Intensive lifestyle changes or metformin in patients with impaired glucose tolerance: Modeling the long-term health economic implications of the diabetes prevention program in Australia, France, Germany, Switzerland, and the United Kingdom
Open accessAbstract
Background In the Diabetes Prevention Program (DPP), interventions with metformin (plus standard lifestyle advice) or intensive lifestyle changes (ILC) reduced the risk of developing type 2 diabetes mellitus (DM) by 31% and 58%, respectively, versus control (standard lifestyle advice only) in patients with impaired glucose tolerance (IGT).Objective The goal of this study was to establish whether implementing the active treatments used in the DPP would be cost-effective in Australia, France, Germany, Switzerland, and the United Kingdom.Methods A Markov model simulated 3 states-IGT, type 2 DM, and deceased-using probabilities from the DPP and published data. Country-specific direct costs were used throughout.Results Assuming only within-trial effects and costs of interventions, both metformin and ILC improved life expectancy versus control. Mean improvements in nondiscounted life expectancy were 0.11 and 0.22 years for metformin and ILC, respectively. Both interventions were associated with cost savings versus control in all countries except the United Kingdom, where a small increase in costs was observed in both intervention arms. When a lifetime effect of interventions was assumed, incremental improvements in life expectancy were 0.35 and 0.90 years for metformin and ILC, respectively. Results were sensitive to probabilities of developing type 2 DM, the projected long-term duration of effect of interventions after the 3-year trial period, the relative risk of mortality for type 2 DM compared with IGT, and the costs of implementing the interventions.Conclusions Based on probabilities from the DPP and published data, in this model analysis, incorporation of the DPP interventions into clinical practice in 5 developed countries was projected to lead to an increase in DM-free years of life, improvements in life expectancy, and either cost savings or minor increases in costs compared with standard lifestyle advice in a population with IGT. Thus, financial constraints should not prevent the implementation of DM prevention programs.
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A four-state model structure was adopted because it has been clinically validated and used in several studies in the UK context.
“We adopted a four-state model structure: normal state (NGT), prediabetes state (PreD)/type 2 diabetes (T2D), and death (D) as it has been clinically validated and used in several studies in the UK context [14,15,21,30].”
From Economic evaluation of wearable fitness trackers versus metformin for preventing type 2 diabetes in the UK population (2025) · cites this paper as [30]
Cites
Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin
(2002) · New England Journal of Medicine · doi:10.1056/nejmoa012512 · Cited by 19,011 · see citing works
Tuomilehto, J., Lindström, J., Eriksson, J. G., Valle, T. T., Hämäläinen, H., Ilanne-Parikka, P., Keinänen-Kiukaanniemi, S., Laakso, M., Louheranta, A., Rastas, M., et al. (2001) · New England Journal of Medicine · doi:10.1056/nejm200105033441801 · Cited by 10,873 · see citing works
Global and societal implications of the diabetes epidemic
Zimmet, P., Alberti, K. G. M. M., & Shaw, J. (2001) · Nature · doi:10.1038/414782a · Cited by 5,883 · see citing works
Self-citationPan, X.-R., Li, G.-W., Hu, Y.-H., Wang, J.-X., Yang, W.-Y., An, Z.-X., Hu, Z.-X., Juan-Lin, Xiao, J.-Z., Cao, H.-B., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.4.537 · Cited by 4,320 · see citing works
Bowman, P. W. (1963) · AIBS Bulletin · doi:10.2307/1292957 · Cited by 3,644 · see citing works
Harris, M. I., Flegal, K. M., Cowie, C. C., Eberhardt, M. S., Goldstein, D. E., Little, R. R., Wiedmeyer, H.-M., & Byrd-Holt, D. D. (1998) · Diabetes Care · doi:10.2337/diacare.21.4.518 · Cited by 2,703 · see citing works
Acarbose for prevention of type 2 diabetes mellitus: the STOP-NIDDM randomised trial
Chiasson, J.-L., Josse, R. G., Gomis, R., Hanefeld, M., Karasik, A., & Laakso, M. (2002) · The Lancet · doi:10.1016/s0140-6736(02)08905-5 · Cited by 2,543 · see citing works
Recommendations of the Panel on Cost-Effectiveness in Health and Medicine
Weinstein, M. C. (1996) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1996.03540150055031 · Cited by 2,455 · see citing works
Markov Models in Medical Decision Making: A Practical Guide
Sonnenberg, F. A., & Beck, J. R. (1993) · Medical Decision Making · doi:10.1177/0272989x9301300409 · Cited by 2,419 · see citing works
Amos, A., Mccarty, D. J., & Zimmet, P. (1997) · Diabetic Medicine · doi:10.1002/(sici)1096-9136(199712)14:5+ · Cited by 2,247 · see citing works
Self-citationThe Diabetes Prevention Program (DPP)
The Diabetes Prevention Program (DPP) Research Group (2002) · Diabetes Care · doi:10.2337/diacare.25.12.2165 · Cited by 1,938 · see citing works
Laupacis, A., Feeny, D. H., Detsky, A. S., & Tugwell, P. (1992) · Europe PMC (PubMed Central) · Cited by 1,581 · see citing works
Five‐Hundred Life‐Saving Interventions and Their Cost‐Effectiveness
Tengs, T. O., Adams, M. E., Pliskin, J. S., Safran, D. G., Siegel, J. E., Weinstein, M. C., & Graham, J. D. (1995) · Risk Analysis · doi:10.1111/j.1539-6924.1995.tb00330.x · Cited by 1,318 · see citing works
Onset of NIDDM occurs at Least 4–7 yr Before Clinical Diagnosis
Harris, M. I., Klein, R., Welborn, T. A., & Knuiman, M. W. (1992) · Diabetes Care · doi:10.2337/diacare.15.7.815 · Cited by 1,306 · see citing works
Recommendations for Reporting Cost-effectiveness Analyses
Siegel, J. E. (1996) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1996.03540160061034 · Cited by 1,147 · see citing works
Siegel, J. E. (1996) · JAMA · doi:10.1001/jama.276.16.1339 · Cited by 1,040 · see citing works
Dunstan, D., Zimmet, P., Welborn, T., de Courten, M., Cameron, A., Sicree, R., Dwyer, T., Colagiuri, S., Jolley, D., Knuiman, M., et al. (2002) · Diabetes Care · doi:10.2337/diacare.25.5.829 · Cited by 1,018 · see citing works
Self-citationAn Introduction to Markov Modelling for Economic Evaluation
Briggs, A. H., & Sculpher, M. J. (1998) · PharmacoEconomics · doi:10.2165/00019053-199813040-00003 · Cited by 960 · see citing works
Mortality in adults with and without diabetes in a national cohort of the U.S. population, 1971–1993
Gu, K., Cowie, C. C., & Harris, M. I. (1998) · Diabetes Care · doi:10.2337/diacare.21.7.1138 · Cited by 881 · see citing works
[The Da Qing IGT and Diabetes study].
