Does Prescription Drug Adherence Reduce Hospitalizations and Costs?

PURPOSE To estimate the impact of diabetic drug adherence on hospitalizations, emergency room (ER) visits, and hospital costs. METHODS It is often difficult to measure the impact of drug adherence on hospitalizations since both adherence and hospitalizations may be correlated with unobservable patient severity. We control for such unobservables using propensity score methods and instrumental variables for adherence such as drug coinsurance levels and direct-to-consumer advertising. FINDINGS We find a significant bias due to unobservable severity in that patients with more severe health are more apt to comply with medications. Thus, the relationship between adherence and hospitalization will be underestimated if one does not control for unobservable severity. Overall, we find that increasing diabetic drug adherence from 50% to 100% reduces the hospitalization rate by 23.3% from 15% to 11.5%. ER visits reduce by 46.2% from 17.3% to 9.3%. Although such an increase in adherence increases diabetic drug spending by $776 a year per diabetic, the cost savings for averted hospitalizations and ER visits are $886 per diabetic, a cost offset of $1.14 per $1.00 spent on diabetic drugs. ORIGINALITY Most of the drug cost-offset literature focuses only on the impact of cost-sharing and drug spending on cost-offsets, making it impossible to back-out the empirical impact of actual drug adherence on cost-offsets. In this chapter, we estimate the direct impact of adherence on hospitalizations and costs.

[1]  Whitney K. Newey,et al.  Efficient estimation of limited dependent variable models with endogenous explanatory variables , 1987 .

[2]  C. Neslusan,et al.  Recent antihyperglycemic prescribing trends for US privately insured patients with type 2 diabetes. , 2003, Diabetes care.

[3]  Lola Butcher,et al.  Value-based insurance design. , 2009, Biotechnology healthcare.

[4]  Optimal Price Rules, Administered Prices and Suboptimal Prevention: Evidence from a Medicare Program , 2004 .

[5]  P. Deb,et al.  Dynamic Cost-Offsets of Prescription Drug Expenditures: Panel Data Analysis Using a Copula-Based Hurdle Model , 2009 .

[6]  Rajeev Dehejia,et al.  Propensity Score-Matching Methods for Nonexperimental Causal Studies , 2002, Review of Economics and Statistics.

[7]  S. Bartuś,et al.  Noncompliance in organ transplant recipients. , 1990, Transplantation.

[8]  Sascha O. Becker,et al.  Estimation of Average Treatment Effects Based on Propensity Scores , 2002 .

[9]  C. Steiner,et al.  Comorbidity measures for use with administrative data. , 1998, Medical care.

[10]  P. Holmes A radical prescription. , 1990, Nursing times.

[11]  Jian Li,et al.  Substitution, Spending Offsets, and Prescription Drug Benefit Design , 2007 .

[12]  S. Stock,et al.  Life prolonging of disease management programs in patients with type 2 diabetes is cost-effective. , 2012, Diabetes research and clinical practice.

[13]  Chuan-Fen Liu,et al.  Does medication adherence following a copayment increase differ by disease burden? , 2011, Health services research.

[14]  J. G. Cragg MORE EFFICIENT ESTIMATION IN THE PRESENCE OF HETEROSCEDASTICITY OF UNKNOWN FORM , 1983 .

[15]  T. Rice,et al.  Book Review: The Impact of Cost-Sharing on Appropriate Utilization and Health Status: A Review of the Literature on Seniors , 2004, Medical care research and review : MCRR.

[16]  D. Hull,et al.  Noncompliance in Organ Transplant Recipients , 1989, Transplantation.

[17]  A. Fendrick,et al.  A benefit-based copay for prescription drugs: patient contribution based on total benefits, not drug acquisition cost. , 2001, The American journal of managed care.

[18]  D. Rubin,et al.  Constructing a Control Group Using Multivariate Matched Sampling Methods That Incorporate the Propensity Score , 1985 .

[19]  B. Sianesi,et al.  PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing , 2003 .

[20]  John Hsu,et al.  Unintended consequences of caps on Medicare drug benefits. , 2006, The New England journal of medicine.

[21]  M. Mcclellan,et al.  Satisfaction guaranteed--"payment by results" for biologic agents. , 2007, The New England journal of medicine.

[22]  A. Kleit,et al.  Effects of direct-to-consumer advertising of hydroxymethylglutaryl coenzyme a reductase inhibitors on attainment of LDL-C goals. , 2006, Clinical therapeutics.

[23]  J. Newhouse,et al.  Should drug prices be negotiated under part D of Medicare? And if so, how? , 2008, Health affairs.

[24]  W. Encinosa,et al.  Optimal health insurance: the case of observable, severe illness. , 2000, Journal of health economics.

[25]  R. Zusman Antiplatelet therapy: a perspective from cardiology. , 2000, Managed care.

[26]  J. Mullahy Much Ado About Two: Reconsidering Retransformation and the Two-Part Model in Health Economics , 1998, Journal of health economics.

[27]  S. Inzucchi Oral antihyperglycemic therapy for type 2 diabetes: scientific review. , 2002, JAMA.

[28]  J. Castelli-Haley,et al.  The relationship between alternative medication possession ratio thresholds and outcomes: evidence from the use of glatiramer acetate , 2011, Journal of medical economics.

[29]  R. Goetzel,et al.  The effects of prescription drug cost sharing: a review of the evidence. , 2005, The American journal of managed care.

[30]  Baoping Shang,et al.  Prescription Drug Coverage and Elderly Medicare Spending , 2007 .

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

[32]  Y. Zhang,et al.  The effect of Medicare Part D on drug and medical spending. , 2009, The New England journal of medicine.

[33]  W. Manning,et al.  Estimating Log Models: To Transform or Not to Transform? , 1999, Journal of health economics.

[34]  Rajeev Dehejia Practical propensity score matching: a reply to Smith and Todd , 2005 .

[35]  M. Wosinska Direct-to-Consumer Advertising and Drug Therapy Compliance , 2005 .

[36]  Christopher F. Baum,et al.  Instrumental Variables and GMM: Estimation and Testing , 2003 .

[37]  A. Chandra,et al.  Patient Cost-Sharing, Hospitalization Offsets, and the Design of Optimal Health Insurance for the Elderly , 2007 .

[38]  W. Encinosa,et al.  How Does Cost-Sharing Affect Drug Purchases? Insurance Regimes in the Private Market for Prescription Drugs , 2004 .

[39]  J. Doshi,et al.  Will Part D Produce Savings in Part A and Part B? The Impact of Prescription Drug Coverage on Medicare Program Expenditures , 2007 .

[40]  A. Haycox,et al.  Accounting for Noncompliance in Pharmacoeconomic Evaluations , 2012, PharmacoEconomics.

[41]  Dana P Goldman,et al.  Prescription drug cost sharing: associations with medication and medical utilization and spending and health. , 2007, JAMA.

[42]  Sheryl M. Davies,et al.  Measures of Patient Safety Based on Hospital Administrative Data - The Patient Safety Indicators. Technical Review Number 5. AHRQ Publication No. 02-0038 , 2002 .

[43]  R. Fleurence,et al.  A systematic review of adherence, treatment satisfaction and costs, in fixed-dose combination regimens in type 2 diabetes , 2011, Current medical research and opinion.

[44]  C. Dezii Medication noncompliance: what is the problem? , 2000, Managed care.