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Body mass index, effect modifiers, and risk of pancreatic cancer: a pooled study of seven prospective cohorts

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Abstract

Objective

To investigate whether the positive association of body mass index (BMI, kg/m2) with risk of pancreatic cancer is modified by age, sex, smoking status, physical activity, and history of diabetes.

Methods

In a pooled analysis of primary data of seven prospective cohorts including 458,070 men and 485,689 women, we identified 2,454 patients with incident pancreatic cancer during an average 6.9 years of follow-up. Cox proportional hazard regression models were used in data analysis.

Results

In a random-effects meta-analysis, for every 5 kg/m2 increment in BMI, the summary relative risk (RR) was 1.06 (95% confidence interval (CI) 0.99–1.13) for men and 1.12 (95% CI 1.05–1.19) for women. The aggregate analysis showed that compared with normal weight (BMI: 18.5 to <25), the adjusted RR was 1.13 (95% CI 1.03–1.23) for overweight (BMI: 25 to <30) and 1.19 (95% CI 1.05–1.35) for obesity class I (BMI: 30 to <35). Tests of interactions of BMI effects by other risk factors were not statistically significant. Every 5 kg/m2 increment in BMI was associated with an increased risk of pancreatic cancer among never and former smokers, but not among current smokers (P-interaction = 0.08).

Conclusion

The present evidence suggests that a high BMI is an independent risk factor of pancreatic cancer.

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Abbreviations

AARP:

National Institutes of Health-AARP Diet and Health Study

AHS:

Agricultural Health Study

ATBC:

Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study

BCDDP:

Breast Cancer Detection Demonstration Project

BMI:

Body mass index

CI:

Confidence interval

NCI-DCEG:

National Cancer Institute-Division of Cancer Epidemiology and Genetics

PLCO:

Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial

SD:

Standard deviation

SWHS:

Shanghai Women’s Health Study

RR:

Relative risk

USRT:

United States Radiologic Technologists Study

References

  1. 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

    Article  CAS  PubMed  Google Scholar 

  2. Larsson SC, Orsini N, Wolk A (2007) Body mass index and pancreatic cancer risk: A meta-analysis of prospective studies. Int J Cancer 120:1993–1998

    Article  CAS  PubMed  Google Scholar 

  3. Renehan AG, Tyson M, Egger M et al (2008) Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet 371:569–578

    Article  PubMed  Google Scholar 

  4. Luo J, Iwasaki M, Inoue M et al (2007) Body mass index, physical activity and the risk of pancreatic cancer in relation to smoking status and history of diabetes: a large-scale population-based cohort study in Japan-The JPHC study. Cancer Causes Control 18:603–612

    Article  PubMed  Google Scholar 

  5. Fryzek JP, Schenk M, Kinnard M et al (2005) The association of body mass index and pancreatic cancer in residents of southeastern Michigan, 1996–1999. Am J Epidemiol 162:222–228

    Article  PubMed  Google Scholar 

  6. Stolzenberg-Solomon RZ, Pietinen P, Taylor PR et al (2002) A prospective study of medical conditions, anthropometry, physical activity, and pancreatic cancer in male smokers (Finland). Cancer Causes Control 13:417–426

    Article  PubMed  Google Scholar 

  7. Rosenthal AD, Jin F, Shu XO et al (2004) Body fat distribution and risk of diabetes among Chinese women. Int J Obes Relat Metab Disord 28:594–599

    Article  CAS  PubMed  Google Scholar 

  8. 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

    Article  PubMed  Google Scholar 

  9. Koutros S, Lynch CF, Ma X et al (2009) Heterocyclic aromatic amine pesticide use and human cancer risk: results from the U.S. Agricultural Health Study. Int J Cancer 124:1206–1212

    Article  CAS  PubMed  Google Scholar 

  10. Calton BA, Stolzenberg-Solomon RZ, Moore SC et al (2008) A prospective study of physical activity and the risk of pancreatic cancer among women (United States). BMC Cancer 8:63

    Article  PubMed  Google Scholar 

  11. Boice JD Jr, Mandel JS, Doody MM et al (1992) A health survey of radiologic technologists. Cancer 69:586–598

    Article  PubMed  Google Scholar 

  12. Freedman DM, Ron E, Ballard-Barbash R et al (2006) Body mass index and all-cause mortality in a nationwide US cohort. Int J Obes (Lond) 30:822–829

    Article  CAS  Google Scholar 

  13. 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

    Article  Google Scholar 

  14. Zheng W, Chow WH, Yang G et al (2005) The Shanghai Women’s Health Study: rationale, study design, and baseline characteristics. Am J Epidemiol 162:1123–1131

    Article  PubMed  Google Scholar 

  15. Stolzenberg-Solomon RZ, Hayes RB, Horst RL et al (2009) Serum vitamin D and risk of pancreatic cancer in the prostate, lung, colorectal, and ovarian screening trial. Cancer Res 69:1439–1447