Ayame, H. (2005) · PubMed · Cited by 658 · see citing works
Age- and sex-specific prevalences of diabetes and impaired glucose regulation in 13 European cohorts
The DECODE Study Group (2003) · Diabetes Care · doi:10.2337/diacare.26.1.61 · Cited by 608 · see citing works
Panel on cost-effectiveness in health and medicine.
Gold, M. (1996) · PubMed · Cited by 491 · see citing works
Revealing the cost of Type II diabetes in Europe
Jönsson, B. (2002) · Diabetologia · doi:10.1007/s00125-002-0858-x · Cited by 391 · see citing works
Eriksson, J., Lindström, J., Valle, T., Aunola, S., Hämäläinen, H., Ilanne-Parikka, P., Keinänen-Kiukaanniemi, S., Laakso, M., Lauhkonen, M., Lehto, P., et al. (1999) · Diabetologia · doi:10.1007/s001250051229 · Cited by 368 · see citing works
Gains in Life Expectancy from Medical Interventions — Standardizing Data on Outcomes
Wright, J. C., & Weinstein, M. C. (1998) · New England Journal of Medicine · doi:10.1056/nejm199808063390606 · Cited by 334 · see citing works
Eastman, R. C., Javitt, J. C., Herman, W. H., Dasbach, E. J., Copley‐Merriman, C., Maier, W. C., Dong, F., Manninen, D. L., Zbrozek, A. S., Kotsanos, J. G., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.5.735 · Cited by 333 · see citing works
An economic analysis of interventions for diabetes.
Klonoff, D. C., & Schwartz, D. M. (2000) · Diabetes Care · doi:10.2337/diacare.23.3.390 · Cited by 269 · see citing works
Diabetes Prevention Program Research Group (2003) · Diabetes Care · doi:10.2337/diacare.26.9.2518 · Cited by 262 · see citing works
Isolated post-challenge hyperglycaemia confirmed as a risk factor for mortality
Shaw, J. E., Hodge, A. M., de Courten, M., Chitson, P., & Zimmet, P. (1999) · Diabetologia · doi:10.1007/s001250051269 · Cited by 255 · see citing works
Self-citationPrimer on Medical Decision Analysis: Part 2—Building a Tree
Detsky, A. S., Naglie, G., Krahn, M. D., Redelmeier, D. A., & Naimark, D. M. J. (1997) · Medical Decision Making · doi:10.1177/0272989x9701700202 · Cited by 238 · see citing works
Subclinical States of Glucose Intolerance and Risk of Death in the U.S.
Saydah, S., Loria, C. M., Eberhardt, M. S., & Brancati, F. L. (2001) · Diabetes Care · doi:10.2337/diacare.24.3.447 · Cited by 237 · see citing works
Recommendations of the Panel on Cost-effectiveness in Health and Medicine
Weinstein, M. C. (1996) · JAMA · doi:10.1001/jama.276.15.1253 · Cited by 235 · see citing works
Primer on Medical Decision Analysis: Part 1—Getting Started
Detsky, A. S., Naglie, G., Krahn, M. D., Naimark, D. M. J., & Redelmeier, D. A. (1997) · Medical Decision Making · doi:10.1177/0272989x9701700201 · Cited by 230 · see citing works
Primer on Medical Decision Analysis: Part 5—Working with Markov Processes
Naimark, D. M. J., Krahn, M. D., Naglie, G., Redelmeier, D. A., & Detsky, A. S. (1997) · Medical Decision Making · doi:10.1177/0272989x9701700205 · Cited by 225 · see citing works
Postchallenge Hyperglycemia and Mortality in a National Sample of U.S. Adults
Saydah, S. H., Miret, M., Sung, J., Varas, C., Gause, D., & Brancati, F. L. (2001) · Diabetes Care · doi:10.2337/diacare.24.8.1397 · Cited by 221 · see citing works
Some guidelines on the use of cost effectiveness league tables.
Mason, J. M., Drummond, M., & Torrance, G. W. (1993) · BMJ · doi:10.1136/bmj.306.6877.570 · Cited by 219 · see citing works
Eriksson, K.-F., & Lindg�rde, F. (1998) · Diabetologia · doi:10.1007/s001250051024 · Cited by 184 · see citing works
The projected health care burden of Type 2 diabetes in the UK from 2000 to 2060
Bagust, A., Hopkinson, P. K., Maslove, L., & Currie, C. J. (2002) · Diabetic Medicine · doi:10.1046/j.1464-5491.19.s4.2.x · Cited by 149 · see citing works
The cost-effectiveness of different management strategies for Type I diabetes: a Swiss perspective
Palmer, A. J., Weiss, C., Sendi, P., Neeser, K., Brandt, A., Singh, G., Wenzel, H., & Spinas, G. A. (2000) · Diabetologia · doi:10.1007/s001250050003 · Cited by 115 · see citing works
Self-citationClarke, P., Gray, A., Adler, A., Stevens, R., Raikou, M., Cull, C., Stratton, I., & Holman, R. (2001) · Diabetologia · doi:10.1007/s001250051617 · Cited by 99 · see citing works
1: Epidemiology and prevention of type 2 diabetes and the metabolic syndrome
Shaw, J. E., & Chisholm, D. J. (2003) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2003.tb05677.x · Cited by 90 · see citing works
Self-citationThe meaning of life expectancy
Naimark, D. M. J., Naglie, G., & Detsky, A. S. (1994) · Journal of General Internal Medicine · doi:10.1007/bf02599016 · Cited by 88 · see citing works
The cost-effectiveness of lipid lowering in patients with diabetes: results from the 4S trial
Jönsson, B., Cook, J. R., & Pedersen, T. R. (1999) · Diabetologia · doi:10.1007/s001250051441 · Cited by 88 · see citing works
Type 2 diabetes: incremental medical care costs during the 8 years preceding diagnosis.
Nichols, G. A., Glauber, H. S., & Brown, J. B. (2000) · Diabetes Care · doi:10.2337/diacare.23.11.1654 · Cited by 84 · see citing works
Sullivan, S. D., Lyles, A., Luce, B. R., & Grigar, J. (2001) · Journal of Managed Care Pharmacy · doi:10.18553/jmcp.2001.7.4.272 · Cited by 71 · see citing works
Watanabe, M., Yamaoka, K., Yokotsuka, M., & Tango, T. (2003) · Diabetes Care · doi:10.2337/diacare.26.12.3209 · Cited by 69 · see citing works
[Costs of type 2 diabetes in Germany. Results of the CODE-2 study].
Liebl, A., Neiss, A., Spannheimer, A., Reitberger, U., Wagner, T., & Goertz, A. (2001) · PubMed · doi:10.1055/s-2001-14102 · Cited by 68 · see citing works
Pharmacoeconomics: Theory into Practice. Applying the Concepts to Today’s Issues
Eisenberg, J. M., Evans, D. B., Walley, T., & Lovatt, B. (1994) · PharmacoEconomics · doi:10.2165/00019053-199406040-00002 · Cited by 68 · see citing works
The Mt. Hood challenge: cross-testing two diabetes simulation models
Brown, J. B., Palmer, A. J., Bisgaard, P., Chan, W., Pedula, K. L., & Russell, A. (2000) · Diabetes Research and Clinical Practice · doi:10.1016/s0168-8227(00)00217-5 · Cited by 65 · see citing works
Self-citation1: Epidemiology and prevention of type 2 diabetes and the metabolic syndrome
Shaw, J. E., & Chisholm, D. J. (2003) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2003.tb05599.x · Cited by 62 · see citing works
Self-citationPrinciples for Enhanced Recruitment of Subjects in a Large Clinical Trial
Torgerson, J., Arlinger, K., Käppi, M., & Sjöström, L. (2001) · Controlled Clinical Trials · doi:10.1016/s0197-2456(01)00165-9 · Cited by 61 · see citing works
Herman, W. H., Alexander, C. M., Cook, J. R., Boccuzzi, S. J., Musliner, T. A., Pedersen, T. R., KJEKSHUS, J. K., & Pyörälà, K. (1999) · Diabetes Care · doi:10.2337/diacare.22.11.1771 · Cited by 52 · see citing works
Outline of a diabetes disease management model: principles and applications
Palmer, A. J., Brandt, A., Gozzoli, V., Weiss, C., Stock, H., & Wenzel, H. (2000) · Diabetes Research and Clinical Practice · doi:10.1016/s0168-8227(00)00216-3 · Cited by 37 · see citing works
Self-citationNations, U. (2019) · doi:10.18356/f6cceefe-en · Cited by 36 · see citing works
Measuring Health Outcomes — Putting Gains into Perspective
Detsky, A. S., & Redelmeier, D. A. (1998) · New England Journal of Medicine · doi:10.1056/nejm199808063390611 · Cited by 28 · see citing works
[Epidemiology, management and costs of type 2 diabetes in France in 1998].
Detournay, B., Vauzelle-Kervroedan, F., Charles, M.-A. A., Forhan, A., Fagnani, F., Fender, P., & Eschwège, É. (1999) · PubMed · Cited by 24 · see citing works
Jonsson, P. M., Marké, L.-Å., Nyström, L., Wall, S., & Östman, J. (2000) · Diabetes Research and Clinical Practice · doi:10.1016/s0168-8227(00)00161-3 · Cited by 23 · see citing works
[Medical resources consumption of type 2 diabetics in France in 1998].
Detournay, B., Fagnani, F., Pribil, C., & Eschwège, É. (2000) · PubMed · Cited by 18 · see citing works
Gozzoli, V., Palmer, A. J., Brandt, A., Weiss, C., Piehlmeier, W., Landgraf, R., & Renner, R. (2000) · DMW - Deutsche Medizinische Wochenschrift · doi:10.1055/s-2000-7670 · Cited by 15 · see citing works
Self-citationThe potential of metformin for diabetes prevention
Slama, G. (2003) · Diabetes & Metabolism · doi:10.1016/s1262-3636(03)72794-3 · Cited by 13 · see citing works
Scheen, A. J. (2002) · PubMed · Cited by 10 · see citing works
MacLeod, K. M., Gold, A. E., & Frier, B. M. (1996) · Diabetic Medicine · doi:10.1002/(sici)1096-9136(199604)13:4 · Cited by 8 · see citing works
PDB6 PREVENTION OF TYPE 2 DIABETES IN THE USA: COST-EFFECTIVENESS ISSUES
Palmer, A. J., & Roze, S. (2002) · Value in Health · doi:10.1016/s1098-3015(10)61016-9 · Cited by 2 · see citing works
Self-citationZiegler, O., & Simon, C. (2003) · Diabetes & Metabolism · doi:10.1016/s1262-3636(07)70042-3 · Cited by 1 · see citing works
Flagged first, then by citations
4 of the 69 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
International Diabetes Federation: a consensus on Type 2 diabetes prevention
Alberti, K. G. M. M., Zimmet, P., & Shaw, J. (2007) · Diabetic Medicine · doi:10.1111/j.1464-5491.2007.02157.x · Cited by 778 · see citing works
Self-citationCost-Effectiveness of Interventions to Prevent and Control Diabetes Mellitus: A Systematic Review
Li, R., Zhang, P., Barker, L. E., Chowdhury, F. M., & Zhang, X. (2010) · Diabetes Care · doi:10.2337/dc10-0843 · Cited by 491 · see citing works
The 10-Year Cost-Effectiveness of Lifestyle Intervention or Metformin for Diabetes Prevention
The Diabetes Prevention Program Research Group (2012) · Diabetes Care · doi:10.2337/dc11-1468 · Cited by 436 · see citing works
PRIMARY PREVENTION OF DIABETES: What Can Be Done and How Much Can Be Prevented?
Schulze, M. B., & Hu, F. B. (2004) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.26.021304.144532 · Cited by 330 · see citing works
Gillies, C. L., Lambert, P. C., Abrams, K. R., Sutton, A. J., Cooper, N. J., Hsu, R. T., Davies, M. J., & Khunti, K. K. (2008) · BMJ · doi:10.1136/bmj.39545.585289.25 · Cited by 290 · see citing works
Therapeutic Use of Metformin in Prediabetes and Diabetes Prevention
Gottwald‐Hostalek, U., Gwilt, M., & Hildemann, S. K. (2015) · Drugs · doi:10.1007/s40265-015-0416-8 · Cited by 278 · see citing works
Garber, A. J., Handelsman, Y., EINHORN, D. F., Bergman, D. A., Bloomgarden, Z. T., Fonseca, V. A., Garvey, W. T., Gavin, J. R., Grunberger, G., Horton, E. S., et al. (2008) · Endocrine Practice · doi:10.4158/ep.14.7.933 · Cited by 235 · see citing works
Norris, S. L., Kansagara, D. L., Bougatsos, C., & Fu, R. F. (2008) · Annals of Internal Medicine · doi:10.7326/0003-4819-148-11-200806030-00008 · Cited by 226 · see citing works
A Systematic Review of Drug Therapy to Delay or Prevent Type 2 Diabetes
Padwal, R. S., Majumdar, S. R., Johnson, J. A., Varney, J., & McAlister, F. A. (2005) · Diabetes Care · doi:10.2337/diacare.28.3.736 · Cited by 164 · see citing works
Parr, E. B., Devlin, B. L., Radford, B. E., & Hawley, J. A. (2020) · Nutrients · doi:10.3390/nu12020505 · Cited by 165 · see citing works
Li, R., Qu, S., Zhang, P., Chattopadhyay, S. K., Gregg, E. W., Albright, A. L., Hopkins, D. P., & Pronk, N. P. (2015) · Annals of Internal Medicine · doi:10.7326/m15-0469 · Cited by 152 · see citing works
Sarrafzadegan, N. (2009) · Bulletin of the World Health Organization · doi:10.2471/blt.07.049841 · Cited by 151 · see citing works
Gillett, M., Royle, P., Snaith, A., Scotland, G., Poobalan, A. S., Imamura, M., Black, C., Boroujerdi, M. A., Jick, S. S., Wyness, L., et al. (2012) · Health Technology Assessment · doi:10.3310/hta16330 · Cited by 147 · see citing works
Lifestyle Interventions Are Cost-Effective in People With Different Levels of Diabetes Risk
Jacobs-van der Bruggen, M. A. M., Bos, G., Bemelmans, W. J., Hoogenveen, R. T., Vijgen, S. M., & Baan, C. A. (2007) · Diabetes Care · doi:10.2337/dc06-0690 · Cited by 137 · see citing works
Roberts, S. A., Barry, E., Craig, D., Airoldi, M., Bevan, G., & Greenhalgh, T. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-017184 · Cited by 122 · see citing works
Cost-Effectiveness of Screening for Pre-Diabetes Among Overweight and Obese U.S. Adults
Hoerger, T. J., Hicks, K. A., Sorensen, S. W., Herman, W. H., Ratner, R. E., Ackermann, R. T., Zhang, P., & Engelgau, M. M. (2007) · Diabetes Care · doi:10.2337/dc07-0885 · Cited by 111 · see citing works
Economic Evaluation of Lifestyle Interventions for Preventing Diabetes and Cardiovascular Diseases
Saha, S., Gerdtham, U., & Johansson, P. (2010) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph7083150 · Cited by 109 · see citing works
Mechanick, J. I., Garber, A. J., Grunberger, G., Handelsman, Y., & Garvey, W. T. (2018) · Endocrine Practice · doi:10.4158/ps-2018-0139 · Cited by 107 · see citing works
Briggs, A. D. M., Wolstenholme, J. L., Blakely, T. A., & Scarborough, P. (2016) · Population Health Metrics · doi:10.1186/s12963-016-0085-1 · Cited by 97 · see citing works
Lindgren, P., Lindström, J., Tuomilehto, J. O., Uusitupa, M. I. J., Peltonen, M., Jönsson, B., Fairé, U. D., Hellénius, M.-L., & The DPS Study Group (2007) · International Journal of Technology Assessment in Health Care · doi:10.1017/s0266462307070286 · Cited by 97 · see citing works
Lifestyle intervention for prevention of diabetes: determinants of success for future implementation
Roumen, C., Blaak, E. E., & Corpeleijn, E. (2009) · Nutrition Reviews · doi:10.1111/j.1753-4887.2009.00181.x · Cited by 95 · see citing works
Effectiveness and cost-effectiveness of diabetes prevention among adherent participants.
