A meta-analysis of health state valuations for people with diabetes: explaining the variation across methods and implications for economic evaluation

PurposeTo review published studies on the effect of diabetes and its complications on utility scores to establish whether there is systematic variation across studies and to examine the implications for the estimation of quality-adjusted life years (QALYs).MethodsA systematic review was performed using studies reporting QALY measures elicited from people with diabetes including those with a history of complications. Meta-analysis was used to obtain the average utility, and meta-regression was employed to examine the impact of study characteristics and elicitation methods on these values. The effect of different utility scores on QALYs was examined using diabetes simulation models.ResultsIn the meta-analysis based on 45 studies reporting 66 values, the average utility score was 0.76 (95% CI 0.75–0.77). A meta-regression showed significant variation due to age, method of elicitation and the proportion of males. The average utility score for individual complications ranged from 0.48 (95% CI 0.25, 0.71) for chronic renal disease to 0.75 (95% CI 0.73, 0.78) for myocardial infarction, and these differences produced meaningful changes in simulated QALYs. There was significant heterogeneity between studies.ConclusionsWe provide summary utility scores for diabetes and its major complications that could help inform economic evaluation and policy analysis.

[1]  Elizabeth Tipton,et al.  Robust variance estimation in meta‐regression with dependent effect size estimates , 2010, Research synthesis methods.

[2]  M. Palta,et al.  US Norms for Six Generic Health-Related Quality-of-Life Indexes From the National Health Measurement Study , 2007, Medical care.

[3]  G. Brown,et al.  Utilities associated with diabetic retinopathy: results from a Canadian sample , 2003, The British journal of ophthalmology.

[4]  M. Koopmanschap,et al.  Health-related quality of life and treatment satisfaction in Dutch patients with type 2 diabetes. , 2002, Diabetes care.

[5]  X. Badia,et al.  Health-related quality of life of patients with type 2 diabetes mellitus in primary care in Spain: self-reported and proxy assessment using the EQ-5D , 2007 .

[6]  M. Chin,et al.  Perceptions of Quality‐of‐Life Effects of Treatments for Diabetes Mellitus in Vulnerable and Nonvulnerable Older Patients , 2008, Journal of the American Geriatrics Society.

[7]  A. Williams EuroQol : a new facility for the measurement of health-related quality of life , 1990 .

[8]  R. Taylor,et al.  NATIONAL INSTITUTE FOR CLINICAL EXCELLENCE (NICE) , 2002, International Journal of Technology Assessment in Health Care.

[9]  A. Levy,et al.  Health and Quality of Life , 2008 .

[10]  G. Brown,et al.  Quality of life associated with diabetes mellitus in an adult population. , 2000, Journal of diabetes and its complications.

[11]  Alastair Gray,et al.  Estimating Utility Values for Health States of Type 2 Diabetic Patients Using the EQ-5D (UKPDS 62) , 2002, Medical decision making : an international journal of the Society for Medical Decision Making.

[12]  P. Clarke,et al.  Which health-related quality of life score? A comparison of alternative utility measures in patients with Type 2 diabetes in the ADVANCE trial , 2007, Health and quality of life outcomes.

[13]  M. Eberhardt,et al.  Comparison of a single global item and an index of a multi-item health status measure among persons with and without diabetes in the US , 2004, Quality of Life Research.

[14]  R. Holman,et al.  A model to estimate the lifetime health outcomes of patients with Type 2 diabetes: the United Kingdom Prospective Diabetes Study (UKPDS) Outcomes Model (UKPDS no. 68) , 2004, Diabetologia.

[15]  Y. Cheung,et al.  The influence of ethnicity on health-related quality of life in diabetes mellitus: a population-based, multiethnic study. , 2006, Journal of diabetes and its complications.

[16]  V. Douzdjian,et al.  Treatment strategies for insulin-dependent diabetics with ESRD: a cost-effectiveness decision analysis model. , 1998, American journal of kidney diseases : the official journal of the National Kidney Foundation.

