Abstract
Patient Empowerment Programme (PEP) in primary care was effective in preventing diabetes-related complications in patients with diabetes. Nevertheless, the effect of PEP on glycaemic control, weight control, and complications was unclear in obese type 2 diabetic patients. We aimed to assess whether PEP reduced all-cause mortality, first macrovascular and microvascular disease events. A cohort of 6372 obese type 2 diabetic patients without prior occurrence of macrovascular or microvascular disease events on or before baseline study recruitment date was linked to the administrative database from 2008 to 2013. Non-PEP participants were matched one-to-one with the PEP participants using propensity score method with respect to their baseline covariates. Cox proportional hazard regressions were performed to estimate the associations of the PEP intervention with the occurrence of first macrovascular or microvascular disease events and death from any cause, controlling for demographic and clinical characteristics. During a median 31.5 months of follow-up, 350 (PEP/non-PEP: 151/199) patients suffered from a first macrovascular or microvascular disease event while 95 patients (PEP/non-PEP: 34/61) died from any cause. After adjusting for confounding variables, PEP participants had lower incidence rates of all-cause mortality [hazard ratio (HR): 0.589, 95 % confidence interval (CI) 0.380–0.915, P = 0.018] and first macrovascular or microvascular disease events (HR: 0.782, 95 % CI 0.632–0.968, P = 0.024) than those with PEP. Enrolment to PEP was an effective approach in reducing all-cause mortality and first macrovascular or microvascular disease events in obese patients with type 2 diabetes.
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References
Y.M.K. Farag, M.R. Gaballa, Diabesity: an overview of a rising epidemic. Nephrol. Dial. Transplant. 26(1), 28–35 (2011). doi:10.1093/ndt/gfq576
S. Colagiuri, Diabesity: therapeutic options. Diabetes Obes. Metab. 12(6), 463–473 (2010). doi:10.1111/j.1463-1326.2009.01182.x
K.M.V. Narayan, J.P. Boyle, T.J. Thompson, E.W. Gregg, D.F. Williamson, Effect of BMI on lifetime risk for diabetes in the U.S. Diabetes Care 30(6), 1562–1566 (2007). doi:10.2337/dc06-2544
R. Klein, B.K. Klein, S.E. Moss, Is obesity related to microvascular and macrovascular complications in diabetes? The Wisconsin epidemiologic study of diabetic retinopathy. Arch. Intern. Med. 157(6), 650–656 (1997). doi:10.1001/archinte.1997.00440270094008
M.R. Carnethon, P.J. de Chavez, M.L. Biggs, C.E. Lewis, J.S. Pankow, A.G. Bertoni, S.H. Golden, K. Liu, K.J. Mukamal, B. Campbell-Jenkins, A.R. Dyer, Association of weight status with mortality in adults with incident diabetes. JAMA, J. Am. Med. Assoc. 308(6), 581–590 (2012). doi:10.1001/jama.2012.9282
J.P.H. Wilding, The importance of weight management in type 2 diabetes mellitus. Int. J. Clin. Pract. 68(6), 682–691 (2014). doi:10.1111/ijcp.12384
R.R. Wing, W. Lang, T.A. Wadden, M. Safford, W.C. Knowler, A.G. Bertoni, J.O. Hill, F.L. Brancati, A. Peters, L. Wagenknecht, the Look, ARG, Benefits of modest weight loss in improving cardiovascular risk factors in overweight and obese individuals with type 2 diabetes. Diabetes Care 34(7), 1481–1486 (2011). doi:10.2337/dc10-2415
American Diabetes Association, Standards of medical care in diabetes—2014. Diabetes Care 37(Supplement 1), S14–S80 (2014). doi:10.2337/dc14-S014
L. Haas, M. Maryniuk, J. Beck, C.E. Cox, P. Duker, L. Edwards, E.B. Fisher, L. Hanson, D. Kent, L. Kolb, S. McLaughlin, E. Orzeck, J.D. Piette, A.S. Rhinehart, R. Rothman, S. Sklaroff, D. Tomky, G. Youssef, National standards for diabetes self-management education and support. Diabetes Care 37(Supplement 1), S144–S153 (2014). doi:10.2337/dc14-S144
E. Loveman, G.K. Frampton, A.J. Clegg, The clinical effectiveness of diabetes education models for type 2 diabetes: a systematic review. Health Technol. Assess. 12(9), 1–116 (2008). iii
J. Jarvis, T.C. Skinner, M.E. Carey, M.J. Davies, How can structured self-management patient education improve outcomes in people with type 2 diabetes? Diabetes Obes. Metab. 12(1), 12–19 (2010). doi:10.1111/j.1463-1326.2009.01098.x
E. Loveman, C. Cave, C. Green, P. Royle, N. Dunn, N. Waugh, The clinical and cost-effectiveness of patient education models for diabetes: a systematic review and economic evaluation. Health Technol. Assess. 7(22), 1–190 (2003). iii
