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Sheer R, Nair R, Pasquale MK, Evers T, Cockrell M, Gay A, Singh R, Schmedt N. Predictive Risk Models to Identify Patients at High-Risk for Severe Clinical Outcomes With Chronic Kidney Disease and Type 2 Diabetes. J Prim Care Community Health 2022; 13:21501319211063726. [PMID: 35068244 PMCID: PMC8796116 DOI: 10.1177/21501319211063726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Introduction/Objective: Predictive risk models identifying patients at high risk for specific outcomes may provide valuable insights to providers and payers regarding points of intervention and modifiable factors. The goal of our study was to build predictive risk models to identify patients with chronic kidney disease (CKD) and type 2 diabetes (T2D) at high risk for progression to end stage kidney disease (ESKD), mortality, and hospitalization for cardiovascular disease (CVD), cerebrovascular disease (CeVD), and heart failure (HF). Methods: This was a retrospective observational cohort study utilizing administrative claims data in patients with CKD (stage 3-4) and T2D aged 65 to 89 years enrolled in a Medicare Advantage Drug Prescription plan offered by Humana Inc. between 1/1/2012 and 12/31/2017. Patients were enrolled ≥1 year pre-index and followed for outcomes, including hospitalization for CVD, CeVD and HF, ESKD, and mortality, 2 years post-index. Pre-index characteristics comprising demographic, comorbidities, laboratory values, and treatment (T2D and cardiovascular) were evaluated and included in the models. LASSO technique was used to identify predictors to be retained in the final models followed by logistic regression to generate parameter estimates and model performance statistics. Inverse probability censoring weighting was used to account for varying follow-up time. Results: We identified 169 876 patients for inclusion. Declining estimated glomerular filtration rate (eGFR) increased the risk of hospitalization for CVD (38.6%-61.8%) and HF (2-3 times) for patients with eGFR 15 to 29 mL/min/1.73 m2 compared to patients with eGFR 50 to 59 mL/min/1.73 m2. Patients with urine albumin-to-creatinine ratio (UACR) ≥300 mg/g had greater chance for hospitalization for CVD (2.0 times) and HF (4.9 times), progression to ESKD (2.9 times) and all-cause mortality (2.4 times) than patients with UACR <30 mg/g. Elevated hemoglobin A1c (≥8%) increased the chances for hospitalization for CVD (21.3%), CeVD (45.4%), and death (20.6%). Among comorbidities, history of HF increased the risk for ESKD, mortality, and hospitalization for CVD, CeVD, and HF. Conclusions: The predictive models developed in this study could potentially be used as decision support tools for physicians and payers, and the risk scores from these models can be applied to future outcomes studies focused on patients with T2D and CKD.
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Affiliation(s)
- Richard Sheer
- Humana Healthcare Research, Inc., Louisville, KY, USA
| | - Radhika Nair
- Humana Healthcare Research, Inc., Louisville, KY, USA
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Sheer RL, Nau DP, Dorich N, Boyer AD, Pickering M, Campbell PJ, Pasquale MK. Medicare Advantage-pharmacy partnership improves influenza and pneumococcal vaccination rates. Am J Manag Care 2021; 27:425-431. [PMID: 34668671 DOI: 10.37765/ajmc.2021.88760] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES To evaluate the impact of a collaborative effort of a Medicare Advantage and prescription drug (MAPD) plan and community pharmacies to improve vaccination rates for pneumonia and influenza. STUDY DESIGN This quasiexperimental, cluster-randomized intervention study used MAPD data to assess the impact of community pharmacists on vaccination rates. Pharmacies in specific regions (districts) were randomly assigned to intervention or control groups. Intervention pharmacies received reports of patients with a gap in influenza (aged 19-89 years) and/or pneumococcal (aged 65-89 years) vaccinations based on medical and pharmacy claims history. Vaccine-naïve patients were offered vaccinations. METHODS The vaccination rates for the previously vaccine-naïve patients utilizing intervention and control pharmacies were compared 6 months post randomization. Inverse probability weighted hierarchical generalized linear models determined the odds of receiving pneumonia and influenza vaccinations for intervention and control groups, controlling for baseline clinical and demographic characteristics. RESULTS Intervention and control groups had similar ages in the pneumococcal older-adult cohort (mean age, 73.0 vs 73.4 years, respectively; P = .1255). The intervention group was older than the control group in the influenza cohort (mean age, 67.7 vs 66.4 years, respectively; P = .0006). Slightly more than half of each cohort were women, and the proportion of women was not significantly different between the intervention and control groups in each cohort. In multivariable analyses, intervention pharmacies were associated with higher odds of delivering pneumococcal (odds ratio [OR], 1.91; 95% CI, 1.26-2.87) and influenza (OR, 2.18; 95% CI, 1.37-3.46) vaccinations than control pharmacies. CONCLUSIONS A health plan-enabled, pharmacist-led intervention was effective in increasing the number of older adults receiving pneumococcal vaccination and individuals receiving influenza vaccination.
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Affiliation(s)
- Richard L Sheer
- Humana Healthcare Research Inc, 515 W Market St, Louisville, KY 40202.
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Caplan EO, Sheer R, Schmedt N, Evers T, Cockrell M, Tindal M, Pasquale MK, Kovesdy CP. Glomerular filtration rate change and outcomes in type 2 diabetes. Am J Manag Care 2021; 27:S160-S167. [PMID: 34019358 DOI: 10.37765/ajmc.2021.88658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES To assess the relationship between relative estimated glomerular filtration rate (eGFR) change and outcomes in patients with type 2 diabetes (T2D). STUDY DESIGN This retrospective cohort study utilized administrative claims (Humana Research Database) for patients with T2D aged 65 to 89 years, enrolled in a Medicare Advantage plan, with an initial eGFR of 25 to 89 mL/min/1.73m2 in 2008 to 2017, and a second eGFR measurement within 3 to 24 months after the identification date. METHODS The primary exposure was relative decline in eGFR of 40% or more in a 2-year period. Outcomes included end-stage kidney disease (ESKD) or kidney failure, a composite cardiovascular (CV) outcome, and all-cause mortality assessed with multivariable adjusted survival models. Days out of the home and all-cause total costs were assessed using multivariable adjusted generalized linear models. RESULTS A total of 288,170 patients were included. The adjusted HR for ESKD or kidney failure was 4.38 (95% CI, 3.99-4.81) in patients with 40% or greater decline versus those with a decline of less than 40%. The adjusted HR was 1.67 (95% CI, 1.53-1.82) for the composite CV outcome and 1.98 (95% CI, 1.87-2.10) for all-cause mortality. Patients with a 40% or greater relative decline had 2.23 times higher all-cause total per patient per month costs ($1910 difference) and 1.82 times higher odds of 7 or more days out of the home versus those with less than 40% relative eGFR decline. CONCLUSIONS Our results indicate that a relative eGFR decline of 40% or greater is associated with an increased risk of ESKD or kidney failure, CV outcomes and all-cause mortality, and increased health care resource utilization and costs.
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Affiliation(s)
- Eleanor O Caplan
- Humana Healthcare Research, Inc, 500 W Main St, Louisville, KY 40202.