[17]  A. Bagust,et al.  Modelling EuroQol health-related utility values for diabetic complications from CODE-2 data. , 2005, Health economics.

[18]  D. Feeny,et al.  Construct validity of the RAND-12 and Health Utilities Index Mark 2 and 3 in type 2 diabetes , 2004, Quality of Life Research.

[19]  Naoki Ikegami,et al.  Measurement of HRQL using EQ-5D in patients with type 2 diabetes mellitus in Japan. , 2006, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[20]  P. Sullivan,et al.  The impact of obesity on diabetes, hyperlipidemia and hypertension in the United States , 2008, Quality of Life Research.

[21]  A. Keech,et al.  Using the EQ-5D Index Score as a Predictor of Outcomes in Patients With Type 2 Diabetes , 2009, Medical care.

[22]  Gary C. Brown,et al.  Quality of life with visual acuity loss from diabetic retinopathy and age-related macular degeneration. , 2002, Archives of ophthalmology.

[23]  A Gray,et al.  Blood glucose self-monitoring in type 2 diabetes: a randomised controlled trial. , 2009, Health technology assessment.

[24]  S. Gupta,et al.  TTO utility scores measure quality of life in patients with visual morbidity due to diabetic retinopathy or ARMD , 2004, Ophthalmic epidemiology.

[25]  R. Sheldon,et al.  Preferences of Patients with Diabetes Mellitus for Inhaled versus Injectable Insulin Regimens , 2012, PharmacoEconomics.

[26]  K. Boye,et al.  Health utility values associated with diabetic retinopathy , 2008, Diabetic medicine : a journal of the British Diabetic Association.

[27]  A. Kasuya EuroQol--a new facility for the measurement of health-related quality of life. , 1990, Health policy.

[28]  R. Leidl,et al.  A Comparison of Different Strategies to Collect Standard Gamble Utilities , 2004, Medical decision making : an international journal of the Society for Medical Decision Making.

[29]  G. Torrance Measurement of health state utilities for economic appraisal. , 1986, Journal of health economics.

[30]  Stephen W. Sorensen,et al.  The Cost-Effectiveness of Lifestyle Modification or Metformin in Preventing Type 2 Diabetes in Adults with Impaired Glucose Tolerance , 2005, Annals of Internal Medicine.

[31]  D. Feeny,et al.  Health-related quality of life deficits associated with diabetes and comorbidities in a Canadian National Population Health Survey , 2005, Quality of Life Research.

[32]  L. Carmona,et al.  Assessing utility values in rheumatoid arthritis: a comparison between time trade-off and the EuroQol. , 2006, Arthritis and rheumatism.

[33]  David O Meltzer,et al.  The impact of patient preferences on the cost-effectiveness of intensive glucose control in older patients with new-onset diabetes. , 2006, Diabetes care.

[34]  J. Peters,et al.  Characterization and comparison of health‐related utility in people with diabetes with various single and multiple vascular complications , 2006, Diabetic medicine : a journal of the British Diabetic Association.

[35]  R. Stolk,et al.  Quality of life of patients with type I diabetes mellitus , 2003, Quality of Life Research.

[36]  J. Bosch,et al.  Preference-based quality of life of patients on renal replacement therapy: a systematic review and meta-analysis. , 2008, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[37]  Murtuza Bharmal,et al.  Comparing the EQ-5D and the SF-6D descriptive systems to assess their ceiling effects in the US general population. , 2006, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[38]  D. Feeny,et al.  Misinterpretation with norm-based scoring of health status in adults with type 1 diabetes , 2006, Health and quality of life outcomes.

[39]  R. Beyth,et al.  The cost-utility of a care coordination/home telehealth programme for veterans with diabetes , 2007, Journal of telemedicine and telecare.

[40]  L. Matza,et al.  Utilities and disutilities for type 2 diabetes treatment-related attributes , 2007, Quality of Life Research.

[41]  Anushka Patel,et al.  Effects of a fixed combination of perindopril and indapamide on macrovascular and microvascular outcomes in patients with type 2 diabetes mellitus (the ADVANCE trial): a randomised controlled trial , 2007, The Lancet.