A. Coppola, L. Sasso, A. Bagnasco, A. Giustina, C. Gazzaruso, The role of patient education in the prevention and management of type 2 diabetes: an overview. Endocrine (2015). doi:10.1007/s12020-015-0775-7
A. Steinsbekk, L.O. Rygg, M. Lisulo, M.B. Rise, A. Fretheim, Group based diabetes self-management education compared to routine treatment for people with type 2 diabetes mellitus. A systematic review with meta-analysis. BMC Health Serv Res 12, 213 (2012). doi:10.1186/1472-6963-12-213
S.L. Norris, J. Lau, S.J. Smith, C.H. Schmid, M.M. Engelgau, Self-management education for adults with type 2 diabetes: a meta-analysis of the effect on glycemic control. Diabetes Care 25(7), 1159–1171 (2002)
L. Minet, S. Moller, W. Vach, L. Wagner, J.E. Henriksen, Mediating the effect of self-care management intervention in type 2 diabetes: a meta-analysis of 47 randomised controlled trials. Patient Educ. Couns. 80(1), 29–41 (2010). doi:10.1016/j.pec.2009.09.033
C.K.H. Wong, W.C.W. Wong, C.L.K. Lam, Y.F. Wan, W.H.T. Wong, K.L. Chung, D. Dai, E.L.H. Tsui, D.Y.T. Fong, Effects of Patient Empowerment Programme (PEP) on clinical outcomes and health service utilization in type 2 diabetes mellitus in primary care: an observational matched cohort study. PLoS One 9(5), e95328 (2014). doi:10.1371/journal.pone.0095328
C.K.H. Wong, W.C.W. Wong, Y.F. Wan, A.K.C. Chan, K.L. Chung, F.W.K. Chan, C.L.K. Lam, Patient Empowerment Programme in primary care reduced all-cause mortality and cardiovascular diseases in patients with type 2 diabetes mellitus: a population-based propensity-matched cohort study. Diabetes Obes. Metab. 17(2), 128–135 (2015). doi:10.1111/dom.12397
C.K.H. Wong, W.C.W. Wong, Y.F. Wan, A.K.C. Chan, F.W.C. Chan, C.L.K. Lam, Patient Empowerment Programme (PEP) and risk of microvascular diseases among patients with type 2 diabetes mellitus in primary care: a population-based propensity matched cohort study. Diabetes Care 38(8), e116–e117 (2015). doi:10.2337/dc14-2213
C.K.H. Wong, W.C.W. Wong, Y.F. Wan, A.K.C. Chan, F.W.C. Chan, C.L.K. Lam, Effect of a Structured Diabetes Education Programme in Primary Care on Hospitalizations and Emergency Department visits among people with type 2 diabetes mellitus: results from the Patient Empowerment Programme. Diabetic Med. (2015). doi:10.1111/dme.12969
C.K.H. Wong, W.C.W. Wong, E. Wan, W. Wong, F.W.K. Chan, C.L.K. Lam, Increased number of structured diabetes education attendance was not associated with the improvement in patient-reported health-related quality of life: results from Patient Empowerment Programme (PEP). Health Qual Life Outcomes 13(1), 126 (2015). doi:10.1186/s12955-015-0324-3
World Health Organization, International Association for the Study of Obesity, International Obesity TaskForce: The Asia-Pacific Perspective: Redefining Obesity and Its Treatment (2000), http://www.wpro.who.int/nutrition/documents/docs/Redefiningobesity.pdf
C.S.C. Fung, W.Y. Chin, D. Dai, R.L.P. Kwok, E.L.H. Tsui, Y.F. Wan, W. Wong, C.K.H. Wong, D.Y.T. Fong, C.L.K. Lam, Evaluation of the quality of care of a multi-disciplinary risk factor assessment and management programme (RAMP) for diabetic patients. BMC Fam Pract 13(1), 116 (2012). doi:10.1186/1471-2296-13-116
F.F. Jiao, C.S.C. Fung, C.K.H. Wong, Y.F. Wan, D. Dai, R.L.P. Kwok, C.L.K. Lam, Effects of the Multidisciplinary Risk Assessment and Management Program for Patients with Diabetes Mellitus (RAMP-DM) on biomedical outcomes, observed cardiovascular events and cardiovascular risks in primary care: a longitudinal comparative study. Cardiovascular Diabetology 13(1), 127 (2014). doi:10.1186/s12933-014-0127-6
F.F. Jiao, C.S.C. Fung, Y.F. Wan, S.M. McGhee, C.K.H. Wong, D. Dai, R.L.P. Kwok, C.L.K. Lam, Long-term effects of the multidisciplinary risk assessment and management program for patients with diabetes mellitus (RAMP-DM): a population-based cohort study. Cardiovascular Diabetology 14(1), 105 (2015). doi:10.1186/s12933-015-0267-3
W. D’Hoore, A. Bouckaert, C. Tilquin, Practical considerations on the use of the Charlson Comorbidity Index with administrative data bases. J. Clin. Epidemiol. 49(12), 1429–1433 (1996). doi:10.1016/S0895-4356(96)00271-5
R.B.J. D’Agostino, Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group. Stat. Med. 17(19), 2265–2281 (1998). doi:10.1002/(SICI)1097-0258(19981015)17:19<2265:AID-SIM918>3.0.CO;2-B
