Abstract
Purpose
The dose–response relationship between fasting blood glucose levels and risk of pancreatic cancer has been investigated, but the association between casual blood glucose levels and pancreatic cancer death has not been examined. We examined the association between casual and fasting blood glucose levels and death due to pancreatic cancer in Japanese.
Methods
We performed a pooled analysis of the individual Japanese including 46,387 participants aged 40–79 years from ten cohorts. Participants were classified into five groups: low normal, middle normal, high normal, prediabetes (casual blood glucose 140–199 mg/dl, or fasting blood glucose 110–125 mg/dl), and diabetes (casual blood glucose ≥200 mg/dl, fasting blood glucose ≥126 mg/dl, or anti-diabetic drug use). Low normal, middle normal, and high normal were defined according to tertiles of casual or fasting normal blood glucose levels. Hazard ratios (HRs) and 95% confidence intervals (CIs) for pancreatic cancer mortality were estimated stratifying casual and fasting blood glucose by cohort-stratified Cox proportional hazards regression analysis, with low normal (casual blood glucose <94 mg/dl, or fasting blood glucose <90 mg/dl) as a reference.
Results
Fasting blood glucose showed a dose–response relationship with pancreatic cancer mortality (p for trend = 0.005). After adjusting for covariates, HRs (95% CIs) were 2.83 (1.18–6.76) for prediabetes and 3.96 (1.56–10.08) for diabetes. However, there were no significant associations with casual blood glucose. These tendencies were observed after the exclusion of participants who were censored for the first 5 years of follow-up.
Conclusions
Fasting blood glucose is a better predictor of pancreatic cancer death than casual blood glucose.
Similar content being viewed by others
Abbreviations
- EPOCH-JAPAN:
-
Evidence for Cardiovascular Prevention from Observational Cohorts in Japan
- BMI:
-
Body mass index
- ICD:
-
The International Classification of Diseases and Related Health Problems
- HR:
-
Hazard ratio
- CI:
-
Confidence interval
- ANOVA:
-
Analysis of variance
- SD:
-
Standard deviation.
References
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
Cancer Information Service, National Cancer Center, Japan. http://ganjoho.jp/en/professional/statistics/table_download.html. Accessed 6 June 2016
Statistics and Information Department Minister’s Secretariat, Ministry of Health, Labour and Welfare of Japan (2015) Vital statistics of Japan 2013. Health, Labour and Welfare Statistics Association, Tokyo
Raimondi S, Maisonneuve P, Lowenfels AB (2009) Epidemiology of pancreatic cancer: an overview. Nat Rev Gastroenterol Hepatol 6:699–708
Monitoring of Cancer Incidence in Japan-Survival 2003–2005 Report (Center for Cancer Control and Information Services, National Cancer Center, 2013). http://ganjoho.jp/en/professional/statistics/table_download.html. Accessed 6 June 2016
Ben Q, Xu M, Ning X et al (2011) Diabetes mellitus and risk of pancreatic cancer: a meta-analysis of cohort studies. Eur J Cancer 47:1928–1937
Giovannucci E, Harlan DM, Archer MC et al (2010) Diabetes and cancer: a consensus report. Diabetes Care 33:1674–1685
Kasuga M, Ueki K, Tajima N et al (2013) Report of the Japan Diabetes Society/Japanese Cancer Association Joint Committee on Diabetes and Cancer. Cancer Sci 104:965–976
Sasazuki S, Charvat H, Hara A et al (2013) Diabetes mellitus and cancer risk: pooled analysis of eight cohort studies in Japan. Cancer Sci 104:1499–1507
Liao WC, Tu YK, Wu MS, Lin JT, Wang HP, Chien KL (2015) Blood glucose concentration and risk of pancreatic cancer: systematic review and dose-response meta-analysis. BMJ 349:g7371
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 Biomark Prev 15:2435–2440
Jee SH, Ohrr H, Sull JW, Yun JE, Ji M, Samet JM (2005) Fasting serum glucose level and cancer risk in Korean men and women. JAMA 293:194–202
Kodama K, Tojjar D, Yamada S, Toda K, Patel CJ, Butte AJ (2013) Ethnic differences in the relationship between insulin sensitivity and insulin response: a systematic review and meta-analysis. Diabetes Care 36:1789–1796
Shai I, Jiang R, Manson JE et al (2006) Ethnicity, obesity, and risk of type 2 diabetes in women: a 20-year follow-up study. Diabetes Care 29:1585–1590
Hope C, Robertshaw A, Cheung KL, Idris I, English E (2015) Relationship between HbA1c and cancer in people with or without diabetes: a systematic review. Diabetes Med. doi:10.1111/dme.13031
Zhou J, Mo Y, Li H et al (2013) Relationship between HbA1c and continuous glucose monitoring in Chinese population: a multicenter study. PLoS ONE 8:e83827