[42]  P. Sakthong,et al.  Health and Quality of Life Outcomes , 2008 .

[43]  J. Meigs,et al.  Correlates of health-related quality of life in type 2 diabetes , 2006, Diabetologia.

[44]  Vicki S Conn,et al.  Meta-analysis of Quality of Life Outcomes Following Diabetes Self-management Training , 2008, The Diabetes educator.

[45]  D. Ghosh,et al.  Are health-related quality-of-life and self-rated health associated with mortality? Insights from Translating Research Into Action for Diabetes (TRIAD). , 2009, Primary care diabetes.

[46]  M. Wensing,et al.  Impact of Primary Care–Based Disease Management on the Health-Related Quality of Life in Patients With Type 2 Diabetes and Comorbidity , 2009, Diabetes Care.

[47]  Y. Wang,et al.  Is the Whole Greater Than the Sum of Its Parts? , 2017, KDD.

[48]  G. Reiber,et al.  Health State Preference Assessment in Diabetic Peripheral Neuropathy , 2012, PharmacoEconomics.

[49]  B. Bolinder,et al.  The economic and quality of life impact of hypoglycemia , 2005, The European Journal of Health Economics.

[50]  L. Matza,et al.  Patient-reported outcomes in a trial of exenatide and insulin glargine for the treatment of type 2 diabetes , 2006, Health and quality of life outcomes.

[51]  H. Bilo,et al.  Health-related quality of life in patients with newly diagnosed type 1 diabetes. , 2003, Diabetes care.

[52]  P. Sharplin,et al.  Multivariate models of health-related utility and the fear of hypoglycaemia in people with diabetes , 2006, Current medical research and opinion.

[53]  D. Feeny,et al.  The Health Utilities Index (HUI®): concepts, measurement properties and applications , 2003, Health and quality of life outcomes.

[54]  P. Buchholz,et al.  Quality of Life in Glaucoma and Three Other Chronic Diseases , 2009, Drugs & aging.

[55]  Paul Kind,et al.  UK population norms for EQ-5D , 1999 .

[56]  G. Krishnarajah,et al.  Hypoglycaemia in patients with type 2 diabetes treated with a combination of metformin and sulphonylurea therapy in France , 2008, Diabetes, obesity & metabolism.

[57]  Volker Foos,et al.  The CORE Diabetes Model: Projecting Long-term Clinical Outcomes, Costs and Costeffectiveness of Interventions in Diabetes Mellitus (Types 1 and 2) to Support Clinical and Reimbursement Decision-making , 2004, Current medical research and opinion.

[58]  J. Sterne,et al.  Meta‒Analysis in Stata™ , 2008 .

[59]  Tammy O. Tengs,et al.  A Meta-Analysis of Quality-of-Life Estimates for Stroke , 2012, PharmacoEconomics.

[60]  J. Brazier,et al.  What is the relationship between the minimally important difference and health state utility values? The case of the SF-6D , 2003, Health and quality of life outcomes.

[61]  S. Majumdar,et al.  Improvements in patient-reported outcomes associated with an intervention to enhance quality of care for rural patients with type 2 diabetes: results of a controlled trial. , 2004, Diabetes care.

[62]  P. Mavros,et al.  Patient‐reported outcomes in a survey of patients treated with oral antihyperglycaemic medications: associations with hypoglycaemia and weight gain , 2009, Diabetes, obesity & metabolism.

[63]  C. Janson,et al.  Physical activity and quality of life in subjects with chronic disease: Chronic obstructive pulmonary disease compared with rheumatoid arthritis and diabetes mellitus , 2009, Scandinavian journal of primary health care.

[64]  G. Brown,et al.  Utility values and diabetic retinopathy. , 1999, American journal of ophthalmology.

[65]  David O. Meltzer,et al.  Patient Perceptions of Quality of Life With Diabetes-Related Complications and Treatments , 2007 .