = 1.38, 95% CI 0.97–1.98, p-trend = 0.06) were positively associated and available carbohydrates (HR = 0.63, 95% CI 0.44–0.90, p-trend = 0.01), particularly sucrose (HR = 0.62, 95% CI 0.43–0.89, p-trend = 0.09), were inversely associated with risk of pancreatic cancer. BMI, HDL, height, and alcohol were not associated with pancreatic cancer risk.
Conclusion
Dietary fat is associated with higher fasting insulin concentrations and may increase pancreatic cancer risk in smokers.
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References
Jemal A, Siegel R, Ward E et al (2008) Cancer statistics, 2008. CA Cancer J Clin 58:71–96. doi:10.3322/CA.2007.0010
Institute for Statistical and Epidemiological Cancer Research. Cancer in Finland. Finnish Cancer Registry (2008). http://www.cancerregistry.fi/eng/statistics/
World Cancer Research Fund/American Institute for Cancer Research (2007) Food, nutrition, physical activity, and the prevention of cancer: a global perspective. AICR, Washington, DC
Silverman DT, Dunn JA, Hoover RN et al (1994) Cigarette smoking and pancreas cancer: a case-control study based on direct interviews. J Natl Cancer Inst 86:1510–1516. doi:10.1093/jnci/86.20.1510
Giovannucci E, Michaud D (2007) The role of obesity and related metabolic disturbances in cancers of the colon, prostate, and pancreas. Gastroenterology 132:2208–2225. doi:10.1053/j.gastro.2007.03.050
Fisher WE, Boros LG, Schirmer WJ (1996) Insulin promotes pancreatic cancer: evidence for endocrine influence on exocrine pancreatic tumors. J Surg Res 63:310–313. doi:10.1006/jsre.1996.0266
Huxley R, Ansary-Moghaddam A, Berrington de Gonzalez A et al (2005) Type-II diabetes and pancreatic cancer: a meta-analysis of 36 studies. Br J Cancer 92:2076–2083. doi:10.1038/sj.bjc.6602619
Jee SH, Ohrr H, Sull JW, Yun JE, Samet JM (2005) Fasting serum glucose level and cancer risk in Korean men and women. JAMA 293:194–202. doi:10.1001/jama.293.2.194
Yun JE, Jo I, Park J et al (2006) Cigarette smoking, elevated fasting serum glucose, and risk of pancreatic cancer in Korean men. Int J Cancer 119:208–212. doi:10.1002/ijc.21816
Stolzenberg-Solomon RZ, Graubard BI, Chari S et al (2005) Insulin, glucose, insulin resistance, and pancreatic cancer in male smokers. JAMA 294:2872–2878. doi:10.1001/jama.294.22.2872
Stattin P, Bjor O, Ferrari P et al (2007) Prospective study of hyperglycemia and cancer risk. Diabetes Care 30:561–567. doi:10.2337/dc06-0922
Gapstur SM, Gann PH, Lowe W, Liu K, Colangelo L, Dyer A (2000) Abnormal glucose metabolism and pancreatic cancer mortality. JAMA 283:2552–2558. doi:10.1001/jama.283.19.2552
Michaud DS, Wolpin B, Giovannucci E et al (2007) Prediagnostic plasma c-peptide and pancreatic cancer risk in men and women. Cancer Epidemiol Biomarkers Prev 16:2101–2109. doi:10.1158/1055-9965.EPI-07-0182
Cowey S, Hardy RW (2006) The metabolic syndrome: a high-risk state for cancer? Am J Pathol 169:1505–1522. doi:10.2353/ajpath.2006.051090
Berrington de Gonzalez A, Sweetland S, Spencer E (2003) A meta-analysis of obesity and the risk of pancreatic cancer. Br J Cancer 89:519–523. doi:10.1038/sj.bjc.6601140
Marshall JA, Bessesen DH, Hamman RF (1997) High saturated fat and low starch and fibre are associated with hyperinsulinaemia in a non-diabetic population: the San Luis Valley Diabetes Study. Diabetologia 40:430–438. doi:10.1007/s001250050697
Riserus U, Arnlov J, Berglund L (2007) Long-term predictors of insulin resistance: role of lifestyle and metabolic factors in middle-aged men. Diabetes Care 30:2928–2933. doi:10.2337/dc07-0360
Parker DR, Weiss ST, Troisi R, Cassano PA, Vokonas PS, Landsberg L (1993) Relationship of dietary saturated fatty acids and body habitus to serum insulin concentrations: the Normative Aging Study. Am J Clin Nutr 58:129–136
Salmeron J, Manson JE, Stampfer MJ, Colditz GA, Wing AL, Willett WC (1997) Dietary fiber, glycemic load, and risk of non-insulin-dependent diabetes mellitus in women. JAMA 277:472–477. doi:10.1001/jama.277.6.472
Salmeron J, Ascherio A, Rimm EB et al (1997) Dietary fiber, glycemic load, and risk of NIDDM in men. Diabetes Care 20:545–550. doi:10.2337/diacare.20.4.545
Stolzenberg-Solomon RZ, Pietinen P, Taylor PR, Virtamo J, Albanes D (2002) A prospective study of medical conditions, anthropometry, physical activity, and pancreatic cancer in male smokers (Finland). Cancer Causes Control 13:417–426. doi:10.1023/A:1015729615148
Stolzenberg-Solomon RZ, Pietinen P, Taylor PR, Virtamo J, Albanes D (2002) Prospective study of diet and pancreatic cancer in male smokers. Am J Epidemiol 155:783–792. doi:10.1093/aje/155.9.783
Stolzenberg-Solomon RZ, Pietinen P, Barrett MJ, Taylor PR, Virtamo J, Albanes D (2001) Dietary and other methyl-group availability factors and pancreatic cancer risk in a cohort of male smokers. Am J Epidemiol 153:680–687. doi:10.1093/aje/153.7.680
The ATBC Cancer Prevention Study Group (1994) The alpha-tocopherol, beta-carotene lung cancer prevention study: design, methods, participant characteristics, and compliance. Ann Epidemiol 4:1–10
Korhonen P, Malila N, Pukkala E, Teppo L, Albanes D, Virtamo J (2002) The Finnish Cancer Registry as follow-up source of a large trial cohort—accuracy and delay. Acta Oncol 41:381–388. doi:10.1080/028418602760169442
Pietinen P, Hartman AM, Haapa E et al (1988) Reproducibility and validity of dietary assessment instruments. I. A self-administered food use questionnaire with a portion size picture booklet. Am J Epidemiol 128:655–666
Willett WC (1998) Nutritional epidemiology, 2nd edn. Oxford University Press, New York
WHO (1995) Physical status: the use and interpretation of anthropometry. Report of a WHO Expert Committee. World Health Organ Tech Rep Ser 854:1–452
Vessby B, Unsitupa M, Hermansen K et al (2001) Substituting dietary saturated for monounsaturated fat impairs insulin sensitivity in healthy men and women: the KANWU Study. Diabetologia 44:312–319. doi:10.1007/s001250051620
Riccardi G, Giacco R, Rivellese AA (2004) Dietary fat, insulin sensitivity and the metabolic syndrome. Clin Nutr 23:447–456. doi:10.1016/j.clnu.2004.02.006
Ghadirian P, Baillargeon J, Simard A, Perret C (1995) Food habits and pancreatic cancer: a case-control study of the Francophone community in Montreal, Canada. Cancer Epidemiol Biomarkers Prev 4:895–899
Chan JM, Wang F, Holly EA (2007) Pancreatic cancer, animal protein and dietary fat in a population-based study, San Francisco Bay Area, California. Cancer Causes Control 18:1153–1167. doi:10.1007/s10552-007-9054-0
Baghurst PA, McMichael AJ, Slavotinek AH, Baghurst KI, Boyle P, Walker AM (1991) A case-control study of diet and cancer of the pancreas. Am J Epidemiol 134:167–179
Kalapothaki V, Tzonou A, Hsieh CC et al (1993) Nutrient intake and cancer of the pancreas: a case-control study in Athens, Greece. Cancer Causes Control 4:383–389. doi:10.1007/BF00051342
Bueno de Mesquita HB, Moerman CJ, Runia S, Maisonneuve P (1990) Are energy and energy-providing nutrients related to exocrine carcinoma of the pancreas? Int J Cancer 46:435–444. doi:10.1002/ijc.2910460319
Howe GR, Jain M, Miller AB (1990) Dietary factors and risk of pancreatic cancer: results of a Canadian population-based case-control study. Int J Cancer 45:604–608. doi:10.1002/ijc.2910450405
Farrow DC, Davis S (1990) Diet and the risk of pancreatic cancer in men. Am J Epidemiol 132:423–431
Zatonski W, Przewozniak K, Howe GR, Maisonneuve P, Walker AM, Boyle P (1991) Nutritional factors and pancreatic cancer: a case-control study from south-west Poland. Int J Cancer 48:390–394. doi:10.1002/ijc.2910480314
Olsen GW, Mandel JS, Gibson RW, Wattenberg LW, Schuman LM (1991) Nutrients and pancreatic cancer: a population-based case-control study. Cancer Causes Control 2:291–297. doi:10.1007/BF00051668
Nkondjock A, Krewski D, Johnson KC, Ghadirian P (2005) Specific fatty acid intake and the risk of pancreatic cancer in Canada. Br J Cancer 92:971–977. doi:10.1038/sj.bjc.6602380
Ji BT, Chow WH, Gridley G et al (1995) Dietary factors and the risk of pancreatic cancer: a case-control study in Shanghai China. Cancer Epidemiol Biomarkers Prev 4:885–893
Silverman DT, Swanson CA, Gridley G et al (1998) Dietary and nutritional factors and pancreatic cancer: a case-control study based on direct interviews. J Natl Cancer Inst 90:1710–1719. doi:10.1093/jnci/90.22.1710
