Evaluation of claims-based computable phenotypes to identify heart failure patients with preserved ejection fraction.

The purpose of this analysis was to develop and validate computable phenotypes for heart failure (HF) with preserved ejection fraction (HFpEF) using claims-type measures using the Rochester Epidemiology Project. This retrospective study utilized an existing cohort of Olmsted County, Minnesota residents aged ≥ 20 years diagnosed with HF between 2007 and 2015. The gold standard definition of HFpEF included meeting the validated Framingham criteria for HF and having an LVEF ≥ 50%. Computable phenotypes of claims-type data elements (including ICD-9/ICD-10 diagnostic codes and lab test codes) both individually and in combinations were assessed via sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) with respect to the gold standard. In the Framingham-validated cohort, 2,035 patients had HF; 1,172 (58%) had HFpEF. One in-patient or two out-patient diagnosis codes of ICD-9 428.3X or ICD-10 I50.3X had 46% sensitivity, 88% specificity, 84% PPV, and 54% NPV. The addition of a BNP/NT-proBNP test code reduced sensitivity to 35% while increasing specificity to 91% (PPV = 84%, NPV = 51%). Broadening the diagnostic codes to ICD-9 428.0, 428.3X, and 428.9/ICD-10 I50.3X and I50.9 increased sensitivity at the expense of decreasing specificity (diagnostic code-only model: 87% sensitivity, 8% specificity, 56% PPV, 30% NPV; diagnostic code and BNP lab code model: 61% sensitivity, 43% specificity, 60% PPV, 45% NPV). In an analysis conducted to mimic real-world use of the computable phenotypes, any one in-patient or out-patient code of ICD-9 428/ICD-10 150 among the broader population (N = 3,755) resulted in lower PPV values compared with the Framingham cohort. However, one in-patient or two out-patient instances of ICD-9 428.0, 428.9, or 428.3X/ICD-10 150.3X or 150.9 brought the PPV values from the two cohorts closer together. While some misclassification remains, the computable phenotypes defined here may be used in claims databases to identify HFpEF patients and to gain a greater understanding of the characteristics of patients with HFpEF.

Predictors of imminent risk of fracture in Medicare-enrolled men and women.

Advancing age, female sex, recent prior fracture and falls, and specific comorbidities and medications contribute to imminent (within 1-2 years) risk of fracture in Medicare enrollees. Clinician awareness of these risk factors and their dynamic nature may lead to improved osteoporosis care for elderly patients. PURPOSE: The burden of osteoporotic fracture disproportionately affects the elderly. Growing awareness that fracture risk can change substantially over time underscores the need to understand risk factors for imminent (within 1-2 years) fracture. This study assessed predictors of imminent risk of fracture in the US Medicare population. METHODS: Administrative claims data from a random sample of Medicare beneficiaries were analyzed for patients aged ≥ 67 years on January 1, 2011 (index date), with continuous coverage between January 1, 2009 and March 31, 2011, excluding patients with non-melanoma cancer or Paget's disease. Incident osteoporotic fractures were identified during 12 and 24 months post-index. Potential predictors were age, sex, race, history of fracture, history of falls, presence of osteoporosis, cardiovascular diseases, chronic obstructive pulmonary disorder (COPD), mood/anxiety disorders, polyinflammatory conditions, difficulty walking, use of durable medical equipment, ambulance/life support, and pre-index use of osteoporosis medications, steroids, or central nervous system medications. Cox proportional hazards models were used to evaluate predictors of fracture risk in the two follow-up intervals. RESULTS: Among 1,780,451 individuals included (mean age 77.7 years, 66% female), 8.3% had prior fracture and 6.1% had a history of falls. During the 12- and 24-month follow-up periods, 3.0% and 5.4% of patients had an incident osteoporotic fracture, respectively. Imminent risk of fracture increased with older age (double/triple), female sex (> 80%), recent prior fracture (> double) and falls, and specific comorbidities and medications. CONCLUSIONS: Demographics and factors including fall/fracture history, comorbidities, and medications contribute to imminent risk of fracture in elderly patients.

Mortality by a proxy performance status as defined by a claims-based measure for disability status in older patients with newly diagnosed multiple myeloma in the United States.

OBJECTIVES: We applied a claims-based definition of disability status as a proxy for performance status (PS) and examined associations between PS and mortality in a population-based cohort of older US adults with multiple myeloma (MM). MATERIALS AND METHODS: We identified older (≥66 years) Medicare beneficiaries diagnosed with MM January 1, 2008-December 31, 2011, who began first-line therapy in the study period (through December 31, 2012). We estimated predicted probability of poor PS for each patient at initiation of each line up to fourth-line therapy, classified as poor (predicted probability ≥0.11) or good (<0.11) PS, and examined mortality. Crude overall survival was estimated using the Kaplan-Meier method with log-rank test for survival comparison between PS groups. Cox proportional hazards models evaluated the association between poor PS and mortality risk, adjusted for baseline characteristics by lines of therapy. RESULTS: Of 12,547 patients, 5841, 2372, and 819 initiated second-, third-, and fourth-line in the study period. Poor PS proportions were 16.6%, 21.8%, 18.4%, and 18.2% at each line. Crude overall survival was worse for poor PS patients across lines (P < 0.01 for each). Adjusted hazards ratios (95% CI) of mortality for patients with poor versus good PS were 1.28 (1.18-1.40), first-line; 1.55 (1.36-1.77), second-line; 1.35 (1.10-1.65), third-line; 1.22 (0.84-1.76), fourth-line. CONCLUSION: The claims-based prediction model for disability status performed as expected as a proxy for PS in older Medicare patients with MM. PS was an independent risk factor for mortality. Further studies assessing the effect of PS on mortality by therapies are warranted.

Utilization of osteoporosis medication after a fragility fracture among elderly Medicare beneficiaries.

Osteoporosis medications are recommended for elderly patients after a fragility fracture. However, we found substantial under-treatment in the post-fracture year, especially among patients who had not previously received such medications. Improved treatment of elderly patients experiencing fragility fractures is needed. INTRODUCTION: Osteoporosis medications are recommended for elderly patients after a fragility fracture, but under-treatment is common. We determined osteoporosis medication use after fragility fractures and examined associated factors. METHODS: Our cohort included elderly (age ≥66 years) Medicare-enrolled patients who sustained fragility fractures January 1, 2008-December 31, 2011. Osteoporosis medication prescriptions were determined in the 12 months after the index fracture. Using multivariate logistic models, we examined the association between post-fracture osteoporosis medication use and predictors. RESULTS: Of 145,185 patients with fragility fractures (mean age 80.9 ± 7.8 years; 91.2 % white; 81.3 % female), 29.9 % sustained hip, 31.8 % vertebral, and 38.4 % non-hip-non-vertebral fractures. Overall, 30.4 % of the cohort received an osteoporosis medication in the 12-month post-fracture period. Of patients not receiving an osteoporosis medication in the pre-index period (n = 108,344), 14.9 % of all patients, 16.3 % of women, and 10.3 % of men received one in the post-fracture period. Corresponding values for patients receiving an osteoporosis medication in the pre-index period (n = 36,841) were 76.2, 76.5, and 72.2 %. Odds of post-fracture osteoporosis medication use were 68 % higher for women than for men. Osteoporosis diagnosis (odds ratio, 1.55; P < 0.0001) and bone-mineral-density tests before an index fracture (odds ratio, 1.24; P < 0.001) were associated with post-fracture osteoporosis medication use. CONCLUSIONS: Less than one third of our cohort received an osteoporosis medication in the post-fracture year, when risk of a second fragility fracture is highest. In those not already previously treated with an osteoporosis medication, only about 1 in 7 patients received treatment.

A retrospective analysis to examine factors associated with mortality in Medicare beneficiaries newly diagnosed with multiple myeloma.

OBJECTIVE: Population-based data on mortality and associated factors in patients with multiple myeloma (MM) are limited. We examined the association between all-cause mortality and demographic and clinical characteristics in newly diagnosed MM patients treated with guideline-recommended chemotherapeutic agents. RESEARCH DESIGN AND METHODS: This retrospective cohort analysis used Medicare 20% data to create a cohort of adult (aged ≥18 years) newly diagnosed MM patients who received chemotherapy 2008-2011 and had no MM diagnosis in the 12 months before the disease index date. Patients were followed from treatment initiation through the earliest of death, loss of insurance coverage, or study end (December 2011). Modified Charlson Comorbidity Index scores and MM-related comorbid conditions (anemia, hypercalcemia, skeletal-related events) were identified in the 6 month pre-index-date period. All-cause mortality and associated factors were examined using multivariable Cox proportional hazard models. RESULTS: We identified 2419 newly diagnosed patients who received MM therapy during follow-up. Mean (SD) and median follow-up were 1.51 (1.0) and 1.37 years. Of the cohort, 55% were female, 78% white, and 92% aged ≥65 years. Pre-index, 54%, 9%, and 5% were diagnosed with anemia, hypercalcemia, and skeletal-related events. Overall, 942 (39%) patients died during follow-up. Factors associated with increased risk of death were older age (≥65 vs. 18-64 years; hazard ratio 1.49, 95% confidence interval 1.13-1.99), higher comorbidity score (≥4 vs. 0; 1.78, 1.43-2.21), anemia (1.23, 1.06-1.42), and hypercalcemia (1.45, 1.19-1.76); female sex (0.86, 0.75-0.98) was associated with decreased risk. CONCLUSIONS: Older age, male sex, high comorbidity burden, anemia, and hypercalcemia were risk factors for death in newly diagnosed Medicare MM patients. Study limitations included non-causal observational design, non-validated MM algorithm, potential treatment misclassification, and non-availability of prognostic factors including disease staging information, biomarkers, and other laboratory variables. Additional analyses are warranted to understand the relationship between treatments and death.

Pharmacy Students' Attitudes Toward Debt.

OBJECTIVE: To examine pharmacy students' attitudes toward debt. METHODS: Two hundred thirteen pharmacy students at the University of Minnesota were surveyed using items designed to assess attitudes toward debt. Factor analysis was performed to identify common themes. Subgroup analysis was performed to examine whether students' debt-tolerant attitudes varied according to their demographic characteristics, past loan experience, monthly income, and workload. RESULTS: Principal component extraction with varimax rotation identified 3 factor themes accounting for 49.0% of the total variance: tolerant attitudes toward debt (23.5%); contemplation and knowledge about loans (14.3%); and fear of debt (11.2%). Tolerant attitudes toward debt were higher if students were white or if they had had past loan experience. CONCLUSION: These 3 themes in students' attitudes toward debt were consistent with those identified in previous research. Pharmacy schools should consider providing a structured financial education to improve student management of debt.

Utilization and costs of medications associated with CKD mineral and bone disorder in dialysis patients enrolled in Medicare Part D.

BACKGROUND: Information is limited regarding utilization patterns and costs for chronic kidney disease-mineral and bone disorder (CKD-MBD) medications in Medicare Part D-enrolled dialysis patients. STUDY DESIGN: Retrospective cohort study. SETTING & PARTICIPANTS: Annual cohorts of dialysis patients, 2007-2010. PREDICTORS: Cohort year, low-income subsidy status, and dialysis provider. OUTCOMES: Utilization and costs of prescription phosphate binders, oral and intravenous vitamin D analogues, and cinacalcet. MEASUREMENTS: Using logistic regression, we calculated adjusted odds of medication use for low-income subsidy versus non-low-income subsidy patients and for patients from various dialysis organizations, and we report per-member-per-month and average out-of-pocket costs. RESULTS: Phosphate binders (∼83%) and intravenous vitamin D (77.5%-79.3%) were the most commonly used CKD-MBD medications in 2007 through 2010. The adjusted odds of prescription phosphate-binder, intravenous vitamin D, and cinacalcet use were significantly higher for low-income subsidy than for non-low-income subsidy patients. Total Part D versus CKD-MBD Part D medication costs increased 22% versus 36% from 2007 to 2010. For Part D-enrolled dialysis patients, CKD-MBD medications represented ∼50% of overall net Part D costs in 2010. LIMITATIONS: Inability to describe utilization and costs of calcium carbonate, an over-the-counter agent not covered under Medicare Part D; inability to reliably identify prescriptions filled through a non-Part D reimbursement or payment mechanism; findings may not apply to dialysis patients without Medicare Part D benefits or with Medicare Advantage plans, or to pediatric dialysis patients; could identify only prescription drugs dispensed in the outpatient setting; inability to adjust for MBD laboratory values. CONCLUSIONS: Part D net costs for CKD-MBD medications increased at a faster rate than costs for all Part D medications in dialysis patients despite relatively stable use within medication classes. In a bundled environment, there may be incentives to shift to generic phosphate binders and reduce cinacalcet use.

Comparative effectiveness of calcium acetate and sevelamer on clinical outcomes in elderly hemodialysis patients enrolled in Medicare part D.

BACKGROUND: Phosphate binders are an important therapeutic option for managing hyperphosphatemia in hemodialysis patients. Whether sevelamer confers a survival advantage over calcium acetate is unclear. STUDY DESIGN: Observational cohort study using US Renal Data System (USRDS) data linked to Medicare Part D prescription drug data. SETTING & PARTICIPANTS: Medicare-enrolled elderly incident hemodialysis patients initiating calcium acetate or sevelamer therapy between July 1, 2006, and March 31, 2011. PREDICTOR: Prescription for sevelamer (hydrochloride or carbonate) or calcium acetate. OUTCOMES & MEASUREMENTS: All-cause and cardiovascular-related mortality, hospital admissions and hospital days assessed from Medicare Parts A, B, and D claims and other USRDS data. RESULTS: The sevelamer and calcium-acetate groups included 16,916 and 18,335 patients, respectively. After multivariable adjustment, all-cause (21.9 vs 21.8 deaths/100 patient-years; adjusted HR, 0.97; 95% CI, 0.94-1.03) and cardiovascular (8.7 vs 8.6 deaths/100 patient-years; HR, 0.99; 95% CI, 0.93-1.04) mortality did not differ significantly between the sevelamer and calcium-acetate (referent) groups. Mortality results in propensity score-matched cohorts showed significantly lower risk of death in sevelamer- than in calcium-acetate-treated patients (HR, 0.94; 95% CI, 0.91-0.98). Mortality results from additional analyses including only patients with low-income subsidy status were consistent with results from analyses including patients with and without low-income subsidy status. There were no significant differences between the sevelamer and calcium-acetate groups for all-cause and cardiovascular-related first hospitalization, multiple hospitalizations, and hospital days. LIMITATIONS: Results may not be applicable to younger patients; information about laboratory data and over-the-counter calcium-containing binders was lacking. CONCLUSIONS: Relative to treatment with calcium acetate, treatment with sevelamer was associated with similar or slightly lower risk of death and similar risk of hospitalization in elderly incident hemodialysis patients.

Market dynamics of community pharmacies in Minnesota, U.S. from 1992 through 2012.

BACKGROUND: An understanding of community pharmacy market dynamics is important for monitoring access points for pharmacist services. OBJECTIVES: The purpose of this study was to describe (1) changes in pharmacy mix (independent versus chain) between 1992 and 2002 and between 2002 and 2012 for 87 counties in Minnesota (state in U.S.) and (2) the number (and proportion) of community pharmacies in Minnesota for the years 1992, 2002, and 2012 using a new categorization method developed specifically for this study. METHODS: Data included licensure records for 1992, 2002, and 2012 from the State of Minnesota Board of Pharmacy and county level demographics for 1990, 2000 and 2010 from the US Census Bureau. Descriptive statistics were used to summarize findings over time and to describe associations between study variables. RESULTS: The ratio of independent pharmacies to chain pharmacies changed from approximately 2:1 in 1992 to 1:2 in 2012. The primary market factors associated with changes in the number of community pharmacies per county were (1) the metropolitan designation of the county and (2) whether the population density (persons/square mile) was increasing or decreasing. The face of community pharmacy in Minnesota changed between 1992 and 2012. By 2012, pharmacies were located in traditional retail pharmacies, mass merchandiser outlets, supermarkets, and clinics/medical centers. Furthermore, specialty pharmacies grew in proportion to meet patient needs. CONCLUSIONS: Between 1992 and 2012, the market dynamics of community pharmacies in Minnesota was characterized by vigorous market entry and exit. In light of recent health reform that is exhibiting characteristics such as continuity-of-care models, performance-based payment, technology advances, and the care of patients becoming more "ambulatory" (versus in-patient), we suggest that the market dynamics of community pharmacies will continue to exhibit vigorous market entry and exit in this new environment. It is proposed that the community pharmacy categories developed for this study will be useful for monitoring market dynamics in the future.

Advertising of OTC products in a Nigerian urban setting: content analysis for indications, targets, and advertising appeal.

OBJECTIVE: To identify the indications for which treatments were promoted, the segments of population targeted, and the type and extent of advertising appeal used for over-the-counter (OTC) products in a Nigerian urban setting. METHODS: Using a cross-sectional design, the content of advertisements for OTC products on radio, television, and billboards in a city in southwestern Nigeria were assessed during a 3-month period. Two coders independently assessed 1,492 advertisements for 49 brands of OTC products (interrater reliability [Cohen's kappa] = 0.83 [95% CI 0.80-0.90]). RESULTS: The most frequent indications for OTC products were aches and pain (42.9%), anemia/malnutrition (34.8%), and malaria (22.2%). Of advertisements, 92% were targeted at the primary end user. Use of appeal related to efficacy (100%), psychosocial enhancement (80%), and ease of use (40%) in visual, written, and audio messages was highest in ads on billboards. Efficacy appeal had the highest frequency across the three advertising media (100%); ease-of-use and safety appeal had the lowest frequency (40% and 7.4%, respectively). Nigerian movie stars were used as brand icons in advertisements of OTC products on radio (59.5%), television (52.9%), and billboards (49.6%). CONCLUSION: The majority of advertisements for OTC products in a Nigerian urban setting used advertising appeal related to efficacy and psychosocial enhancement. Promotional efforts by pharmaceutical manufacturers appear to focus on positive emotional appeal to influence drug purchase and use decisions.