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Pasquale MK, Sheer RL, Yehoshua A, McFadden A, Chines A, Caloyeras J. Evaluation of an Osteoporosis Outreach Program for Men With a Fragility Fracture and Their Physicians. Med Care 2021; 59:148-154. [PMID: 33273290 PMCID: PMC7899217 DOI: 10.1097/mlr.0000000000001459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Many health plans have outreach programs aimed at appropriately screening, evaluating, and treating women experiencing fragility fractures; however, few programs exist for men. OBJECTIVE The objective of this study was to develop, implement, and evaluate an osteoporosis outreach program for men with a recent fragility fracture and their physicians. RESEARCH DESIGN AND SUBJECTS A total of 10,934 male patients enrolled in a Medicare Advantage with Prescription Drug Plan with a recent fragility fracture were randomized to a program or control group. Patients and their physicians received letters followed by phone calls on osteoporosis and the importance of screening and treatment. The evaluation compared bone mineral density (BMD) test utilization and osteoporosis medication treatment (OPT) among patients who received the outreach versus no outreach at 12 months. The effect of the program was estimated through univariate and multivariable logistic regressions. RESULTS The program had a significant impact on BMD evaluation and OPT initiation. At 12 months, 10.7% of participants and 4.9% of nonparticipants received a BMD evaluation. The odds ratio (OR) (95% confidence interval) was 2.31 (1.94, 2.76), and the number needed to outreach to receive a BMD test was 18. OPT was initiated in 4.0% of participants and 2.5% of nonparticipants. The OR (95% confidence interval) of receiving OPT was 1.60 (1.24, 2.07), and the number needed to outreach was 69. Adjusted ORs were similar in magnitude and significance. CONCLUSION The program was highly effective by more than doubling the rate of BMD evaluation; however, more intensive interventions may yield an even higher screening rate.
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Wirtz HS, Sheer R, Honarpour N, Casebeer AW, Simmons JD, Kurtz CE, Pasquale MK, Globe G. Real-World Analysis of Guideline-Based Therapy After Hospitalization for Heart Failure. J Am Heart Assoc 2020; 9:e015042. [PMID: 32805181 PMCID: PMC7660806 DOI: 10.1161/jaha.119.015042] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Background Patients hospitalized with heart failure (HF) with reduced ejection fraction have high risk of rehospitalization or death. Despite guideline recommendations based on high-quality evidence, a substantial proportion of patients with HF with reduced ejection fraction receive suboptimal care and/or do not comply with optimal care following hospitalization. Methods and Results This retrospective observational study identified 17 106 patients with HF with reduced ejection fraction with an incident HF-related hospitalization using the Humana Medicare Advantage database (2008-2016). HF medication classes (beta-blockers, angiotensin-converting enzyme inhibitors, angiotensin receptor blockers, angiotensin receptor neprilysin inhibitors, or mineralocorticoid receptor antagonists) received in the year after hospitalization were recorded, and categorized by treatment intensity (ie, number of concomitant medication classes received: none [23% of patients; n=3987], monotherapy [22%; n=3777], dual therapy [41%; n=7056], or triple therapy [13%; n=2286]). Compared with no medication, risk of primary outcome (composite of death or rehospitalization) was significantly reduced (hazard ratio [95% CI]) with monotherapy (0.68 [0.64-0.71]), dual therapy (0.56 [0.53-0.59]), and triple therapy (0.45 [0.41-0.50]). Nearly half (46%) of patients who received post-discharge medication had no dose escalation. Overall, 59% of patients had follow-up with a primary care physician within 14 days of discharge, and 23% had follow-up with a cardiologist. Conclusions In real-world clinical practice, increasing treatment intensity reduced risk of death and rehospitalization among patients hospitalized for HF, though the use of guideline-recommended dual and triple HF therapy remained low. There are opportunities to improve post-discharge medical management for patients with HF with reduced ejection fraction such as optimizing dose titration and improving post-discharge follow-up with providers.
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Abstract
OBJECTIVES To develop and validate predictive models for imminent fracture risk in a Medicare population. STUDY DESIGN This retrospective administrative claims (Humana Research Database) study assessed imminent risk in Humana's Medicare Advantage and Prescription Drug plan members. METHODS Individuals (aged 67-87 years on January 1, 2015 [index]) with 1 year or more of history were followed for 3 months to up to 2 years, with censoring at death/disenrollment. The cohort was split into training and validation samples (1:1). Cox regression models assessed demographics, fracture history, medically significant falls, osteoporosis-related factors, frailty markers, and selected medications and comorbidities for independent predictors (P <.001) of incident nontraumatic clinical fractures in 12 and 24 months. A 6-variable model of 12-month risk used a published method for the risk-scoring point system. RESULTS Of 1,287,354 individuals (mean age, 74.3 years; 56% female; 84% white), 3.8% had at least 1 fragility fracture at 12-month follow-up; 6.6% experienced fracture at 24 months (women vs men: 12 months, 4.8% vs 2.5%; 24 months, 8.3% vs 4.4%; both P <.01). At 12 months, recent fracture conferred approximately 3-fold-higher fracture risk (vs no recent fracture). Older age, white race, female sex, osteoporosis-related screening/diagnosis/medication, antidepressant/antipsychotic/sedative hypnotic/muscle relaxant medications, history of falls, fracture history, and respiratory conditions also increased risk (all P <.0001). The simplified model (recent fracture, age, sex, race, falls, antidepressant/antipsychotic/sedative hypnotic/muscle relaxant medications) performed well (C statistic = 0.71). CONCLUSIONS Recent fracture, older age, female sex, white race, falls, and antidepressant/antipsychotic/sedative hypnotic/muscle relaxant medications predict imminent fracture risk in an older-adult Medicare Advantage population. Imminent fracture risk can be assessed using 6 easily quantified factors.
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Affiliation(s)
| | | | | | - Margaret K Pasquale
- Humana Healthcare Research, Inc, Humana Inc, 500 W Main St, Louisville, KY 40202.
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Datar M, Crivera C, Rozjabek H, Abbass IM, Xu Y, Pasquale MK, Schein JR, Andrews GA. Comparison of real-world outcomes in patients with nonvalvular atrial fibrillation treated with direct oral anticoagulant agents or warfarin. Am J Health Syst Pharm 2019; 76:275-285. [DOI: 10.1093/ajhp/zxy032] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Affiliation(s)
- Manasi Datar
- Comprehensive Health Insights, Humana Inc., Louisville, KY
| | - Concetta Crivera
- Janssen Scientific Affairs, Janssen Pharmaceuticals, Titusville, NJ
| | | | | | - Yihua Xu
- Comprehensive Health Insights, Humana Inc., Louisville, KY
| | | | - Jeff R Schein
- Janssen Scientific Affairs, Janssen Pharmaceuticals, Titusville, NJ
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Xu Y, Sudharshan L, Hsu MA, Koenig AS, Cappelleri JC, Liu WF, Smith TW, Pasquale MK. Patient Preferences Associated with Therapies for Psoriatic Arthritis: A Conjoint Analysis. Am Health Drug Benefits 2018; 11:408-417. [PMID: 30647828 PMCID: PMC6306099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 06/01/2018] [Indexed: 06/09/2023]
Abstract
BACKGROUND As psoriatic arthritis (PsA) treatment choices continue to expand, it is important to consider patient preferences for treatment modalities for PsA. Involving patients in treatment decisions can influence adherence to treatment and outcomes of therapy. OBJECTIVE To determine patient preferences for medication attributes prescribed for patients with PsA. METHODS A choice-based conjoint survey was mailed to 2800 randomly selected patients with PsA who were enrolled in Humana Medicare and commercial plans. Patients had been diagnosed with PsA between January 1, 2012, and September 30, 2016. The medication attributes included in the survey were the medication route of administration, frequency of administration, ability to reduce daily joint pain and swelling, likelihood of serious infections, improvement in the patient's ability to perform daily activities, achieving clear or almost clear skin, and cost. Hierarchical Bayesian models were used to score patient preferences after adjusting for demographic and clinical characteristics. The mean attribute importance scores were used to rank patient preferences. RESULTS A total of 468 patients (258 with a Medicare plan and 210 with a commercial plan) completed the survey. The top 3 medication attributes for patients in Medicare plans were route of administration, cost, and improvement in the ability to perform daily activities. For patients in commercial plans, the top 3 medication attributes were cost, route of administration, and frequency of administration. Within the top 2 attributes for patients in both plans, the oral route of administration and lower cost were most preferred. CONCLUSION Medication route of administration and cost were the 2 most important considerations for patients diagnosed with PsA who were enrolled in Medicare or commercial plans with Humana. As PsA treatment choices continue to expand, considering patient preferences may improve patient adherence and treatment outcomes and should be considered when making treatment decisions for this patient population.
