BMJ Open Diabetes Res Care. 2014 Jun 11;2(1):e000012. doi: 10.1136/bmjdrc-2013-000012. eCollection 2014.
Forecasting the burden of type 2 diabetes in Singapore using a demographic epidemiological model of Singapore.
BMJ open diabetes research & care
Thao P Phan, Leontine Alkema, E Shyong Tai, Kristin H X Tan, Qian Yang, Wei-Yen Lim, Yik Ying Teo, Ching-Yu Cheng, Xu Wang, Tien Yin Wong, Kee Seng Chia, Alex R Cook
Affiliations
Affiliations
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Department of Statistics and Applied Probability , Faculty of Science, National University of Singapore , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Division of Endocrinology , National University Hospital and National University Health System , Singapore ; Yong Loo Lin School of Medicine, National University of Singapore and National University Health System , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Ministry of Health , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Department of Statistics and Applied Probability , Faculty of Science, National University of Singapore , Singapore ; Life Sciences Institute, National University of Singapore , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Department of Ophthalmology , Yong Loo Lin School of Medicine, National University of Singapore and National University Health System , Singapore ; Singapore Eye Research Institute , Singapore ; Center for Quantitative Medicine, Duke-NUS Graduate Medical School , Singapore.
- Department of Ophthalmology , Yong Loo Lin School of Medicine, National University of Singapore and National University Health System , Singapore ; Singapore Eye Research Institute , Singapore.
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore ; Department of Statistics and Applied Probability , Faculty of Science, National University of Singapore , Singapore ; Program in Health Services and Systems Research, Duke-NUS Graduate Medical School , Singapore ; Yale-NUS College , Singapore.
PMID: 25452860
PMCID: PMC4212579 DOI: 10.1136/bmjdrc-2013-000012
Abstract
OBJECTIVE: Singapore is a microcosm of Asia as a whole, and its rapidly ageing, increasingly sedentary population heralds the chronic health problems other Asian countries are starting to face and will likely face in the decades ahead. Forecasting the changing burden of chronic diseases such as type 2 diabetes in Singapore is vital to plan the resources needed and motivate preventive efforts.
METHODS: This paper describes an individual-level simulation model that uses evidence synthesis from multiple data streams-national statistics, national health surveys, and four cohort studies, and known risk factors-aging, obesity, ethnicity, and genetics-to forecast the prevalence of type 2 diabetes in Singapore. This comprises submodels for mortality, fertility, migration, body mass index trajectories, genetics, and workforce participation, parameterized using Markov chain Monte Carlo methods, and permits forecasts by ethnicity and employment status.
RESULTS: We forecast that the obesity prevalence will quadruple from 4.3% in 1990 to 15.9% in 2050, while the prevalence of type 2 diabetes (diagnosed and undiagnosed) among Singapore adults aged 18-69 will double from 7.3% in 1990 to 15% in 2050, that ethnic Indians and Malays will bear a disproportionate burden compared with the Chinese majority, and that the number of patients with diabetes in the workforce will grow markedly.
CONCLUSIONS: If the recent rise in obesity prevalence continues, the lifetime risk of type 2 diabetes in Singapore will be one in two by 2050 with concomitant implications for greater healthcare expenditure, productivity losses, and the targeting of health promotion programmes.
Keywords: Adult Diabetes; Demographics; Simulation; Statistical Methods
References
- Front Endocrinol (Lausanne). 2012 Feb 28;3:29 - PubMed
- JAMA. 2009 May 27;301(20):2129-40 - PubMed
- Diabetes Care. 2007 Oct;30(10):2517-22 - PubMed
- Asia Pac J Public Health. 2010 Apr;22(2):194-202 - PubMed
- Diabetologia. 1999 Feb;42(2):139-45 - PubMed
- Popul Health Metr. 2010 Oct 22;8:29 - PubMed
- Nat Genet. 2011 Aug 28;43(10):984-9 - PubMed
- Diabetes Care. 2001 Jan;24(1):64-8 - PubMed
- Diabetes Care. 2009 Dec;32(12):2225-9 - PubMed
- Diabetes Care. 2011 Aug;34(8):1791-3 - PubMed
- Br Med J (Clin Res Ed). 1985 Oct 19;291(6502):1081-4 - PubMed
- Diabetologia. 2008 Dec;51(12):2179-86 - PubMed
- Obes Rev. 2000 Oct;1(2):57-9 - PubMed
- Diabetologia. 2005 Mar;48(3):435-9 - PubMed
- Diabetes Res Clin Pract. 2010 Jan;87(1):4-14 - PubMed
- N Engl J Med. 2010 Mar 25;362(12):1090-101 - PubMed
- Aust Health Rev. 2008 Feb;32(1):148-55 - PubMed
- Diabet Med. 2011 May;28(5):575-82 - PubMed
- Nat Rev Genet. 2010 Jul;11(7):499-511 - PubMed
- Nat Genet. 2011 Dec 11;44(1):67-72 - PubMed
- Diabet Med. 1995 Jan;12(1):6-13 - PubMed
- Hum Mol Genet. 2013 Jun 1;22(11):2303-11 - PubMed
- Diabetes Care. 2011 Jun;34(6):1249-57 - PubMed
- Diabetes Res Clin Pract. 1996 Oct;34 Suppl:S51-7 - PubMed
- Diabetes Care. 2004 Jan;27(1):66-9 - PubMed
- J Gen Intern Med. 2005 May;20(5):474-8 - PubMed
- Biomed Pharmacother. 2004 Dec;58(10):571-7 - PubMed
- Int J Obes (Lond). 2012 Jan;36(1):159-63 - PubMed
- N Engl J Med. 1999 Dec 2;341(23):1749-56 - PubMed
- Ann Acad Med Singapore. 2009 Jan;38(1):57-9 - PubMed
- N Engl J Med. 2008 Jul 3;359(1):61-73 - PubMed
- Am J Prev Med. 2003 Feb;24(2):152-9 - PubMed
- Prev Chronic Dis. 2006 Jul;3(3):A74 - PubMed
- Prev Chronic Dis. 2011 Jul;8(4):A80 - PubMed
- PLoS Genet. 2011 Apr;7(4):e1001363 - PubMed
- Health Serv Res. 2004 Dec;39(6 Pt 1):1653-69 - PubMed
- Int J Pediatr Obes. 2006;1(1):11-25 - PubMed
- World J Diabetes. 2012 Jun 15;3(6):110-7 - PubMed
- Ann Acad Med Singapore. 1990 Jul;19(4):517-23 - PubMed
- Diabet Med. 2013 Aug;30(8):999-1008 - PubMed
- Diabetes Care. 2001 Feb;24(2):257-61 - PubMed
- Diabetes Care. 2011 Feb;34(2):353-7 - PubMed
- Diabetes. 1987 Jun;36(6):721-9 - PubMed
- Diabetes Care. 2012 Dec;35(12):2515-20 - PubMed
- J Appl Physiol (1985). 2005 Sep;99(3):1193-204 - PubMed
Publication Types