Longitudinal effects on costs and potential cost savings from improvement

OBJECTIVEdToexaminethelongitudinaleffectsofmedicationnonadherence(MNA)onkeycosts and estimate potential savings from increased adherence using a novel methodology thataccounts for shared correlation among cost categories.RESEARCH DESIGN AND METHODSdVeterans with type 2 diabetes (740,195) werefollowed from January 2002 until death, loss to follow-up, or December 2006. A novel multi-variate,generalized,linear,mixedmodelingapproachwasusedtoassessthedifferentialeffectofMNA, defined as medication possession ratio (MPR) $0.8 on healthcare costs. A sensitivityanalysis was performed to assess potential cost savings at different MNA levels using the Con-sumer Price Index to adjust estimates to 2012 dollar value.RESULTSdMean MPR for the full sample over 5 years was 0.78, with a mean of 0.93 for theadherentgroupand0.58fortheMNAgroup.Infullyadjustedmodels,allannualcostcategoriesincreased ;3%peryear(P = 0.001) during the 5-year study time period. MNA was associatedwitha37%lowerpharmacycost,7%loweroutpatientcost,and41%higherinpatientcost.Basedonsensitivityanalyses,improvingadherenceintheMNAgroupwouldresultinannualestimatedcost savings ranging from;$661 million (MPR ,0.6 vs. $0.6) to ;$1.16 billion (MPR ,1vs.1). Maximal incremental annual savings would occur by raising MPR from,0.8 to $0.8($204,530,778) among MNA subjects.CONCLUSIONSdAggressive strategies and policies are needed to achieve optimal medica-tion adherence in diabetes. Such approaches may further the so-called “triple aim” of achievingbetter health, better quality care, and lower cost.Diabetes Care 35:2533–2539, 2012

[1]  Donald R. Miller,et al.  Who has diabetes? Best estimates of diabetes prevalence in the Department of Veterans Affairs based on computerized patient data. , 2004, Diabetes care.

[2]  Mike Mitka Improving medication adherence promises great payback, but poses tough challenge. , 2010, JAMA.

[3]  P. Kaboli,et al.  Defining "rural" for veterans' health care planning. , 2010, The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association.

[4]  B. Zinman,et al.  Medical Management of Hyperglycemia in Type 2 Diabetes: A Consensus Algorithm for the Initiation and Adjustment of Therapy , 2009, Diabetes Care.

[5]  Denys T. Lau,et al.  Oral antihyperglycemic medication nonadherence and subsequent hospitalization among individuals with type 2 diabetes. , 2004, Diabetes care.

[6]  Carol M Mangione,et al.  Diabetes Care Quality in the Veterans Affairs Health Care System and Commercial Managed Care: The TRIAD Study , 2004, Annals of Internal Medicine.

[7]  H. Wehring,et al.  Analysis of Pharmacist-Provided Medication Therapy Management(MTM) Services in Community Pharmacies Over 7 Years , 2009, Journal of managed care pharmacy : JMCP.

[8]  G Molenberghs,et al.  Random-effects models for multivariate repeated measures , 2007, Statistical methods in medical research.

[9]  J. Cramer A Systematic Review of Adherence With Medications for Diabetes , 2004 .

[10]  Dyfrig Hughes,et al.  Costs of medication nonadherence in patients with diabetes mellitus: a systematic review and critical analysis of the literature. , 2009, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[11]  E B Keeler,et al.  Does free care improve adults' health? Results from a randomized controlled trial. , 1983, The New England journal of medicine.

[12]  H. Quan,et al.  Coding Algorithms for Defining Comorbidities in ICD-9-CM and ICD-10 Administrative Data , 2005, Medical care.

[13]  R. Knapp,et al.  Effectiveness of technology-assisted case management in low income adults with type 2 diabetes (TACM-DM): study protocol for a randomized controlled trial , 2011, Trials.

[14]  F. Camacho,et al.  Comparison of medication adherence and associated health care costs after introduction of pioglitazone treatment in African Americans versus all other races in patients with type 2 diabetes mellitus: a retrospective data analysis. , 2006, Clinical therapeutics.

[15]  J. Cramer,et al.  The influence of insulin use on glycemic control: How well do adults follow prescriptions for insulin? , 2005, Diabetes care.

[16]  H. Cohen,et al.  A randomized, controlled trial of a clinical pharmacist intervention to improve inappropriate prescribing in elderly outpatients with polypharmacy. , 1996, The American journal of medicine.

[17]  M. Gebregziabher,et al.  Longitudinal Differences in Glycemic Control by Race/Ethnicity Among Veterans With Type 2 Diabetes , 2010, Medical care.

[18]  James P. Boyle,et al.  Impact of Recent Increase in Incidence on Future Diabetes Burden , 2006, Diabetes Care.

[19]  Ellen H. Chen,et al.  The effectiveness of peer health coaching in improving glycemic control among low-income patients with diabetes: protocol for a randomized controlled trial , 2011, BMC public health.

[20]  H. Cohen,et al.  The Cost‐Effectiveness of a Clinical Pharmacist Intervention Among Elderly Outpatients , 1998, Pharmacotherapy.

[21]  A. Trivedi,et al.  Quality and Equity of Care in the Veterans Affairs Health-Care System and in Medicare Advantage Health Plans , 2011, Medical care.

[22]  F. Camacho,et al.  Predictors of medication adherence and associated health care costs in an older population with type 2 diabetes mellitus: a longitudinal cohort study. , 2003, Clinical therapeutics.

[23]  John D. Voss,et al.  The association between diabetes metabolic control and drug adherence in an indigent population. , 2002, Diabetes care.

[24]  Chuan-Fen Liu,et al.  Increasing copayments and adherence to diabetes, hypertension, and hyperlipidemic medications. , 2010, The American journal of managed care.

[25]  A. Zaslavsky,et al.  Implementation of Medicare Part D and nondrug medical spending for elderly adults with limited prior drug coverage. , 2011, JAMA.

[26]  H. Mcdonald,et al.  Interventions to enhance patient adherence to medication prescriptions: scientific review. , 2002, JAMA.

[27]  L. Egede,et al.  Disparities in diabetes self-management and quality of care in rural versus urban veterans. , 2011, Journal of diabetes and its complications.

[28]  Mark E. Williams,et al.  The Short‐Term Effect of Interdisciplinary Medication Review on Function and Cost in Ambulatory Elderly People , 2004, Journal of the American Geriatrics Society.

[29]  Anthony O'Hagan,et al.  Review of Statistical Methods for Analysing Healthcare Resources and Costs , 2010, Health economics.