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Affiliation(s)
- Yihua Xu
- Research Science Lead, Comprehensive Health Insights, Humana, Louisville, KY
| | - Lavanya Sudharshan
- Research Consultant, Comprehensive Health Insights, Humana, during the study
| | - Ming-Ann Hsu
- Sr. Director, Health Economics & Outcomes Research, Patient & Health Impact, Inflammation & Immunology, Pfizer, Groton, CT
| | - Andrew S Koenig
- Inflammation & Immunology Group Lead, N. American Medical Affairs, Pfizer, Collegeville, CT
| | | | - Wen F Liu
- Clinical Pharmacist, Humana Pharmacy Solutions Clinical Strategies, Humana
| | - Timothy W Smith
- Director, Real World Data & Analytics, Patient & Health Impact, Pfizer, New York, NY
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Sheer R, Schwab P, Essex MN, Cappelleri JC, Reiners A, Bobula J, Pasquale MK. Factors Related to the Use of Topical vs. Oral NSAIDs for Sprains, Strains, and Contusions in a Senior Population: A Retrospective Analysis of Administrative Claims Data. Drugs Aging 2018; 35:937-950. [PMID: 30203313 DOI: 10.1007/s40266-018-0585-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
BACKGROUND Research to date on sprains, strains, and contusions has focused mainly on the analysis of sports-related injuries, occupational injuries, injuries resulting from automobile accidents, and severe injuries that result in inpatient hospital stays. Little is known about real-world acute sprains, strains, and contusions in an aging population. Patients may be treated with over-the-counter, oral, non-steroidal anti-inflammatory drugs (NSAIDs) for acute sprains, strains, and contusions or may require the use of prescription NSAIDs. For sprains, strains, and contusions treated with prescription NSAIDs, the choice of topical administration or oral administration likely depends on a number of factors such as age and comorbid conditions. OBJECTIVES The objective of the study was to identify factors associated with the use of a prescription topical NSAID or a prescription oral NSAID for the treatment of sprains, strains, and contusions among patients aged 65-89 years enrolled in the Medicare Advantage with Prescription Drug plan. METHODS The study sample was selected from the Humana Research Database (Louisville, KY, USA). Study subjects were identified as patients enrolled in Medicare Advantage with Prescription Drug plans, aged 65-89 years, having a medical claim with an International Classification of Diseases, Ninth Revision, Clinical Modification indicative of an acute sprain, strain, and contusion between 1 January, 2010 and 31 March, 2014 (identification period). The date of the first claim was considered the index date, and subjects were required to have 12 months of continuous enrollment before the index date and a minimum of 3 months continuous enrollment after the index date. Prescription NSAID use during the 3 months after the index sprain, strain, and contusion diagnosis was required for study inclusion and was identified based on a pharmacy claim for a topical or an oral NSAID. Patients with prescription NSAID use leading up to the sprains, strains, and contusions were excluded. Potential factors related to the use of a topical vs. oral NSAID were identified using stepwise logistic regression with backward elimination. RESULTS After applying the inclusion and exclusion criteria, 42,283 patients were prescribed an oral or topical NSAID (39,294 oral; 2989 topical) within 3 months of the index sprain, strain, and contusion diagnosis. After applying stepwise logistic regression, and retaining variables with statistically significant parameter estimates (p < 0.05), use of topical NSAIDs was higher among female individuals [odds ratio and 95% confidence interval = 1.34 (1.24-1.45)], and appeared to increase with age [odds ratio = 1.04 (1.04-1.05)]. Topical NSAID use was lower in the Midwest region [odds ratio = 0.85 (0.77-0.94)] in comparison to the Southern region. Clinical factors associated with topical NSAID use included Elixhauser Comorbidity Index score [odds ratio = 1.06 (1.04-1.09)], medication burden [odds ratio = 1.06 (1.04-1.08), pill burden [odds ratio = 1.02 (1.01-1.03), specific comorbid conditions, including site-specific osteoarthritis of the upper arm [odds ratio = 2.34 (1.19-4.60)], ankle/foot [odds ratio = 1.46 (1.14-1.87)], or lower leg [odds ratio = 1.21 (1.07-1.36)], myofascial pain [odds ratio = 1.31 (1.21-1.42)], gastrointestinal/hepatic disorders [odds ratio = 1.15 (1.05-1.25)], systemic/central pain [odds ratio = 1.12 (1.01-1.23)], and cataracts [odds ratio = 1.10 (1.02-1.20)]. Conversely, a diagnosis of diabetes mellitus was related to use of an oral NSAID rather than a topical NSAID [odds ratio = 0.86 (0.78-0.94)]. Diagnosis of the index sprain, strain, and contusion in an emergency department instead of a physician's office was also associated with oral NSAID use [odds ratio = 0.42 (0.37-0.47)]. CONCLUSIONS Topical NSAIDs were used less often than oral NSAIDs following a sprain, strain, or contusion. Age, medication burden, pill burden, evidence of gastrointestinal disorder, and evidence of certain pain-related conditions were significant factors associated with topical NSAID as opposed to oral NSAID use. In comparison to oral NSAIDs, topical NSAIDs were more likely to be prescribed in a physician's office than an emergency department, possibly because a patient's physician has a better understanding of the patient's concomitant medications and comorbidities. Although topical NSAIDs were more likely to be used than oral NSAIDs in patients with gastrointestinal disorders, the use of oral NSAIDs among patients with gastrointestinal bleeding was substantial.
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Affiliation(s)
- Richard Sheer
- Comprehensive Health Insights, Inc, Humana Inc, 515 W. Market Street, Louisville, KY, 40202, USA.
| | - Phil Schwab
- Comprehensive Health Insights, Inc, Humana Inc, 515 W. Market Street, Louisville, KY, 40202, USA
| | | | | | | | | | - Margaret K Pasquale
- Comprehensive Health Insights, Inc, Humana Inc, 515 W. Market Street, Louisville, KY, 40202, USA
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Pasquale MK, Sheer RL, Mardekian J, Masters ET, Patel NC, Hurwitch AR, Weber JJ, Jorga A, Roland CL. Educational intervention for physicians to address the risk of opioid abuse. J Opioid Manag 2018; 13:303-313. [PMID: 29199396 DOI: 10.5055/jom.2017.0399] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
OBJECTIVE To evaluate the impact of a pilot intervention for physicians to support their treatment of patients at risk for opioid abuse. SETTING, DESIGN AND PATIENTS, PARTICIPANTS Patients at risk for opioid abuse enrolled in Medicare plans were identified from July 1, 2012 to April 30, 2014 (N = 2,391), based on a published predictive model, and linked to 4,353 opioid-prescribing physicians. Patient-physician clusters were randomly assigned to one of four interventions using factorial design. INTERVENTIONS Physicians received one of the following: Arm 1, patient information; Arm 2, links to educational materials for diagnosis and management of pain; Arm 3, both patient information and links to educational materials; or Arm 4, no communication. MAIN OUTCOME MEASURES Difference-in-difference analyses compared opioid and pain prescriptions, chronic high-dose opioid use, uncoordinated opioid use, and opioid-related emergency department (ED) visits. Logistic regression compared diagnosis of opioid abuse between cases and controls postindex. RESULTS Mailings had no significant impact on numbers of opioid or pain medications filled, chronic high-dose opioid use, uncoordinated opioid use, ED visits, or rate of diagnosed opioid abuse. Relative to Arm 4, odds ratios (95% CI) for diagnosed opioid abuse were Arm 1, 0.95(0.63-1.42); Arm 2, 0.83(0.55-1.27); Arm 3, 0.72(0.46-1.13). While 84.7 percent had ≥1 psychiatric diagnoses during preindex (p = 0.89 between arms), only 9.5 percent had ≥1 visit with mental health specialists (p = 0.53 between arms). CONCLUSIONS Although this intervention did not affect pain-related outcomes, future interventions involving care coordination across primary care and mental health may impact opioid abuse and improve quality of life of patients with pain.
