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1.
Explor Res Clin Soc Pharm ; 14: 100460, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38974055

ABSTRACT

Background: This study evaluates the impact of Real-Time Prescription Benefits (RTPB), a tool integrated into electronic health records (EHRs), on patient out-of-pocket costs in an academic institution. RTPB provides prescribers with alternative, less expensive medications based on insurance plans. The primary measure was cost-savings, defined as the difference between the out-of-pocket cost of the prescribed medication and its alternative. Methods: A retrospective analysis of prescriptions from outpatient clinics in a university-based health system was conducted between May 2020 and July 2021. Prescriptions were analyzed at the 2nd level of the Anatomical Therapeutic Chemical (ATC) classification system. Costs were standardized to a 30-day supply. Standardized cost and total cost per prescription, and overall savings for the top 20 medication classes at the 2nd ATC level were calculated. The overall impact of RTPB was estimated based on selecting the least expensive alternative suggested by RTPB. Results: The study found that RTPB information was provided for 22% of prescriptions, with suggested alternatives for 1.26%. Among prescriptions with an alternative selected, the standardized average cost saving was $38.83. The study realized $15,416 in patient total cost savings. If the least expensive RTPB-suggested alternative were chosen for all prescriptions, an estimated $276,386 could have been saved. Psychoanaleptic and psycholeptic medications were the most prescribed with an alternative, with most savings in specialty drugs like anthelmintic and immunostimulant medications. Conclusion: The study highlights the importance of RTPB in reducing patient costs. It reports patient cost-savings with RTPB in prescribing decisions. Future research could explore the impact of RTPB on medication adherence using pharmacy claims data.

2.
J Am Coll Emerg Physicians Open ; 5(3): e13168, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38699223

ABSTRACT

Objectives: This study aimed to assess the effectiveness of a continuous quality improvement initiative at the University of Florida Health Physicians practice in reducing the time to administer factor replacement therapy (FRT) for hemophilia patients presenting with bleeding in the emergency department (ED). Methods: The study, a quasi-experimental, interventional design, was conducted between January 2020 and January 2023. The intervention, implemented in September 2021, involved training ED physicians, creating a specialized medication order set within the electronic health record (EHR), and a rapid triage system. The effectiveness was measured by comparing the time from ED arrival to factor administration before and after the intervention and benchmarking it against the National Bleeding Disorders Foundation's Medical and Scientific Advisory Council (MASAC)-recommended 1-hour timeline for factor administration. An interrupted time series (ITS) analysis with a generalized least squares model assessed the intervention's impact. Results: A total of 43 ED visits (22 pre-intervention and 21 post-intervention) were recorded. Post-intervention, the average time from ED arrival to factor administration decreased from 5.63 to 3.15 hours. There was no significant increase (27% vs. 29%) in the patients receiving factor within 1-hour of ED arrival. The ITS analysis predicted a 20-hour reduction in the average quarterly time to administer factor by the end of the study, an 84% decrease. Conclusions: The quality improvement program decreased the time to administer FRT for patients with hemophilia in the ED. However, the majority of patients did not achieve the 1-hour MASAC-recommended timeline for factor administration after ED arrival.

3.
Drugs Aging ; 41(2): 177-186, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38252391

ABSTRACT

BACKGROUND: Prescribing cascades occur when a drug-induced adverse event is treated with a new medication. Identifying clinical scenarios in which prescribing cascades are more likely to occur may help determine ways to prevent prescribing cascades. OBJECTIVE: To understand the extent to which discordant providers and discordant pharmacies contribute to the dihydropyridine calcium channel blocker (DH CCB)-loop diuretic prescribing cascade. STUDY POPULATION AND DESIGN: A retrospective cohort study using Medicare Fee-For-Service data (2011-2018) of adults aged ≥ 66 years. EXPOSURES: Patients who initiated DH CCB with subsequent initiation of loop diuretic (DH CCB-loop diuretic dyad) within 90 days or patients who initiated angiotensin-converting enzyme inhibitor (ACEI)/angiotensin receptor blocker (ARB) with subsequent initiation of a loop diuretic (ACEI/ARB-loop diuretic dyad; control). MAIN OUTCOMES: The primary outcomes were provider and pharmacy discordance for prescribing cascades and control drug pairs. