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1.
J Manag Care Spec Pharm ; 22(5): 550-60, 2016 May.
Article in English | MEDLINE | ID: mdl-27123916

ABSTRACT

BACKGROUND: Taking medications as prescribed is imperative for their effectiveness. In populations such as Medicare, where two thirds of Medicare beneficiaries have at least 2 or more chronic conditions requiring treatment with medications and account for more than 90% of Medicare health care spend, examining ways to improve medication adherence in patients with comorbidities is warranted. OBJECTIVE: To examine the association of pharmacy dispensing channel (home delivery or retail pharmacy) with medication adherence for Medicare patients taking medications with comorbid conditions of diabetes, hypertension, and high blood cholesterol (3 of the top 5 most prevalent conditions), while controlling for various confounders. METHODS: A retrospective analysis was conducted using de-identified pharmacy claims data from a large national pharmacy benefits manager between October 2010 and December 2012. Continuously eligible Medicare Part D patients (Medicare Advantage Prescription Drug plan and Prescription Drug Plan only) aged 65 years or older who had an antidiabetic, antihypertensive, and antihyperlipidemic prescription claim between October and December 2010 were identified and analyzed over a 2-year period. Multivariate logistic regression was used to evaluate the association between dispensing channel (DC) and medication adherence in calendar year (CY) 2012 controlling for prior adherence behavior (adherence in CY2011), differences in demographics, low-income subsidy status, days supply, disease burden, and drug-use pattern. Patients with a proportion of days covered (PDC) of at least 80% for each of the 3 conditions were considered to be adherent, and patients with PDC less than 80% for each of the 3 conditions were considered to be nonadherent. Patients were assigned to a DC depending on where they filled at least 66.7% of their prescriptions for each of the 3 conditions, and the rest were assigned to a mixed channel group. RESULTS: The final analytical sample consisted of 40,632 patients. The adjusted odds of adherence for patients using home delivery were 1.59 (95% CI = 1.40-1.80) higher compared with patients using retail channels to obtain their prescriptions. CONCLUSIONS: Medicare Part D patients taking medications for comorbid conditions who used home delivery had a greater likelihood (adjusted) of adherence than patients who filled their antidiabetic, antihypertensive, and antihyperlipidemic prescriptions using retail channels. Managed care stakeholders looking to make informed decisions in a cost-constrained environment to assess, implement, and promote solutions that improve health outcomes should consider the use of home delivery of prescriptions to improve adherence for Medicare Part D patients with comorbid conditions. DISCLOSURES: Funding for this study was provided internally by Express Scripts Holding Company. Iyengar, LeFrancois, Henderson, and Rabbitt are employees of Express Scripts. Study concept and design were created by Iyengar and LeFrancois. Iyengar was responsible for acquisition of data, statistical analysis, and interpretation of data. The manuscript was written by Iyengar and LeFrancois and revised by all the authors.


Subject(s)
Chronic Disease/drug therapy , Medication Adherence/statistics & numerical data , Aged , Antihypertensive Agents/therapeutic use , Chronic Disease/economics , Diabetes Mellitus/drug therapy , Female , Humans , Hypertension/drug therapy , Hypoglycemic Agents/therapeutic use , Male , Medicare Part D , Pharmaceutical Services , Pharmacies , Retrospective Studies , United States
2.
J Manag Care Spec Pharm ; 20(8): 851-61, 2014 Aug.
Article in English | MEDLINE | ID: mdl-25062079