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Affiliation(s)
| | - Richard L Sheer
- Principal Researcher, Comprehensive Health Insights, Inc., Louisville, Kentucky
| | - Jack Mardekian
- Senior Director, Statistics, Pfizer Inc., New York, New York
| | | | - Nick C Patel
- Research Manager, Comprehensive Health Insights, Inc., Louisville, Kentucky
| | - Amy R Hurwitch
- Program Manager, Adverse Events
- Pharmacy Patient Safety Programs Humana Pharmacy Solutions, Louisville, Kentucky
| | - Jennifer J Weber
- Managing Pharmacist, Pharmacy Patient Safety Programs Humana Pharmacy Solutions, Louisville, Kentucky
| | - Anamaria Jorga
- Medical Director, US Medical Affairs, Pfizer Inc., New York, New York
| | - Carl L Roland
- Senior Director, Global Innovative Pharma Business Clinical Sciences and Outcomes and Evidence Pfizer Inc., Durham, North Carolina
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Sheer R, Null KD, Szymanski KA, Sudharshan L, Banovic J, Pasquale MK. Predictors of reaching a serum uric acid goal in patients with gout and treated with febuxostat. Clinicoecon Outcomes Res 2017; 9:629-639. [PMID: 29066924 PMCID: PMC5644566 DOI: 10.2147/ceor.s139939] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Purpose Clinical guidelines recommend febuxostat as first-line pharmacologic urate-lowering therapy for patients with gout to achieve a goal serum uric acid (sUA) <6 mg/dL; however, little is known about other contributing factors. This study identified clinical characteristics of patients treated with febuxostat to develop and validate a predictive model for achieving a goal sUA. Patients and methods Patients with Humana Medicare or commercial insurance, diagnosed with gout and newly initiated on febuxostat (index date February 1, 2009 – December 31, 2013), were identified for a retrospective cohort study. Patients were followed for 365 days and the first valid sUA test result ≥120 days after index was retained. A stepwise logistic regression with backward elimination was estimated to model sUA goal attainment, and a linear model was estimated to model the impact of predictor variables on sUA level. Results The study sample (n=678) was divided into a development (training) dataset (n=453) and a validation (holdout) dataset (n=225). In the training sample, patients in the sUA <6 mg/dL group were on febuxostat for a longer time, were more adherent, and had a lower average base-line sUA level (all p<0.0001) vs patients in the sUA ≥6 mg/dL group. In the logistic model, febuxostat adherence (odds ratio [OR]=1.03, p<0.0001) and baseline sUA level (OR=0.84, p<0.0001) increased the odds of attaining sUA <6 mg/dL. In the linear regression model, increase in febuxostat adherence (p<0.0001), baseline sUA level (p<0.0001), advanced age (p=0.0021), and not having congestive heart failure (p<0.05) were associated with a reduction of sUA level. Pre-index allopurinol use was a marginally significant predictor of sUA level reduction (p=0.06). Conclusions Among febuxostat users diagnosed with gout in a real-world setting, adherence to febuxostat and lower baseline sUA level were the strongest predictors of attaining sUA goal. These findings may help clinicians to identify appropriate patients most likely to benefit from febuxostat treatment, and underscore the importance of medication adherence in this challenging patient population.
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Affiliation(s)
| | - Kyle D Null
- Takeda Pharmaceuticals U.S.A., Inc., Deerfield, IL, USA
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Null KD, Xu Y, Pasquale MK, Su C, Marren A, Harnett J, Mardekian J, Manuchehri A, Healey P. Ulcerative Colitis Treatment Patterns and Cost of Care. Value Health 2017; 20:752-761. [PMID: 28577692 DOI: 10.1016/j.jval.2017.02.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Revised: 01/30/2017] [Accepted: 02/08/2017] [Indexed: 06/07/2023]
Abstract
OBJECTIVES To examine treatment patterns, dosing, health care resource utilization, and cost of tumor necrosis factor inhibitors (TNFi), adalimumab (ADA) and infliximab (IFX), among patients enrolled in US Humana insurance plans who have been diagnosed with ulcerative colitis (UC). METHODS This retrospective cohort study identified the first pharmacy or medical claim for ADA or IFX (from January 1, 2007, to December 31, 2014) in patients with continuous enrollment for 6 months or more preindex and 12 months or more postindex, with one or more UC diagnosis claim 6 months pre- or postindex. TNFi discontinuation was defined as a therapy gap of 56 days or more for ADA and 112 days or more for IFX. TNFi switch was defined as nonindex TNFi initiation. Health care resource utilization and costs were characterized quarterly according to treatment patterns. RESULTS The study population comprised 295 patients: mean age 50.9 years, 50.5% females, and 61.7% in southern United States. At the index date, 17% of patients received ADA and 83% received IFX. Treatment discontinuation was observed in 52% of ADA and 45% of IFX users through 12 months postindex (mean time 19 and 22 weeks, respectively). Among discontinuers, 46% of ADA and 68% of IFX users did not restart/switch TNFi. ADA and IFX showed mean times to switch of 18 and 30 weeks, respectively. TNFi discontinuers had the lowest mean quarterly total health care cost ($3,935) versus patients who initiated/switched TNFi ($15,004). Nevertheless, discontinuers had higher UC-related hospitalization versus patients receiving therapy. CONCLUSIONS Approximately half of ADA and IFX users discontinued, with approximately half of discontinuers not restarting/switching therapies. Further investigation of treatment patterns and outcomes after TNFi discontinuation is required.
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Affiliation(s)
- Kyle D Null
- Comprehensive Health Insights, Humana, Louisville, KY, USA
| | - Yihua Xu
- Comprehensive Health Insights, Humana, Louisville, KY, USA
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Brown JD, Sheer RL, Null KD, Pasquale MK, Sato R. WITHDRAWN: Relative Burden of Community-Acquired Pneumonia Hospitalizations in Seniors. Am J Prev Med 2016:S0749-3797(16)30185-4. [PMID: 27422702 DOI: 10.1016/j.amepre.2016.05.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2016] [Revised: 05/02/2016] [Accepted: 05/16/2016] [Indexed: 10/21/2022]
Affiliation(s)
- Joshua D Brown
- Institute for Pharmaceutical Outcomes and Policy, University of Kentucky College of Pharmacy, Lexington, Kentucky
| | - Richard L Sheer
- Comprehensive Health Insights, Humana Inc., Louisville, Kentucky
| | - Kyle D Null
- Comprehensive Health Insights, Humana Inc., Louisville, Kentucky
| | | | - Reiko Sato
- Global Health and Value, Outcomes and Evidence, Pfizer Inc., Collegeville, Pennsylvania
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Louder AM, Singh A, Saverno K, Cappelleri JC, Aten AJ, Koenig AS, Pasquale MK. Patient Preferences Regarding Rheumatoid Arthritis Therapies: A Conjoint Analysis. Am Health Drug Benefits 2016; 9:84-93. [PMID: 27182427 PMCID: PMC4856233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 07/22/2015] [Accepted: 01/20/2016] [Indexed: 06/05/2023]
Abstract
BACKGROUND Tofacitinib, an oral Janus kinase inhibitor approved for the treatment of rheumatoid arthritis (RA), provides patients with an alternative to subcutaneously or intravenously administered biologic disease-modifying antirheumatic drugs (DMARDs). Little is known about patient preference for novel RA treatments. OBJECTIVE To investigate patient preferences for attributes associated with RA treatments. METHODS A choice-based conjoint survey was mailed to 1400 randomly selected commercially insured patients (aged 21-80 years) diagnosed with RA, who were continuously enrolled from May 1, 2012, through April 30, 2013, and had ≥2 medical claims for International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis code 714.0 and no previous biologic DMARD use. Treatment attributes included route of administration; monthly out-of-pocket cost; frequency of administration; ability to reduce daily joint pain and swelling; likelihood of serious adverse events; improvement in the ability to perform daily tasks; and medication burden. Mean attribute importance scores were calculated after adjusting for patient demographics (eg, age, sex, years since diagnosis) using a hierarchical Bayes model. Patient preferences for each treatment attribute were ranked by the importance score. Part-worth utilities (ie, preference scores) were used to perform a conjoint market simulation. RESULTS A total of 380 patients (response rate, 27.1%) returned the survey. Their mean age (± standard deviation) was 54.9 (± 9.3) years. Nonrespondents were 2 years younger (mean, 52.9 years; P = .002) but did not differ significantly from respondents in known clinical characteristics. After adjustment for demographic characteristics, mean patients' ranking of treatment attribute importance, in decreasing order, was route of administration, 34.1 (± 15.5); frequency of administration, 16.4 (± 6.8); serious adverse events, 12.0 (± 9.3); cost, 10.1 (± 6.2); medication burden, 9.8 (± 8.2); joint pain reduction, 8.9 (± 3.8); and daily tasks improvement, 8.8 (± 4.7). For the route of administration attribute, the part-worth utility was highest for the oral route. Conjoint simulation results showed that 56.4% of respondents would prefer an oral route of administration. CONCLUSION Based on this survey completed by 380 patients with RA, commercially insured patients with RA consider the route of administration to be the most important attribute of their RA treatment. In this study, the majority (56.4%) of patients preferred the oral route of administration over other routes. Understanding patient preferences may help to inform provider and payer decisions in treatment selection that may enhance patient adherence to therapy.