Herman, W. H., Edelstein, S. L., Ratner, R. E., Montez, M. G., Ackermann, R. T., Orchard, T. J., Foulkes, M. A., Zhang, P., Saudek, C. D., & Brown, M. B. (2013) · PubMed · Cited by 90 · see citing works
Cost‐Effectiveness of Diabetes Case Management for Low‐Income Populations
Gilmer, T., Roze, S., Valentine, W. J., Erny-Albrecht, K. M., Ray, J. A., Cobden, D., Nicklasson, L., Philis‐Tsimikas, A., & Palmer, A. J. (2007) · Health Services Research · doi:10.1111/j.1475-6773.2007.00701.x · Cited by 82 · see citing works
Self-citationScreening for Type 2 Diabetes and Dysglycemia
Echouffo-Tcheugui, J. B., Ali, M. K., Griffin, S. J., & Narayan, K. M. V. (2011) · Epidemiologic Reviews · doi:10.1093/epirev/mxq020 · Cited by 81 · see citing works
Review of Metformin Use for Type 2 Diabetes Prevention
Moin, T., Schmittdiel, J. A., Flory, J. H., Yeh, J., Karter, A. J., Kruge, L. E., Schillinger, D., Mangione, C. M., Herman, W. H., & Walker, E. A. (2018) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2018.04.038 · Cited by 75 · see citing works
Herman, W. H. (2015) · Clinical Diabetes and Endocrinology · doi:10.1186/s40842-015-0009-1 · Cited by 73 · see citing works
The Economics of Diabetes Prevention
Herman, W. H. (2011) · Medical Clinics of North America · doi:10.1016/j.mcna.2010.11.010 · Cited by 58 · see citing works
Kim, C., Herman, W. H., & Vijan, S. S. (2007) · Diabetes Care · doi:10.2337/dc06-2237 · Cited by 60 · see citing works
The Sydney Diabetes Prevention Program: A community-based translational study
Colagiuri, S., Vita, P., Cardona, M., Singh, M. F., Farrell, L., Milat, A., Haas, M. R., & Bauman, A. E. (2010) · BMC Public Health · doi:10.1186/1471-2458-10-328 · Cited by 59 · see citing works
Lifestyle intervention to prevent diabetes: intensive AND cost effective
Wylie‐Rosett, J., Herman, W. H., & Goldberg, R. B. (2006) · Current Opinion in Lipidology · doi:10.1097/01.mol.0000203890.27267.eb · Cited by 57 · see citing works
Pre-diabetes essential action: a European perspective
Valensi, P. E., Schwarz, E., Hall, M. S., Felton, A.-M., Maldonato, A., & Mathieu, C. (2005) · Diabetes & Metabolism · doi:10.1016/s1262-3636(07)70239-2 · Cited by 57 · see citing works
Diabetes Epidemiology: Guiding Clinical and Public Health Practice
Herman, W. H. (2007) · Diabetes Care · doi:10.2337/dc07-9924 · Cited by 56 · see citing works
The Complete Health Improvement Program (CHIP)
Morton, D., Rankin, P. M., Kent, L., & Dysinger, W. (2016) · American Journal of Lifestyle Medicine · doi:10.1177/1559827614531391 · Cited by 60 · see citing works
Palmer, A. J., & Tucker, D. M. D. (2011) · Primary care diabetes · doi:10.1016/j.pcd.2011.10.006 · Cited by 53 · see citing works
Self-citationOdnoletkova, I. (2014) · Journal of Diabetes & Metabolism · doi:10.4172/2155-6156.1000438 · Cited by 52 · see citing works
Cost Effectiveness of Preventive Interventions in Type 2 Diabetes Mellitus
Vijgen, S. M. C., Hoogendoorn, M., Baan, C. A., de Wit, G. A., Limburg, W., & Feenstra, T. (2006) · PharmacoEconomics · doi:10.2165/00019053-200624050-00002 · Cited by 48 · see citing works
Diabetes: An Update on the Pandemic and Potential Solutions
Ali, M. K., Siegel, K. R., Chandrasekar, E. K., Tandon, N., Montoya, P. A., Mbanya, J. C., Chan, J. C. N., Zhang, P., & Narayan, K. M. V. (2017) · World Bank, Washington, DC eBooks · doi:10.1596/978-1-4648-0518-9_ch12 · Cited by 45 · see citing works
Icks, A., Rathmann, W., Haastert, B., Gandjour, A., Holle, R., John, J., Giani, G., & on behalf of the KORA Study Group (2007) · Diabetic Medicine · doi:10.1111/j.1464-5491.2007.02108.x · Cited by 46 · see citing works
McRae, I., Butler, J. R., Sibthorpe, B. M., Ruscoe, W., Snow, J., Rubiano, D., & Gardner, K. (2008) · BMC Health Services Research · doi:10.1186/1472-6963-8-205 · Cited by 45 · see citing works
Saha, S., Carlsson, K. S., Gerdtham, U., Eriksson, M. K., Hagberg, L., Eliasson, M., & Johansson, P. (2013) · PLoS ONE · doi:10.1371/journal.pone.0080672 · Cited by 43 · see citing works
Screening for type 2 diabetes: an update of the evidence
Simmons, R., Echouffo-Tcheugui, J. B., & Griffin, S. (2010) · Diabetes, obesity and metabolism · doi:10.1111/j.1463-1326.2010.01244.x · Cited by 55 · see citing works
Liu, X., Li, C., Gong, H., Cui, Z., Fan, L., Yu, W., Zhang, C., & Ma, J. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-729 · Cited by 42 · see citing works
Nutrition interventions for the prevention of type 2 diabetes
Steyn, N. P., Lambert, E. V., & Tabana, H. (2008) · Proceedings of The Nutrition Society · doi:10.1017/s0029665108008823 · Cited by 42 · see citing works
Neumann, A., Lindholm, L. H., Norberg, M., Schoffer, O., Klug, S. J., & Norström, F. (2016) · The European Journal of Health Economics · doi:10.1007/s10198-016-0851-9 · Cited by 42 · see citing works
Cost-Effectiveness of Diabetes Education
Urbanski, P., Wolf, A., & Herman, W. H. (2008) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2008.01.019 · Cited by 41 · see citing works
Wong, C. K. H., Jiao, F., Siu, S., Fung, C. S. C., Fong, D., Wong, K.-W., Yu, E. Y. T., Lo, Y. Y. C., & Lam, C. L. K. (2015) · Journal of Diabetes Research · doi:10.1155/2016/1219581 · Cited by 38 · see citing works
Galekop, M. M. J., Groot, C. A. U., & Redekop, K. (2021) · Value in Health · doi:10.1016/j.jval.2020.12.006 · Cited by 39 · see citing works
Neumann, A., Schwarz, P. E. H., & Lindholm, L. H. (2011) · Cost Effectiveness and Resource Allocation · doi:10.1186/1478-7547-9-17 · Cited by 36 · see citing works
Cost-effectiveness of a lifestyle intervention in preventing Type 2 diabetes
Irvine, L., Barton, G., Gasper, A. V., Murray, N. J., Clark, A., Scarpello, T. J., & Sampson, M. (2011) · International Journal of Technology Assessment in Health Care · doi:10.1017/s0266462311000365 · Cited by 35 · see citing works
Prevention of Type 2 diabetes: fact or fiction?
Chiasson, J. (2007) · Expert Opinion on Pharmacotherapy · doi:10.1517/14656566.8.18.3147 · Cited by 34 · see citing works
Survey of diabetes risk assessment tools: concepts, structure and performance
Thoopputra, T., Newby, D., Schneider, J., & Li, S. C. (2012) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.2296 · Cited by 33 · see citing works
Ko, G. T. C., Chan, J. C. N., Tong, S., Chan, A., Wong, P. T. S., Hui, S. S., Kwok, R. L. P., & Chan, C. (2007) · PubMed · Cited by 31 · see citing works
Decision models of prediabetes populations: A systematic review
Leal, J., Morrow, L. M., Khurshid, W., Pagano, E., & Feenstra, T. (2019) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.13684 · Cited by 30 · see citing works
Sullivan, S. D., Garrison, L. P., Rinde, H., Kolberg, J. A., & Moler, E. J. (2011) · Journal of Medical Economics · doi:10.3111/13696998.2011.602160 · Cited by 28 · see citing works
Modelling the Economics of Type 2 Diabetes Mellitus Prevention: A Literature Review of Methods
Watson, P., Preston, L. R., Squires, H., Chilcott, J. B., & Brennan, A. (2014) · Applied Health Economics and Health Policy · doi:10.1007/s40258-014-0091-z · Cited by 27 · see citing works
Judd, S. E., McClure, L. A., Howard, V. J., Lackland, D. T., Halanych, J. H., & Kabagambe, E. K. (2011) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph8051601 · Cited by 27 · see citing works
Pharmaco-economic issues for diabetes therapy.
Bottomley, J., & Raymond, F. (2007) · Best practice & research. Clinical endocrinology & metabolism · doi:10.1016/j.beem.2007.08.002 · Cited by 23 · see citing works
Segal, L., Dalziel, K., & Bolton, T. (2008) · Implementation Science · doi:10.1186/1748-5908-3-35 · Cited by 26 · see citing works
Edwards, J. F., & Hosseinzadeh, H. (2017) · Proceedings of Singapore Healthcare · doi:10.1177/2010105817739924 · Cited by 25 · see citing works
Badawi, A. F., Mortaz, Wessman, Duncan, & Gray (2012) · ClinicoEconomics and Outcomes Research · doi:10.2147/ceor.s30547 · Cited by 24 · see citing works
Malo, J., Versace, V. L., Janus, E. D., Laatikainen, T. K., Peltonen, M., Vartiainen, E. A., Coates, M. J., & Dunbar, J. (2015) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2015-000125 · Cited by 22 · see citing works
Metformin: A Review of Its Use in the Treatment of Type 2 Diabetes
Παπάνας, Ν., & Maltezos, E. S. (2009) · Clinical Medicine Therapeutics · doi:10.4137/cmt.s1085 · Cited by 20 · see citing works
Anderson, J. M. (2012) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2012.08.033 · Cited by 18 · see citing works
Chamnan, P., Simmons, R. K., Khaw, K., Wareham, N. J., & Griffin, S. J. (2012) · Diabetic Medicine · doi:10.1111/j.1464-5491.2012.03609.x · Cited by 18 · see citing works
Cost effectiveness and return on investment of a scalable community weight loss intervention
Michaud, T. L., You, W., Wilson, K. E., Su, D., McGuire, T. J., Almeida, F. A., Bayer, A. L., & Estabrooks, P. A. (2017) · Preventive Medicine · doi:10.1016/j.ypmed.2017.10.011 · Cited by 17 · see citing works
Chao, J., Zong, M., Xu, H., Yu, Q., Jiang, L., Li, Y., Song, L., & Liu, P. (2014) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2014.05.006 · Cited by 16 · see citing works
Cost-effectiveness of acarbose for the management of impaired glucose tolerance in Sweden
Quilici, S., Chancellor, J. V. M., Maclaine, G. D. H., McGuire, A. J., Andersson, D., & Chiasson, J. L. (2005) · International Journal of Clinical Practice · doi:10.1111/j.1368-5031.2005.00629.x · Cited by 16 · see citing works
The economics of diabetes care: a global perspective
Williams, R. (2015) · doi:10.1002/9781118387658.ch77 · Cited by 16 · see citing works
Physicians' Ability to Influence the Life-Style Behaviors of Diabetic Patients
Gross, R., Tabenkin, H., Heymann, A. D., Greenstein, M., Matzliach, R., Porath, A., & Porter, B. A. (2007) · Social Work in Health Care · doi:10.1300/j010v44n03_05 · Cited by 14 · see citing works
National evidence based guideline for the primary prevention of type 2 diabetes
Gómez, M. D. C., Walker, K. Z., & Buckley, A. (2009) · Cited by 14 · see citing works
Josse, R. G., McGuire, A. J., & Saal, G. B. (2006) · International Journal of Clinical Practice · doi:10.1111/j.1368-5031.2006.00914.x · Cited by 14 · see citing works
On Behalf of the LOWPK Project Team, Henderson, J. A., Chubak, J., O’Connell, J., Ramos, M. C., Jensen, J., & Jobe, J. B. (2012) · The Journal of Primary Prevention · doi:10.1007/s10935-012-0276-x · Cited by 13 · see citing works
Cost-effectiveness of the Da Qing diabetes prevention program: A modelling study
Hu, W., Xu, W., Si, L., Wang, C., Jiang, Q., Wang, L., & Cutler, H. (2020) · PLoS ONE · doi:10.1371/journal.pone.0242962 · Cited by 13 · see citing works
Providing Long-Term Support for Lifestyle Changes: A Key to Success in Diabetes Prevention
Marrero, D. G., & Ackermann, R. T. (2007) · Diabetes Spectrum · doi:10.2337/diaspect.20.4.205 · Cited by 13 · see citing works
Vyas, U., Khandekar, R. B., Trivedi, N., Desai, T., & Danayak, P. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0033 · Cited by 12 · see citing works
Melchionda, N., Forlani, G., Rovere, L. L., Argnani, P., Trevisani, F., Zocchi, D., Savorani, G., Covezzoli, A., Rosa, M. D., & Marchesini, G. (2006) · Metabolic Syndrome and Related Disorders · doi:10.1089/met.2006.4.7 · Cited by 11 · see citing works
Prevention of diabetes: A reality in primary care?
Yates, T. E., Khunti, K. K., & Davis, M. J. (2007) · Primary care diabetes · doi:10.1016/j.pcd.2007.07.003 · Cited by 11 · see citing works
McManus, E. (2024) · PharmacoEconomics - Open · doi:10.1007/s41669-024-00487-6 · Cited by 10 · see citing works
Leal, J., Reed, S., Patel, R. A., Rivero‐Arias, O., Li, Y., Schulman, K. A., Califf, R. M., Holman, R. R., & Gray, A. M. (2020) · Diabetes Care · doi:10.2337/dc20-0717 · Cited by 10 · see citing works
Mental health expenditure in Australia: time for affirmative action
Hickie, I. B., Davenport, T. A., & Luscombe, G. M. (2006) · Australian and New Zealand Journal of Public Health · doi:10.1111/j.1467-842x.2006.tb00102.x · Cited by 10 · see citing works
Bitsanis, D., Giannakou, K., Hadjimbei, E., & Chrysostomou, S. (2022) · The Review of Diabetic Studies · doi:10.1900/rds.2022.18.10 · Cited by 10 · see citing works
Lifestyle Approaches and Glucose Intolerance
Stull, A. J. (2014) · American Journal of Lifestyle Medicine · doi:10.1177/1559827614554186 · Cited by 10 · see citing works
Ikeda, S., Kobayashi, M., & Tajima, N. (2010) · Journal of Diabetes Investigation · doi:10.1111/j.2040-1124.2010.00052.x · Cited by 9 · see citing works
Gebregergish, S. B., Hashim, M., Heeg, B. M. S., Wilke, T., Rauland, M., & Gottwald‐Hostalek, U. (2019) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1080/14737167.2020.1688146 · Cited by 8 · see citing works
Sabés-Figuera, R. (2004) · Gaceta Sanitaria · doi:10.1016/s0213-9111(04)72030-0 · Cited by 8 · see citing works
National Strategies to Decrease the Burden of Diabetes and Its Complications
HAW, J. S., Tantry, S., Vellanki, P., & Pasquel, F. J. (2015) · Current Diabetes Reports · doi:10.1007/s11892-015-0637-y · Cited by 8 · see citing works
Researching how to realize the potential of diabetes prevention
Simmons, R. K., Griffin, S. J., & Wareham, N. J. (2007) · Diabetic Medicine · doi:10.1111/j.1464-5491.2007.02260.x · Cited by 8 · see citing works
Garber, A. J. (2009) · Diabetes Care · doi:10.2337/dc09-s307 · Cited by 6 · see citing works
Prevención de la diabetes mellitus tipo 2
Vidal, J. (2005) · Endocrinología y Nutrición · doi:10.1016/s1575-0922(05)70991-8 · Cited by 6 · see citing works
Cost-effectiveness studies of diabetes prevention in high-risk patients
Palmer, A. J., Valentine, W. J., & Ray, J. A. (2004) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1586/14737167.4.4.393 · Cited by 6 · see citing works
Self-citationBevan, G., Poli, C. D., Keng, M. J., & Raine, R. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-033483 · Cited by 5 · see citing works
Alam, M. T., Mamun, T. M., & Akter, R. (2023) · Journal of Health Management · doi:10.1177/09720634231153241 · Cited by 5 · see citing works
Costs of diabetes medication among male former elite athletes in later life
Laine, M. K., Kujala, R., Eriksson, J. G., Kautiainen, H., Sarna, S. J., & Kujala, U. M. (2016) · Acta Diabetologica · doi:10.1007/s00592-016-0947-9 · Cited by 5 · see citing works
Pischke, C. R., Marlin, R. O., Weidner, G., Chi, C., & Ornish, D. M. (2006) · Canadian Journal of Diabetes · doi:10.1016/s1499-2671(06)02007-7 · Cited by 5 · see citing works
Kosteneffektivität der Primärprävention des Typ-2-Diabetes
Klein, A., Chernyak, N., Brinks, R., Genz, J., & Icks, A. (2011) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-010-0273-y · Cited by 4 · see citing works
Kranz, R., Kettler, C., Anand, C., Koeder, C., Husain, S., Schoch, N., Buyken, A. E., & Englert, H. S. (2023) · Nutrition and Health · doi:10.1177/02601060231164665 · Cited by 4 · see citing works
Lifestyle management: preventing Type 2 diabetes and cardiovascular complications
Stiegler, R. S., Zimmet, P., Cameron, A. J., & Shaw, J. E. (2009) · Therapy · doi:10.2217/thy.09.37 · Cited by 4 · see citing works
Self-citationPharmaco-economic issues for diabetes therapy
Bottomley, J. M., & Raymond, F. D. (2009) · Insulin · doi:10.1016/s1557-0843(09)80005-5 · Cited by 3 · see citing works
Ogurtsova, K., Laxy, M., Emmert-Fees, K. M. F., Dintsios, C., Zhang, P., & Icks, A. (2024) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2024-004382 · Cited by 2 · see citing works
The national health service England diabetes prevention program—A narrative review
Koning, C., Pelletier, M., & Spooner, J. (2023) · Journal of Diabetology · doi:10.4103/jod.jod_89_23 · Cited by 2 · see citing works
- Authors
- Palmer, A. J., Roze, S., Valentine, W. J., Spinas, G. A., Shaw, J. E., & Zimmet, P. Z.
- Affiliations
- IQVIA (United Kingdom) (GB)
- University Hospital Zurich (CH)
- Venue
- Clinical Therapeutics
- Publisher
- Elsevier BV
- Published
- 2004-02
- Volume
- 26
- Issue
- 2
- Pages
- 304-321
- ISSN
- 0149-2918 (ISSN-L)
- OpenAlex
- W2146089294
- Cited by
- 128
- References
- 69
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 3 · 2023: 4 · 2022: 1 · 2021: 1 · 2020: 4 · 2019: 2 · 2018: 3 · 2017: 6 · 2016: 3 · 2015: 8 · 2014: 5 · 2013: 5 · 2012: 7
- FWCI
- 26.24
- Type
- journal article
- Language
- en
- Open access
- green
- figshare.com
- Licence
- Locations
- Clinical Therapeutics (publishedVersion)
- PubMed (publishedVersion)
- eCite Digital Repository (University of Tasmania) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Health Systems, Economic Evaluations, Quality of Life
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- metformin, intensive lifestyle intervention, impaired glucose tolerance, type 2 diabetes prevention, Diabetes Prevention Program, cost-effectiveness, life expectancy, Markov model
- MeSH terms
- Adult, Australia, Cost-Benefit Analysis, Diabetes Mellitus, Type 2, Diet, Europe, Humans, Hypoglycemic Agents, Life Expectancy, Life Style, Markov Chains, Metformin, Middle Aged, Preventive Health Services, Exercise
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