P.R. Rosenbaum, Observational Studies (Springer, New York, 2002)
P.R. Rosenbaum, D.B. Rubin, The central role of the propensity score in observational studies for causal effects. Biometrika 70(1), 41–55 (1983)
D.B. Rubin, Estimating causal effects of treatments in randomized and nonrandomized studies. J. Educ. Psychol. 66(5), 688 (1974)
E. Leuven, B. Sianesi, PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing. Stat. Softw. Compon. (2012)
P.C. Austin, A critical appraisal of propensity-score matching in the medical literature between 1996 and 2003. Stat. Med. 27(12), 2037–2049 (2008). doi:10.1002/sim.3150
F. Harrell, K.L. Lee, D.B. Mark, Tutorial in biostatistics multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat. Med. 15, 361–387 (1996)
M. Gillett, H.M. Dallosso, S. Dixon, A. Brennan, M.E. Carey, M.J. Campbell, S. Heller, K. Khunti, T.C. Skinner, M.J. Davies, Delivering the diabetes education and self management for ongoing and newly diagnosed (DESMOND) programme for people with newly diagnosed type 2 diabetes: cost effectiveness analysis. BMJ 341, c4093 (2010). doi:10.1136/bmj.c4093
The Look AHEAD Research Group, Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes. N. Engl. J. Med. 369(2), 145–154 (2013). doi:10.1056/NEJMoa1212914
B.L. Johnson, D.W. Blackhurst, B.B. Latham, D.L. Cull, E.S. Bour, T.L. Oliver, B. Williams, S.M. Taylor, J.D. Scott, Bariatric surgery is associated with a reduction in major macrovascular and microvascular complications in moderately to severely obese patients with type 2 diabetes mellitus. J. Am. Coll. Surg. 216(4), 545–556 (2013). doi:10.1016/j.jamcollsurg.2012.12.019
L. Sjostrom, M. Peltonen, P. Jacobson, S. Ahlin, J. Andersson-Assarsson, A. Anveden, C. Bouchard, B. Carlsson, K. Karason, H. Lonroth, I. Naslund, E. Sjostrom, M. Taube, H. Wedel, P.A. Svensson, K. Sjoholm, L.M. Carlsson, Association of bariatric surgery with long-term remission of type 2 diabetes and with microvascular and macrovascular complications. JAMA, J. Am. Med. Assoc. 311(22), 2297–2304 (2014). doi:10.1001/jama.2014.5988
M. Maggard-Gibbons, M. Maglione, M. Livhits, B. Ewing, A.R. Maher, J. Hu, Z. Li, P.G. Shekelle, Bariatric surgery for weight loss and glycemic control in nonmorbidly obese adults with diabetes: a systematic review. JAMA, J. Am. Med. Assoc. 309(21), 2250–2261 (2013). doi:10.1001/jama.2013.4851
Acknowledgments
We would like to thank the program teams at the Hospital Authority head office (including Ms. Margaret Tay, Dr. Alexander Chiu, Dr. K.L. Chung, Dr. Alan Y.L. Kwok, Ms. Michelle Wong, and Mr. Gary Ching), and all cluster representatives and clinical staff in the Patient Empowerment Programme for working with our team in this evaluation. Furthermore, we would like to thank Dr. S.V. Lo and the staff of the Statistics & Workforce Planning Department (including Mrs. Edwina Shung, Mr. Peggo Lam, Dr. Kelvin Tsoi, Mr. Adam Ng, Mr. C.F. Yiu and their team-mates) in the Hospital Authority Strategy and Planning Division for their help in coordinating the development of the evaluation frameworks and site visits and facilitating the data collection.
Author contributions
C.K.H.W. wrote the manuscript and researched data. F.W.K.C. and A.C. contributed to acquisition of data and reviewed/edited the manuscript. W.C.W.W. and C.L.K.L. contributed to study design. Y.F.W. and A.K.C.C reviewed/edited the manuscript, contributed to statistical analysis and interpretation of results. W.C.W.W. and C.L.K.L. reviewed/edited the manuscript.
Financial disclosure
This study has been funded by the Hong Kong Hospital Authority (Ref. No: 8011014157) and the Health and Health Services Research Fund, Food and Health Bureau, HKSAR Commissioned Research on Enhanced Primary Care Study (Ref. No EPC-HKU-2). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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NCT01935349, ClinicalTrials.gov.
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Wong, C.K.H., Wong, W.C.W., Wan, E.Y.F. et al. Macrovascular and microvascular disease in obese patients with type 2 diabetes attending structured diabetes education program: a population-based propensity-matched cohort analysis of Patient Empowerment Programme (PEP). Endocrine 53, 412–422 (2016). https://doi.org/10.1007/s12020-015-0843-z
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DOI: https://doi.org/10.1007/s12020-015-0843-z