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Affiliation(s)
- Anthony M Louder
- Principal Researcher, Comprehensive Health Insights, Louisville, KY
| | - Amitabh Singh
- Vice President, Global Health and Value, Pfizer, New York, NY
| | - Kim Saverno
- Research Leader, Comprehensive Health Insights
| | | | - Aaron J Aten
- Consultant, Humana Pharmacy Solutions Specialty Strategy, Humana, Louisville, KY
| | - Andrew S Koenig
- Group Lead, Inflammation and Immunology North America Medical Affairs, Pfizer, New York, NY
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15
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Pasquale MK, Xu Y, Baker CL, Zou KH, Teeter JG, Renda AM, Davis CC, Lee TC, Bobula J. COPD exacerbations associated with the modified Medical Research Council scale and COPD assessment test among Humana Medicare members. Int J Chron Obstruct Pulmon Dis 2016; 11:111-21. [PMID: 26834468 PMCID: PMC4716734 DOI: 10.2147/copd.s94323] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background The Global initiative for chronic Obstructive Lung Disease guidelines recommend assessment of COPD severity, which includes symptomatology using the modified Medical Research Council (mMRC) or COPD assessment test (CAT) score in addition to the degree of airflow obstruction and exacerbation history. While there is great interest in incorporating symptomatology, little is known about how patient reported symptoms are associated with future exacerbations and exacerbation-related costs. Methods The mMRC and CAT were mailed to a randomly selected sample of 4,000 Medicare members aged >40 years, diagnosed with COPD (≥2 encounters with International Classification of Dis eases-9th Edition Clinical Modification: 491.xx, 492.xx, 496.xx, ≥30 days apart). The exacerbations and exacerbation-related costs were collected from claims data during 365-day post-survey after exclusion of members lost to follow-up or with cancer, organ transplant, or pregnancy. A logistic regression model estimated the predictive value of exacerbation history and symptomatology on exacerbations during follow-up, and a generalized linear model with log link and gamma distribution estimated the predictive value of exacerbation history and symptomatology on exacerbation-related costs. Results Among a total of 1,159 members who returned the survey, a 66% (765) completion rate was observed. Mean (standard deviation) age among survey completers was 72.0 (8.3), 53.7% female and 91.2% white. Odds ratios for having post-index exacerbations were 3.06, 4.55, and 16.28 times for members with 1, 2, and ≥3 pre-index exacerbations, respectively, relative to members with 0 pre-index exacerbations (P<0.001 for all). The odds ratio for high vs low symptoms using CAT was 2.51 (P<0.001). Similarly, exacerbation-related costs were 73% higher with each incremental pre-index exacerbation, and over four fold higher for high-vs low-symptom patients using CAT (each P<0.001). The symptoms using mMRC were not statistically significant in either model (P>0.10). Conclusion The patient-reported symptoms contribute important information related to future COPD exacerbations and exacerbation-related costs beyond that explained by exacerbation history.
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Affiliation(s)
| | - Yihua Xu
- Comprehensive Health Insights, Inc., Humana Inc., Louisville, KY
| | - Christine L Baker
- Outcomes and Evidence, Global Health & Value, Pfizer Inc., New York, NY
| | - Kelly H Zou
- Statistical Center for Outcomes, Real-World and Aggregate Data, Global Innovative Pharma Business, Pfizer Inc., New York, NY
| | - John G Teeter
- Global Medical Development, Global Innovative Pharma Business, Pfizer Inc., Groton, CT, KY
| | - Andrew M Renda
- Retail Strategy & Execution, Humana Inc., Louisville, KY
| | - Cralen C Davis
- Comprehensive Health Insights, Inc., Humana Inc., Louisville, KY
| | - Theodore C Lee
- Global Medical Affairs, Global Innovative Pharma Business, Pfizer Inc., New York, NY, USA
| | - Joel Bobula
- Outcomes and Evidence, Global Health & Value, Pfizer Inc., New York, NY
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Hopson S, Saverno K, Liu LZ, AL-Sabbagh A, Orazem J, Costantino ME, Pasquale MK. Impact of Out-of-Pocket Costs on Prescription Fills Among New Initiators of Biologic Therapies for Rheumatoid Arthritis. J Manag Care Spec Pharm 2015; 22:122-30. [PMID: 27015251 PMCID: PMC10397931 DOI: 10.18553/jmcp.2016.14261] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Biologic disease-modifying antirheumatic drug (DMARD) therapies are a mainstay of treatment for rheumatoid arthritis (RA), yet high member out-of-pocket (OOP) costs for such therapies may limit patient access to these therapies. OBJECTIVE To understand whether there is a relationship between OOP costs and the initial fill and subsequent refills of biologic DMARD treatments for RA members. METHODS Members of a national Medicare Advantage and Prescription Drug (MAPD) plan with an adjudicated (paid or reversed) claim for a biologic DMARD indicated for RA were identified from July 1, 2007, to December 31, 2012, and followed retrospectively. The first adjudicated claim date was the index date. Members were required to have 180 days of continuous enrollment pre- and post-index and ≥ 1 diagnosis for RA (ICD-9-CM: 714.0 or 714.2) during pre-index or ≤ 30 days post-index. Low-income subsidy and Medicaid-Medicare dual-eligible patients were excluded. The analysis used multivariate regression models to examine associations between initial prescription (Rx) abandonment rates and OOP costs and factors influencing the refill of a biologic DMARD therapy based on pharmacy claims. RESULTS The final sample size included 864 MAPD members with an adjudicated claim for a biologic DMARD. The majority were female (77.4%) and mean age was 63.5 years (SD = 10.9). Most (78%) had conventional nonbiologic DMARD utilization during pre-index. The overall initial abandonment rate was 18.2% for biologic DMARDs, ranging from 1.3% for the lowest OOP cost group ($0-$250) to 32.7% for the highest OOP cost group (> $550; P < 0.0001 for Cochran-Armitage trend test). ORs for abandonment rose from 18.4 to 32.7 to 41.2 for OOP costs of $250.01-$400.00, $400.01-$550.00, and > $550.00 respectively, relative to OOP costs of ≤ $250.00 (all P < 0.0001). Meeting the catastrophic coverage limit and utilization of a specialty pharmacy for the index claim were both associated with a decreased likelihood of abandoning therapy (OR = 0.29 and OR = 0.14, respectively; both P < 0.05). Among the subset of 533 members with a paid claim, 82.4% had at least 1 refill post-index. The negative association between OOP cost and likelihood of refilling an Rx was highly significant (P < 0.0001). CONCLUSIONS This study suggests that the higher the member OOP cost, the less likely an MAPD member is to initiate or refill a biologic DMARD therapy for RA. Further research is needed to understand reasons for initial Rx abandonment and lack of refills, including benefit design and adverse events.