Murakami Y, Hozawa A, Okamura T, Ueshima H (2008) Relation of blood pressure and all-cause mortality in 180,000 Japanese participants: pooled analysis of 13 cohort studies. Hypertension 51:1483–1491
The Ministry of Health Labour and Welfare (2016) Mannual to fill in a death certificate (in Japanese). The Ministry of Health, Labour, and Welfare. http://www.mhlw.go.jp/toukei/manual/. Accessed 6 June 2016
Mannami T, Konishi M, Baba S, Nishi N, Terao A (1997) Prevalence of asymptomatic carotid atherosclerotic lesions detected by high-resolution ultrasonography and its relation to cardiovascular risk factors in the general population of a Japanese city: the Suita study. Stroke 28:518–525
Arima H, Tanizaki Y, Kiyohara Y et al (2003) Validity of the JNC VI recommendations for the management of hypertension in a general population of Japanese elderly: the Hisayama study. Arch Intern Med 163:361–366
Ohkubo T, Kikuya M, Metoki H et al (2005) Prognosis of “masked” hypertension and “white-coat” hypertension detected by 24-h ambulatory blood pressure monitoring 10-year follow-up from the Ohasama study. J Am Coll Cardiol 46:508–515
Kuriyama S, Shimazu T, Ohmori K et al (2006) Green tea consumption and mortality due to cardiovascular disease, cancer, and all causes in Japan: the Ohsaki study. JAMA 296:1255–1265
World Health Organization (1977) Manual of the international statistical classification of diseases, injuries, and causes of death. 9th rev. WHO, Geneva
World Health Organization (1992) International statistical classification of diseases and related health problems, 10th edn. WHO, Geneva
American Diabetes Association (2015) Classification and diagnosis of diabetes. Diabetes Care 38:S8–S16
Tada N, Maruyama C, Koba S et al (2011) Japanese dietary lifestyle and cardiovascular disease. J Atheroscler Thromb 18:723–734
Brown IJ, Tzoulaki I, Candeias V, Elliott P (2009) Salt intakes around the world: implications for public health. Int J Epidemiol 38:791–813
Zhou BF, Stamler J, Dennis B et al (2003) Nutrient intakes of middle-aged men and women in China, Japan, United Kingdom, and United States in the late 1990s: the INTERMAP study. J Hum Hypertens 17:623–630
Regel I, Kong B, Raulefs S et al (2012) Energy metabolism and proliferation in pancreatic carcinogenesis. Langenbecks Arch Surg 397:507–512
Chaika NV, Yu F, Purohit V et al (2012) Differential expression of metabolic genes in tumor and stromal components of primary and metastatic loci in pancreatic adenocarcinoma. PLoS ONE 7:e32996
Grote VA, Rohrmann S, Nieters A et al (2011) Diabetes mellitus, glycated haemoglobin and C-peptide levels in relation to pancreatic cancer risk: a study within the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort. Diabetologia 54:3037–3046
Chang YC, Chuang LM (2010) The role of oxidative stress in the pathogenesis of type 2 diabetes: from molecular mechanism to clinical implication. Am J Transl Res 2:316–331
Biadgo B, Abebe M (2016) Type 2 diabetes mellitus and its association with the risk of pancreatic carcinogenesis: a review. Korean J Gastroenterol 67:168–177
Akatsuka S, Toyokuni S (2012) Genome-wide assessment of oxidatively generated DNA damage. Free Radic Res 46:523–530
Stolzenberg-Solomon RZ, Graubard BI, Chari S et al (2005) Insulin, glucose, insulin resistance, and pancreatic cancer in male smokers. JAMA 294:2872–2878
Hirata T, Higashiyama A, Kubota Y et al (2015) HOMA-IR values are associated with glycemic control in Japanese subjects without diabetes or obesity: the KOBE study. J Epidemiol 25:407–414
Hanefeld M, Koehler C, Fuecker K, Henkel E, Schaper F, Temelkova-Kurktschiev T (2003) Insulin secretion and insulin sensitivity pattern is different in isolated impaired glucose tolerance and impaired fasting glucose: the risk factor in Impaired glucose tolerance for atherosclerosis and diabetes study. Diabetes Care 26:868–874
Abdul-Ghani MA, Williams K, DeFronzo R, Stern M (2006) Risk of progression to type 2 diabetes based on relationship between postload plasma glucose and fasting plasma glucose. Diabetes Care 29:1613–1618
Hu FB (2008) Obesity Epidemiology. Oxford University Press, New York
Lin Y, Fu R, Grant E et al (2013) Association of body mass index and risk of death from pancreatic cancer in Asians: findings from the Asia Cohort Consortium. Eur J Cancer Prev 22:244–250
Lawes CM, Parag V, Bennett DA et al (2004) Blood glucose and risk of cardiovascular disease in the Asia Pacific region. Diabetes Care 27:2836–2842
Acknowledgements
We are grateful to all the participants in each cohort study. We thank Mrs. Toshimi Yoshida (Shiga University of Medical Science) and Mrs. Satoko Narikawa (Keio University) for expert clerical assistance.