ABSTRACT

BACKGROUND: Medication adherence, defined as taking medications as prescribed, is a key component in controlling disease progression and managing chronic illnesses such as diabetes, hypertension, and high blood cholesterol. These diseases constitute 3 of the top 5 most prevalent conditions among Medicare beneficiaries, warranting further attention to find ways to promote better medication adherence. The scientific literature has established the clinical and financial benefits of medication adherence and the role of dispensing channel in impacting adherence to medications. However, a common limitation in channel-adherence studies is the failure to control for healthy adherer effect (HAE), referring to individuals who are likely to engage proactively in activities that improve their adherence. Healthier individuals may choose the home-delivery channel to ensure continuity in their medication regimens and to minimize obstacles to adherence, such as inadequate access, inconvenience, and financial concerns. Thus, better medication adherence in home delivery may reflect healthier patients' predisposition to self-select for home delivery options. To accurately attribute the impact of dispensing channel on adherence, research would need to control for bias from a patient's predisposition to be adherent.  OBJECTIVE: To examine the association of pharmacy dispensing channel (home delivery or retail pharmacy) with medication adherence for Medicare Part D beneficiaries taking medications for diabetes, hypertension, or high blood cholesterol, while controlling for low-income subsidy status, differences in days supply, and prior adherence behavior (PAB) as a way to partly control for HAE. METHODS: A retrospective analysis using de-identified pharmacy claims data from a large national pharmacy benefits manager between October 2010 and December 2012. Continuously eligible Medicare Part D beneficiaries (Medicare Advantage and prescription drug plans participants only) aged 65 years or older who had an antidiabetic, antihypertensive, or antihyperlipidemic prescription claim between October and December 2010, were identified and followed for the next 2 years. Those enrolled in a home delivery auto refill program were excluded from this analysis. Multivariate logistic regression was used to evaluate the impact of dispensing channel on medication adherence, controlling for differences in demographics, low-income subsidy status, disease burden, and drug-use pattern. Patients with a proportion of days covered of ≥ 80% were considered to be adherent. The analysis controlled for PAB by using patients' adherence status in the year 2011.  RESULTS: The final analytical samples consisted of 150,389 diabetic patients, 615,618 hypertension patients, and 358,795 high blood cholesterol patients. The adjusted odds of being adherent for beneficiaries using home delivery were 1.25 times higher (CI = 1.20-1.30) for diabetes medications, 1.29 times higher (CI = 1.27-1.32) for hypertension medications, and 1.26 times higher (CI = 1.23-1.29) for high blood cholesterol medications, compared with beneficiaries using retail channels to obtain their prescriptions. PAB was the strongest contributor to the odds of a patient being adherent across all 3 therapy classes, ranging from odds ratio of 4.48 to 8.09.  CONCLUSIONS: After excluding patients who received any prescriptions via home delivery auto refill programs and controlling for PAB, differences in days supply, low-income subsidy status, demographics, and disease burden, Medicare beneficiaries who use home delivery for antidiabetics, antihypertensives, or antihyperlipidemics have a greater likelihood of being adherent than patients who fill their prescriptions at retail. The results of this study provide evidence that where medications are received may impact adherence, even when controlling for PAB. Use of the home delivery dispensing channel may be an effective method to improve adherence for Medicare beneficiaries.


Subject(s)
Delivery of Health Care/methods , Diabetes Mellitus/drug therapy , Hypercholesterolemia/drug therapy , Hypertension/drug therapy , Medication Adherence , Aged , Antihypertensive Agents/economics , Antihypertensive Agents/therapeutic use , Cholesterol/blood , Cholesterol/economics , Delivery of Health Care/economics , Diabetes Mellitus/economics , Female , Humans , Hypercholesterolemia/economics , Hypertension/economics , Hypoglycemic Agents/economics , Hypoglycemic Agents/therapeutic use , Insurance Benefits/economics , Male , Medicare/economics , Medicare Part D/economics , Pharmaceutical Services/economics , Pharmacies/economics , Retrospective Studies , United States
3.
Health Serv Manage Res ; 22(4): 184-90, 2009 Nov.
Article in English | MEDLINE | ID: mdl-19875840

ABSTRACT

This paper evaluates the performance of 198 ambulatory surgery centres (ASCs) operating in the State of Pennsylvania during the fiscal year 2006. Performance is assessed from technical efficiency view using data envelopment analysis (DEA). Multi-input/output model included two inputs: number of operating rooms and labour, and patient surgical visits differentiated by age groups: 0-17, 18-64, 65+ as three outputs. Input oriented models were employed to assess various DEA efficiency models. Results show that about 48 (24%) of ASCs are efficient with a mean efficiency score of 0.60. The results also indicate that appropriate utilization of operating rooms and labour inputs are the main determinants of ASC efficiency.


Subject(s)
Efficiency, Organizational , Surgicenters/standards , Adolescent , Adult , Aged , Child , Child, Preschool , Humans , Infant , Infant, Newborn , Middle Aged , Pennsylvania , Surveys and Questionnaires , United Kingdom , Young Adult
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