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Affiliation(s)
- Sari Hopson
- 1 Research Scientist, Comprehensive Health Insights, Louisville, Kentucky
| | - Kim Saverno
- 2 Research Lead, Comprehensive Health Insights, Louisville, Kentucky
| | - Larry Z Liu
- 3 Senior Director, Inflammation Biosimilars Global Medical Lead, Pfizer, New York, New York, at the time of this study
| | - Ahmad AL-Sabbagh
- 4 Inflammation Biosimilars Global Medical Lead, Pfizer, New York, New York, at the time of this study
| | - John Orazem
- 5 Senior Director, Pfizer, New York, New York
| | - Mary E Costantino
- 6 Principal Science Writer, Comprehensive Health Insights, Louisville, Kentucky
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Pasquale MK, Louder AM, Cheung RY, Reiners AT, Mardekian J, Sanchez RJ, Goli V. Healthcare Utilization and Costs of Knee or Hip Replacements versus Pain-Relief Injections. Am Health Drug Benefits 2015; 8:384-94. [PMID: 26557232 PMCID: PMC4636277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Accepted: 06/26/2015] [Indexed: 06/05/2023]
Abstract
BACKGROUND Given the dramatic increase in total knee and hip replacement procedures among the US population aged 45 years and older, there is a need to compare the downstream healthcare utilization and costs between patients who undergo joint replacement and those who receive intraarticular injections as a low-cost alternative. OBJECTIVE To compare changes in osteoarthritis (OA)-related healthcare utilization and costs for Medicare members with OA who underwent knee or hip replacement versus those receiving steroid or viscosupplementation injections. METHODS Medicare members aged ≥45 years diagnosed with OA were identified for this retrospective longitudinal study. Data were compared for patients who underwent primary knee or hip replacement surgery between July 1, 2007, and June 30, 2012, and those receiving injection of pain-relief medication during the same period. The date of joint replacement surgery was considered the index date. For the comparison cohort, the index date was 180 days postinjection of the first intraarticular injection. Medical and pharmacy claims were examined longitudinally in 90-day increments, from 180 days preindex until 360 days postindex. Difference-in-difference analyses were conducted to compare the change in OA-related healthcare costs, postindex versus preindex, between the study cohorts. Time-to-event analyses were used to measure rates of readmissions and venous thromboembolism (VTE). RESULTS The mean age was 70.7 years for patients with knee replacement, 71.7 years for those with hip replacement, and 71.1 years for those receiving pain-relief injection (P <.0001). The RxRisk-V comorbidity index scores were 4.7, 4.4, and 4.8, respectively (P <.0001). Difference-in-difference analyses indicated that decreases in OA-related costs were greater for the joint replacement cohorts (coefficient for knee replacement*time: -0.603; hip replacement*time: -0.438; P <.001 for both) than for the comparison cohort. The VTE rates were 5.6% (knee) and 5.1% (hip) postsurgery versus 1.4% (knee) and 1.3% (hip) presurgery. CONCLUSION The overall difference-in-difference results showed a greater decrease in healthcare utilization and costs for the members with joint replacement than for those receiving injection.
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Affiliation(s)
- Margaret K Pasquale
- Dr Pasquale is Research Manager, Comprehensive Health Insights, Humana, Louisville, KY
| | - Anthony M Louder
- Dr Louder is Principal Researcher, Comprehensive Health Insights, Humana, Louisville, KY
| | - Raymond Y Cheung
- Dr Cheung is Clinical Director, Pain Therapeutic Area Sub-Team, Pfizer Clinical Sciences, Pfizer, New York, NY
| | - Andrew T Reiners
- Dr Reiners is Medical Director, Commercial Clinical Review, Health Guidance Organization, Humana, Louisville, KY
| | - Jack Mardekian
- Dr Mardekian is Senior Statistician, Global Innovative Pharma, Pfizer, New York, NY
| | - Robert J Sanchez
- Dr Sanchez was Senior Director, Health Economics and Outcomes Research, Pfizer, New York, NY
| | - Veerainder Goli
- Dr Goli is Vice President, Clinical Disease Expert Area - Pain, Global Innovative Pharma, Pfizer, Durham, NC, and Professor Emeritus, Duke University Medical Center, Durham, NC
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Xu Y, Zhou X, Suehs BT, Hartzema AG, Kahn MG, Moride Y, Sauer BC, Liu Q, Moll K, Pasquale MK, Nair VP, Bate A. A Comparative Assessment of Observational Medical Outcomes Partnership and Mini-Sentinel Common Data Models and Analytics: Implications for Active Drug Safety Surveillance. Drug Saf 2015; 38:749-65. [DOI: 10.1007/s40264-015-0297-5] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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MacLean EA, Louder AM, Saverno KR, Smith G, Mardekian J, Bruins C, Ward M, Sweetman RW, Pasquale MK. Evaluation of molecular testing patterns in metastatic non-small cell lung cancer at a large U.S. health plan. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.e19075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Dufour R, Joshi AV, Pasquale MK, Schaaf D, Mardekian J, Andrews GA, Patel NC. The prevalence of diagnosed opioid abuse in commercial and Medicare managed care populations. Pain Pract 2013; 14:E106-15. [PMID: 24289539 DOI: 10.1111/papr.12148] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2013] [Accepted: 10/07/2013] [Indexed: 01/30/2023]
Abstract
PURPOSE To measure the prevalence of diagnosed opioid abuse and prescription opioid use in a multistate managed care organization. METHODS This retrospective claims data analysis reviewed the prevalence of diagnosed opioid abuse and the parallel prevalence of prescription opioid use in half-year intervals for commercial and Medicare members enrolled with Humana Inc., from January 1, 2008 to June 30, 2010. Diagnosis of opioid abuse was defined by ≥ 1 medical claim with any of the following ICD-9-CM codes: 304.0 ×, 304.7 ×, 305.5 ×, 965.0 ×, excluding 965.01, and opioid use was defined by ≥ 1 filled prescription for an opioid. The prevalence of opioid abuse was defined by the number of members with an opioid abuse diagnosis, divided by the number of members enrolled in each 6-month interval. RESULTS The 6-month prevalence of diagnosed opioid abuse increased from 0.84 to 1.15 among commercial and from 3.17 to 6.35 among Medicare members, per 1,000. In contrast, there was no marked increase in prescription opioid use during the same time period (118.0 to 114.8 for commercial members, 240.6 to 256.9 for Medicare members, per 1,000). The prevalence of diagnosed opioid abuse was highest among members younger than 65 years for both genders in commercial (18- to 34-year-olds) and Medicare (35- to 54-year-olds) populations. CONCLUSIONS Despite a stable rate of prescription opioid use among the observed population, the prevalence of diagnosed opioid abuse is increasing, particularly in the Medicare population.
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Affiliation(s)
- Robert Dufour
- Comprehensive Health Insights, Inc., Louisville, Kentucky, U.S.A
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Pasquale MK, Joshi AV, Dufour R, Schaaf D, Mardekian J, Andrews GA, Patel NC. Cost Drivers of Prescription Opioid Abuse in Commercial and Medicare Populations. Pain Pract 2013; 14:E116-25. [DOI: 10.1111/papr.12147] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2013] [Accepted: 10/07/2013] [Indexed: 11/28/2022]
Affiliation(s)
| | | | - Robert Dufour
- Comprehensive Health Insights, Inc.; Louisville Kentucky U.S.A
| | | | | | | | - Nick C. Patel
- Comprehensive Health Insights, Inc.; Louisville Kentucky U.S.A
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Pasquale MK, Dufour R, Joshi AV, Reiners AT, Schaaf D, Mardekian J, Andrews GA, Patel NC, Harnett J. Inefficiencies in osteoarthritis and chronic low back pain management. Am J Manag Care 2013; 19:816-823. [PMID: 24304160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
OBJECTIVE To identify inefficiencies in drug and medical service utilization related to pain management in patients with osteoarthritis and chronic low back pain. STUDY DESIGN This retrospective cohort study applied revised measures of pain management inefficiencies to Humana Medicare members with osteoarthritis and/or chronic low back pain. METHODS Subjects had either 2 or more claims for osteoarthritis on different days or 2 or more claims for low back pain 90 or more days apart, from January 1, 2008, to June 30, 2010, with the first occurrence assigned the index date. Inefficiencies were identified for 365 days postindex.Pain-related healthcare costs postindex were compared between members with and without inefficiencies. A generalized linear model calculated adjusted costs per member controlling for age, sex, and comorbidities. RESULTS Most members diagnosed with osteoarthritis, chronic low back pain, or both (N = 68,453) had at least 1 inefficiency measure (n = 37,863) during the postindex period. High per member costs were for repeated surgical procedures ($26,451) and inpatient admissions ($19,372) compared with members without inefficiencies ($781; P < .0001). High total costs (prevalence times per member cost) were for repeated diagnostic testing and excessive office visits. Members with an inefficiency had adjusted pain-related costs 5.42 times higher than those of members without an inefficiency (P <.0001). CONCLUSIONS Pain management inefficiencies are common and costly among Humana Medicare members with osteoarthritis and/or chronic low back pain. Further work by providers and payers is needed to determine benefits of member identification and early intervention for these inefficiencies.
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Affiliation(s)
- Margaret K Pasquale
- Principal Researcher, Comprehensive Health Insights, Inc, 325 W Main St WFP6W, Louisville, KY 40202. E-mail:
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Pasquale MK, Louder AM, Deminski MC, Chambers RB, Haider S. Out-of-pocket costs and prescription reversals with oral linezolid. Am J Manag Care 2013; 19:734-740. [PMID: 24304256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
OBJECTIVE To determine the relationship between benefit design, out-of-pocket costs, and prescription reversals, and the impact of reversals on rehospitalizations and total healthcare costs among Medicare members prescribed oral linezolid. STUDY DESIGN Medicare members from a national health plan prescribed oral linezolid posthospitalization for skin and soft tissue infection (SSTI) or pneumonia were followed retrospectively. METHODS Members were identified by an oral linezolid prescription between June 1, 2007, and April 30, 2011, where the index event was a prescription fill or reversal less than 2 days before or 10 days after discharge. Associations between out-of-pocket costs and reversal, and between reversal and rehospitalization 30 days postindex, were compared for prescription fills versus reversals. A generalized linear model calculated adjusted total healthcare costs per member controlling for age, sex, geographic region, and clinical characteristics. RESULTS Reversal rates rose progressively from 2% for members with out-of-pocket costs of $0 to 27% for members with out-of-pocket costs higher than $100 (P < .0001). Infection-related rehospitalizations were 23% versus 9% for members with a prescription reversal versus a fill (P < .0001). While postdischarge prescription drug costs were $1228.78 lower (P <.0001), adjusted mean medical costs were $2061.69 higher (P = .0033) and total healthcare costs were $1280.93 higher (P = .0349) for reversal versus fill members. CONCLUSIONS Higher out-of-pocket costs were associated with higher rates of reversal, and reversals were associated with higher rates of rehospitalization and adjusted total healthcare costs among Medicare members prescribed oral linezolid posthospitalization for SSTI or pneumonia.
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Affiliation(s)
- Margaret K Pasquale
- Principal Researcher, Comprehensive Health Insights, Inc, 325 W Main St, WFP6W, Louisville, KY 40202. E-mail:
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Pasquale MK, Dufour R, Schaaf D, Reiners AT, Mardekian J, Joshi AV, Patel NC. Pain conditions ranked by healthcare costs for members of a national health plan. Pain Pract 2013; 14:117-31. [PMID: 23601620 DOI: 10.1111/papr.12066] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2012] [Accepted: 02/02/2013] [Indexed: 12/20/2022]
Abstract
Healthcare resource utilization (HCRU) and associated costs specific to pain are a growing concern, as increasing dollar amounts are spent on pain-related conditions. Understanding which pain conditions drive the highest utilization and cost burden to the healthcare system would enable providers and payers to better target conditions to manage pain adequately and efficiently. The current study focused on 36 noncancer chronic and 14 noncancer acute pain conditions and measured the HCRU and costs per member over 365 days. These conditions were ranked by per-member costs and total adjusted healthcare costs to determine the most expensive conditions to a national health plan. The top 5 conditions for the commercial line of business were back pain, osteoarthritis (OA), childbirth, injuries, and non-hip, non-spine fractures (adjusted annual total costs for the commercial members were $119 million, $98 million, $69 million, $61 million, and $48 million, respectively). The top 5 conditions for Medicare members were OA, back pain, hip fractures, injuries, and non-hip, non-spine fractures (adjusted annual costs for the Medicare members were $327 million, $218 million, $117 million, $82 million, and $67 million, respectively). The conditions ranked highest for both per-member and total healthcare costs were hip fractures, childbirth, and non-hip, non-spine fractures. Among these, hip fractures in the Medicare member population had the highest mean cost per member (adjusted per-member cost was $21,058). Further examination specific to how pain is managed in these high-cost conditions will enable providers and payers to develop strategies to improve patient outcomes through appropriate pain management.
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Pasquale MK, Sun SX, Song F, Hartnett HJ, Stemkowski SA. Impact of exacerbations on health care cost and resource utilization in chronic obstructive pulmonary disease patients with chronic bronchitis from a predominantly Medicare population. Int J Chron Obstruct Pulmon Dis 2012; 7:757-64. [PMID: 23152680 PMCID: PMC3496536 DOI: 10.2147/copd.s36997] [Citation(s) in RCA: 103] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Exacerbations of chronic obstructive pulmonary disease (COPD) lead to significant increases in resource utilization and cost to the health care system. COPD patients with chronic bronchitis and a history of exacerbations pose an additional burden to the system. This study examined health care utilization and cost among these patients. METHODS For this retrospective analysis, data were extracted from a large national health plan with a predominantly Medicare population. This study involved patients who were aged 40-89 years, had been enrolled continuously for 24 months or more, had at least two separate insurance claims for COPD with chronic bronchitis (International Classification of Diseases, Ninth Revision, Clinical Modification code 491.xx), and had pharmacy claims for COPD maintenance medications between January 1, 2007, and March 31, 2009. Two years of data were examined for each patient; the index date was defined as the first occurrence of COPD. Baseline characteristics were obtained from the first year of data, with health outcomes tracked in the second year. Severe exacerbation was defined by COPD-related hospitalization or death; moderate exacerbation was defined by oral or parenteral corticosteroid use. Adjusted numbers of exacerbations and COPD-related costs per patient were estimated controlling for demographic and clinical characteristics. RESULTS The final study sample involved 8554 patients; mean age was 70.1±8.6 years and 49.8% of the overall population had exacerbation, 13.9% had a severe exacerbation only, 29.1% had a moderate exacerbation only, and 6.8% had both a severe and moderate exacerbation. COPD-related mean annual costs were $4069 (all figures given in US dollars) for the overall population and $6381 for patients with two or more exacerbations. All-cause health care costs were $18,976 for the overall population and $23,901 for patients with history of two or more exacerbations. Severity of exacerbations, presence of cardiovascular disease, diabetes, and long-term oxygen use were associated with higher adjusted costs. CONCLUSIONS The results indicate that despite treatment with maintenance medications, COPD patients continue to have exacerbations resulting in higher costs. New medications and disease management interventions are warranted to reduce the severity and frequency of exacerbations and the related cost impact of the disease.
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Siris ES, Pasquale MK, Wang Y, Watts NB. Estimating bisphosphonate use and fracture reduction among US women aged 45 years and older, 2001-2008. J Bone Miner Res 2011; 26:3-11. [PMID: 20662073 DOI: 10.1002/jbmr.189] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Oral bisphosphonates are first-line therapy for the prevention and treatment of osteoporosis in postmenopausal women. Although bisphosphonate treatment has been shown to reduce fractures in randomized, controlled trials, the number of women treated and fractures prevented over the years have not been determined. This study estimated the numbers of women treated and fractures reduced with oral bisphosphonates in the United States from 2001 through 2008. Two medical claims databases for 2001-2008 were combined to determine numbers of women aged 45 years and older filling prescriptions for bisphosphonates by time-dependent medication possession ratios (MPRs): <50%, 50% to 79%, and ≥ 80%. Fracture incidence was compared for each cohort by MPR category relative to the referent cohort with <50% MPR. Fracture rates were extrapolated to the US female population treated with oral bisphosphonates by MPR category over this 8-year period. From 2001 through 2008, 460,584 women in the databases initiated treatment with oral bisphosphonates, with an average follow-up time of 2.4 years. Overall fracture rates declined with improved MPR from 1.52% for the lowest MPR category to 1.18% for the highest MPR category for ages 45 to 64 years and from 5.12% to 3.75% for those aged 65 years or older. Extrapolating to the US population of female bisphosphonate users, we estimate over 27.9 million person-years of bisphosphonate treatment with MPR 50% or greater and 144,670 fractures prevented. Treatment with oral bisphosphonates has prevented a substantial number of fractures. Even more fractures would have been prevented if recognition, treatment, and compliance were improved.
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Affiliation(s)
- Ethel S Siris
- Department of Medicine, Toni Stabile Osteoporosis Center, Columbia University Medical Center, New York, NY 10032, USA.
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Abstract
Cost-effectiveness analysis (CEA) has been widely used in evaluating treatments for osteoporosis. To study the claim of enhanced persistence, this research determined the effects of persistence (the proportion of individuals who remain on treatment) and efficacy on incremental cost-effectiveness ratios (ICERs) for bisphosphonate treatment relative to no bisphosphonate treatment in the United States. For 2 age groups, 55 to 59 and 75 to 79, the authors relied on published fracture rates and applied them to 1000 postmenopausal osteoporotic patients with bone mineral density (BMD) T score ≤−2.5 during 3 years of treatment. After developing an algebraic ICER, with effectiveness measured by either quality-adjusted life years (QALYs) gained or number of fractures averted, they determined the effects of persistence and efficacy and then calibrated the model to variable estimates from the literature. For the younger (older) cohort, the cost per fracture averted was $66,606 ($18,256), consistent with a validated Markov simulation model. The effect of a 1 percentage point change in vertebral efficacy was 24 (5) times the effect of a 1 percentage point change in persistence for the younger cohort when QALYs (fractures) were involved. Nonvertebral efficacy had approximately 27 (9) times the effect of persistence. For the older cohort, the ratios were 15 (4.5) and 33 (10) for vertebral and nonvertebral fractures, respectively. In evaluating the claim of enhanced persistence, formulary decision makers need to exercise caution to ensure that efficacy is not compromised. Two drugs would have to be virtually identical in efficacy for better persistence to improve cost-effectiveness.
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Grima DT, Papaioannou A, Thompson MF, Pasquale MK, Adachi JD. Greater first year effectiveness drives favorable cost-effectiveness of brand risedronate versus generic or brand alendronate: modeled Canadian analysis. Osteoporos Int 2008; 19:687-97. [PMID: 18008100 PMCID: PMC5104544 DOI: 10.1007/s00198-007-0504-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2007] [Accepted: 09/05/2007] [Indexed: 10/22/2022]
Abstract
UNLABELLED The RisedronatE and ALendronate (REAL) study provided a unique opportunity to conduct cost-effectiveness analyses based on effectiveness data from real-world clinical practice. Using a published osteoporosis model, the researchers found risedronate to be cost-effective compared to generic or brand alendronate for the treatment of Canadian postmenopausal osteoporosis in patients aged 65 years or older. INTRODUCTION The REAL study provides robust data on the real-world performance of risedronate and alendronate. The study used these data to assess the cost-effectiveness of brand risedronate versus generic or brand alendronate for treatment of Canadian postmenopausal osteoporosis patients aged 65 years or older. METHODS A previously published osteoporosis model was populated with Canadian cost and epidemiological data, and the estimated fracture risk was validated. Effectiveness data were derived from REAL and utility data from published sources. The incremental cost per quality-adjusted life-year (QALY) gained was estimated from a Canadian public payer perspective, and comprehensive sensitivity analyses were conducted. RESULTS The base case analysis found fewer fractures and more QALYs in the risedronate cohort, providing an incremental cost per QALY gained of $3,877 for risedronate compared to generic alendronate. The results were most sensitive to treatment duration and effectiveness. CONCLUSIONS The REAL study provided a unique opportunity to conduct cost-effectiveness analyses based on effectiveness data taken from real-world clinical practice. The analysis supports the cost-effectiveness of risedronate compared to generic or brand alendronate and the use of risedronate for the treatment of osteoporotic Canadian women aged 65 years or older with a BMD T-score < or =-2.5.
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Affiliation(s)
- D T Grima
- Cornerstone Research Group Inc., Burlington, ON, L7L 5Y6, Canada.
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Kelton CML, Levitt M, Pasquale MK. Barriers to SCHIP enrollment: A cross-county study of the State Children's Health Insurance Program in Pennsylvania. Politics Life Sci 2006; 24:22-31. [PMID: 17059318 DOI: 10.2990/1471-5457(2005)24[22:btse]2.0.co;2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND. Enrollment in the State Children's Health Insurance Program (SCHIP), created under the federal Balanced Budget Act of 1997, had a distressingly slow start and varied substantially county-to-county in many states, including Pennsylvania. METHODS. We performed a quantitative county-level analysis of barriers to enrollment in Pennsylvania's Children's Health Insurance Program (CHIP) for the year 2000, seven years after it was implemented and three years after federal SCHIP legislation. Using multivariate regression analysis with a county as the unit of observation, we modeled enrollment in SCHIP as a function of accessibility to health care, availability of clinicians, and community economic health. RESULTS. High clinic density and Medicaid managed-care membership predicted SCHIP enrollment success, while female head-of-household predicted SCHIP enrollment failure. A principal-components factor analysis revealed four underlying barriers to enrollment: accessibility, availability, affordability, and effort. CONCLUSIONS. The most formidable barriers to SCHIP enrollment success in Pennsylvania were not programmatic; they were correlates of poverty itself.
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Affiliation(s)
- Christina M L Kelton
- Department of Economics and College of Business, Economics Center for Education and Research, University of Cincinnati, 3130 Edwards One, Cincinnati, OH 45221-0223, USA.
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Guo JJ, Kelton CM, Pasquale MK, Zimmerman J, Patel A, Heaton PC, Cluxton RJ. Price and Market-Share Competition of Anti-Ulcer Gastric Medications in the Ohio Medicaid Market. ACTA ACUST UNITED AC 2004. [DOI: 10.2165/00124363-200418050-00002] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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