Author contributions
HU, TO, and KM conceived and designed the pooling project. YM constructed the EPOCH-JAPAN database. MN and AT contributed to the design of the study. MN, YM, and ST participated in data analysis. MN and AT participated in the writing of the manuscript. All authors participated in the critical revision of the manuscript and approved the final version of the report for submission.
Funding
This research was supported by a grant–in–aid from the Ministry of Health, Labour and Welfare, Health and Labor Sciences research grants, Japan (Research on Health Services: H17–Kenkou–007; Comprehensive Research on Cardiovascular Disease and Life–Related Disease: H18–Junkankitou[Seishuu]–Ippan–012; Comprehensive Research on Cardiovascular Disease and Life–Related Disease: H19–Junkankitou [Seishuu]–Ippan–012; Comprehensive Research on Cardiovascular and Life–Style Related Diseases: H20–Junkankitou [Seishuu]–Ippan–013; Comprehensive Research on Cardiovascular and Life–Style Related Diseases: H23–Junkankitou [Seishuu]–Ippan–005); an Intramural Research Fund (22-4-5) for Cardiovascular Diseases of National Cerebral and Cardiovascular Center; and Comprehensive Research on Cardiovascular and Life-Style Related Diseases (H26-Junkankitou [Seisaku]-Ippan-001).
Author information
Authors and Affiliations
Consortia
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest associated with this manuscript.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Appendix
Appendix
The Evidence for Cardiovascular Prevention from Observational Cohorts in Japan (EPOCH–JAPAN) Research Group is composed of the following investigators. Chairperson: Hirotsugu Ueshima (Shiga University of Medical Science); Co–Chairperson: Tomonori Okamura (Keio University);
Executive committee: Hirotsugu Ueshima (Shiga University of Medical Science), Yutaka Imai (Tohoku University Graduate School of Pharmaceutical Sciences), Takayoshi Ohkubo (Teikyo University School of Medicine), Fujiko Irie (Ibaraki Prefecture), Hiroyasu Iso, Akihiko Kitamura (Osaka University Graduate School of Medicine), Yutaka Kiyohara (Kyushu University Graduate School of Medicine), Katsuyuki Miura (Shiga University of Medical Science), Yoshitaka Murakami (Toho University), Hideaki Nakagawa (Kanazawa Medical University), Takeo Nakayama (Kyoto University School of Public Health), Akira Okayama (Research Institute of Strategy for Prevention), Toshimi Sairenchi (Dokkyo Medical University), Shigeyuki Saitoh (Sapporo Medical University), Kiyomi Sakata (Iwate Medical University), Akiko Tamakoshi (Hokkaido University Graduate School of Medicine), Ichiro Tsuji (Tohoku University Graduate School of Medicine), Michiko Yamada (Radiation Effects Research Foundation), Masahiko Kiyama (Osaka Center for Cancer and Cardiovascular Disease Prevention), Yoshihiro Miyamoto (National Cerebral and Cardiovascular Center), Shizukiyo Ishikawa (Jichi Medical University), Hiroshi Yatsuya (Fujita Health University), and Tomonori Okamura (Keio University School of Medicine).
Rights and permissions
About this article
Cite this article
Nagai, M., Murakami, Y., Tamakoshi, A. et al. Fasting but not casual blood glucose is associated with pancreatic cancer mortality in Japanese: EPOCH-JAPAN. Cancer Causes Control 28, 625–633 (2017). https://doi.org/10.1007/s10552-017-0884-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10552-017-0884-0