Michaud DS, Giovannucci E, Willett WC, Colditz GA, Fuchs CS (2003) Dietary meat, dairy products, fat, and cholesterol and pancreatic cancer risk in a prospective study. Am J Epidemiol 157:1115–1125. doi:10.1093/aje/kwg098
Nothlings U, Wilkens LR, Murphy SP, Hankin JH, Henderson BE, Kolonel LN (2005) Meat and fat intake as risk factors for pancreatic cancer: the multiethnic cohort study. J Natl Cancer Inst 97:1458–1465
Michaud DS, Liu S, Giovannucci E, Willett WC, Colditz GA, Fuchs CS (2002) Dietary sugar, glycemic load, and pancreatic cancer risk in a prospective study. J Natl Cancer Inst 94:1293–1300
Silvera SA, Rohan TE, Jain M et al (2005) Glycemic index, glycemic load, and pancreatic cancer risk (Canada). Cancer Causes Control 16:431–436. doi:10.1007/s10552-004-5028-7
Johnson KJ, Anderson KE, Harnack L, Hong CP, Folsom AR (2005) No association between dietary glycemic index or load and pancreatic cancer incidence in postmenopausal women. Cancer Epidemiol Biomarkers Prev 14:1574–1575. doi:10.1158/1055-9965.EPI-05-0138
Patel AV, McCullough ML, Pavluck AL, Jacobs EJ, Thun MJ, Calle EE (2007) Glycemic load, glycemic index, and carbohydrate intake in relation to pancreatic cancer risk in a large US cohort. Cancer Causes Control 18:287–294. doi:10.1007/s10552-006-0081-z
Nothlings U, Murphy SP, Wilkens LR, Henderson BE, Kolonel LN (2007) Dietary glycemic load, added sugars, and carbohydrates as risk factors for pancreatic cancer: the multiethnic cohort study. Am J Clin Nutr 86:1495–1501
Heinen MM, Verhage BA, Lumey LH, Brants HA, Goldbohm RA, van den Brandt PA (2008) Glycemic load, glycemic index, and pancreatic cancer risk in the Netherlands cohort study. Am J Clin Nutr 87:970–977
Larsson SC, Bergkvist L, Wolk A (2006) Consumption of sugar and sugar-sweetened foods and the risk of pancreatic cancer in a prospective study. Am J Clin Nutr 84:1171–1176
Lyon JL, Slattery ML, Mahoney AW, Robison LM (1993) Dietary intake as a risk factor for cancer of the exocrine pancreas. Cancer Epidemiol Biomarkers Prev 2:513–518
Stolzenberg-Solomon RZ, Adams K, Leitzmann M et al (2008) Adiposity, physical activity, and pancreatic cancer in the National Institutes of Health-AARP Diet and Health Cohort. Am J Epidemiol 167:586–597. doi:10.1093/aje/kwm361
Ansary-Moghaddam A, Huxley R, Barzi F et al (2006) The effect of modifiable risk factors on pancreatic cancer mortality in populations of the Asia-Pacific region. Cancer Epidemiol Biomarkers Prev 15:2435–2440. doi:10.1158/1055-9965.EPI-06-0368
Berrington de Gonzalez A, Yun JE, Lee SY, Klein AP, Jee SH (2008) Pancreatic cancer and factors associated with the insulin resistance syndrome in the Korean cancer prevention study. Cancer Epidemiol Biomarkers Prev 17:359–364. doi:10.1158/1055-9965.EPI-07-0507
Silverman DT, Schiffman M, Devesa S (1996) Diagnostic certainty in pancreatic cancer. J Clin Epidemiol 49:601–603. doi:10.1016/0895-4356(95)00508-0
Expert Committee on the Diagnosis and Classification of Diabetes Mellitus (2003) Report of the expert committee on the diagnosis and classification of diabetes mellitus. Diabetes Care 26(Suppl 1):S5–S20. doi:10.2337/diacare.26.2007.S5
Larsson SC, Hakansson N, Giovannucci E, Wolk A (2006) Folate intake and pancreatic cancer incidence: a prospective study of Swedish women and men. J Natl Cancer Inst 98:407–413
Acknowledgments
This research was supported in part by the Intramural Research Program of the NIH and the National Cancer Institute. Additionally, this research was supported by U.S. Public Health Service contracts N01-CN-45165, N01-RC-45035, and N01-RC-37004 from the National Cancer Institute, Department of Health and Human Services. We thank Dr. Elizabeth Platz and Dr. Kala Visvanathan of the Johns Hopkins School of Public Health for helpful comments during preparation of this manuscript.
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Meinhold, C.L., de Gonzalez, A.B., Albanes, D. et al. Predictors of fasting serum insulin and glucose and the risk of pancreatic cancer in smokers. Cancer Causes Control 20, 681–690 (2009). https://doi.org/10.1007/s10552-008-9281-z
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DOI: https://doi.org/10.1007/s10552-008-9281-z