    Article  CAS  PubMed  Google Scholar 

  16. World Health Organization (2000) WHO Technical Report Series No. 894. WHO, Geneva

  17. Smith-Warner SA, Spiegelman D, Ritz J et al (2006) Methods for pooling results of epidemiologic studies: the Pooling Project of Prospective Studies of Diet and Cancer. Am J Epidemiol 163:1053–1064

    Article  PubMed  Google Scholar 

  18. DerSimonian R, Laird N (1986) Meta-analysis in clinical trials. Control Clin Trials 7:177–188

    Article  CAS  PubMed  Google Scholar 

  19. Higgins JP, Thompson SG (2002) Quantifying heterogeneity in a meta-analysis. Stat Med 21:1539–1558

    Article  PubMed  Google Scholar 

  20. Spiegelman D, Hertzmark E, Wand HC (2007) Point and interval estimates of partial population attributable risks in cohort studies: examples and software. Cancer Causes Control 18:571–579

    Article  CAS  PubMed  Google Scholar 

  21. Kaaks R, Lukanova A (2001) Energy balance and cancer: the role of insulin and insulin-like growth factor-I. Proc Nutr Soc 60:91–106

    Article  CAS  PubMed  Google Scholar 

  22. Gapstur SM, Gann PH, Lowe W et al (2000) Abnormal glucose metabolism and pancreatic cancer mortality. JAMA 283:2552–2558

    Article  CAS  PubMed  Google Scholar 

  23. Stolzenberg-Solomon RZ, Graubard BI, Chari S et al (2005) Insulin, glucose, insulin resistance, and pancreatic cancer in male smokers. JAMA 294:2872–2878

    Article  CAS  PubMed  Google Scholar 

  24. 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

    Article  CAS  PubMed  Google Scholar 

  25. Stolzenberg-Solomon RZ, Weinstein S, Pollak M et al (2008) Prediagnostic adiponectin concentrations and pancreatic cancer risk in male smokers. Am J Epidemiol 168:1047–1055

    Article  PubMed  Google Scholar 

  26. Olusi SO (2002) Obesity is an independent risk factor for plasma lipid peroxidation and depletion of erythrocyte cytoprotective enzymes in humans. Int J Obes Relat Metab Disord 26:1159–1164

    Article  CAS  PubMed  Google Scholar 

  27. Wang M, Abbruzzese JL, Friess H et al (1998) DNA adducts in human pancreatic tissues and their potential role in carcinogenesis. Cancer Res 58:38–41

    CAS  PubMed  Google Scholar 

  28. Michaud DS, Fuchs CS (2005) Obesity and pancreatic cancer: overall evidence and latency period. Cancer Epidemiol Biomarkers Prev 14:2678–2679 (2678; author reply)

    Article  PubMed  Google Scholar 

  29. Nawaz H, Chan W, Abdulrahman M et al (2001) Self-reported weight and height: implications for obesity research. Am J Prev Med 20:294–298

    Article  CAS  PubMed  Google Scholar 

  30. Kuczmarski MF, Kuczmarski RJ, Najjar M (2001) Effects of age on validity of self-reported height, weight, and body mass index: findings from the Third National Health and Nutrition Examination Survey, 1988–1994. J Am Diet Assoc 101:28–34

    Article  CAS  PubMed  Google Scholar 

  31. Gillum RF, Sempos CT (2005) Ethnic variation in validity of classification of overweight and obesity using self-reported weight and height in American women and men: the Third National Health and Nutrition Examination Survey. Nutr J 4:27

    Article  CAS  PubMed  Google Scholar 

  32. Calle EE, Rodriguez C, Walker-Thurmond K et al (2003) Overweight, obesity, and mortality from cancer in a prospectively studied cohort of U.S. adults. N Engl J Med 348:1625–1638

    Article  PubMed  Google Scholar 

  33. Nothlings U, Wilkens LR, Murphy SP et al (2007) Body mass index and physical activity as risk factors for pancreatic cancer: the Multiethnic Cohort Study. Cancer Causes Control 18:165–175

    Article  PubMed  Google Scholar 

  34. Samanic C, Chow WH, Gridley G et al (2006) Relation of body mass index to cancer risk in 362, 552 Swedish men. Cancer Causes Control 17:901–909

    Article  PubMed  Google Scholar 

  35. Anderson LN, Cotterchio M, Gallinger S (2009) Lifestyle, dietary, and medical history factors associated with pancreatic cancer risk in Ontario, Canada. Cancer Causes Control 20:825–834

    Article  PubMed  Google Scholar 

  36. Pan SY, Johnson KC, Ugnat AM et al (2004) Association of obesity and cancer risk in Canada. Am J Epidemiol 159:259–268

    Article  PubMed  Google Scholar 

  37. Jessen A, Buemann B, Toubro S et al (2005) The appetite-suppressant effect of nicotine is enhanced by caffeine. Diabetes Obes Metab 7:327–333

    Article  CAS  PubMed  Google Scholar 

  38. Hofstetter A, Schutz Y, Jequier E et al (1986) Increased 24-hour energy expenditure in cigarette smokers. N Engl J Med 314:79–82

    CAS  PubMed  Google Scholar 

  39. Ronnemaa T, Ronnemaa EM, Puukka P et al (1996) Smoking is independently associated with high plasma insulin levels in nondiabetic men. Diabetes Care 19:1229–1232

    Article  CAS  PubMed  Google Scholar 

  40. Obana H, Hori S, Kashimoto T et al (1981) Polycyclic aromatic hydrocarbons in human fat and liver. Bull Environ Contam Toxicol 27:23–27

    Article  CAS  PubMed  Google Scholar 

  41. Lin Y, Kikuchi S, Tamakoshi A et al (2007) Obesity, physical activity and the risk of pancreatic cancer in a large Japanese cohort. Int J Cancer 120:2665–2671

    Article  CAS  PubMed  Google Scholar 

  42. Jiao L, Silverman DT, Schairer C et al (2009) Alcohol use and risk of pancreatic cancer: the NIH-AARP Diet and Health Study. Am J Epidemiol 169:1043–1051

    Article  PubMed  Google Scholar 

  43. Michaud DS, Giovannucci E, Willett WC et al (2001) Physical activity, obesity, height, and the risk of pancreatic cancer. JAMA 286:921–929

    Article  CAS  PubMed  Google Scholar 

  44. Berrington de Gonzalez A, Spencer EA, Bueno-de-Mesquita HB et al (2006) Anthropometry, physical activity, and the risk of pancreatic cancer in the European prospective investigation into cancer and nutrition. Cancer Epidemiol Biomarkers Prev 15:879–885

    Article  PubMed  Google Scholar 

  45. Patel AV, Rodriguez C, Bernstein L et al (2005) Obesity, recreational physical activity, and risk of pancreatic cancer in a large U.S. Cohort. Cancer Epidemiol Biomarkers Prev 14:459–466

    Article  PubMed  Google Scholar 

  46. Eberle CA, Bracci PM, Holly EA (2005) Anthropometric factors and pancreatic cancer in a population-based case-control study in the San Francisco Bay area. Cancer Causes Control 16:1235–1244

    Article  PubMed  Google Scholar 

  47. Wang F, Gupta S, Holly EA (2006) Diabetes mellitus and pancreatic cancer in a population-based case-control study in the San Francisco Bay Area, California. Cancer Epidemiol Biomarkers Prev 15:1458–1463

    Article  PubMed  Google Scholar 

  48. Li D, Morris JS, Liu J et al (2009) Body mass index and risk, age of onset, and survival in patients with pancreatic cancer. JAMA 301:2553–2562

    Article  CAS  PubMed  Google Scholar 

  49. Gorber SC, Tremblay M, Moher D et al (2007) A comparison of direct vs. self-report measures for assessing height, weight and body mass index: a systematic review. Obes Rev 8:307–326

    Article  PubMed  Google Scholar 

  50. Luo J, Margolis KL, Adami HO et al (2008) Obesity and risk of pancreatic cancer among postmenopausal women: the Women’s Health Initiative (United States). Br J Cancer 99:527–531

    Article  CAS  PubMed  Google Scholar 

  51. Larsson SC, Permert J, Hakansson N et al (2005) Overall obesity, abdominal adiposity, diabetes and cigarette smoking in relation to the risk of pancreatic cancer in two Swedish population-based cohorts. Br J Cancer 93:1310–1315

    Article  CAS  PubMed  Google Scholar 

  52. 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

    Article  PubMed  Google Scholar 

  53. Ji BT, Hatch MC, Chow WH et al (1996) Anthropometric and reproductive factors and the risk of pancreatic cancer: a case-control study in Shanghai, China. Int J Cancer 66:432–437

    Article  CAS  PubMed  Google Scholar 

  54. Calle EE, Kaaks R (2004) Overweight, obesity and cancer: epidemiological evidence and proposed mechanisms. Nat Rev Cancer 4:579–591

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

The authors thank Jerome Mabie, Joe Barker, Matthew Butcher, Jeremy Miller, and Anne Taylor from the Information Management System for their help with data management.

Financial Support

The funding source of this pooled analysis is the Intramural Research Program of the National Cancer Institute, Division of Cancer Epidemiology and Genetics; and National Institute of Environment Health Sciences, Epidemiology Branch, National Institutes of Health.

Conflict of Interest

No conflict of interest is declared.

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Correspondence to Li Jiao.

Additional information

Writing group—Li Jiao, Amy Berrington de Gonzalez, Patricia Hartge, Ruth M. Pfeiffer, Yikyung Park, D. Michal Freedman, Mitchell H. Gail and Rachael Z. Stolzenberg-Solomon.

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Jiao, L., Berrington de Gonzalez, A., Hartge, P. et al. Body mass index, effect modifiers, and risk of pancreatic cancer: a pooled study of seven prospective cohorts. Cancer Causes Control 21, 1305–1314 (2010). https://doi.org/10.1007/s10552-010-9558-x

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  • DOI: https://doi.org/10.1007/s10552-010-9558-x

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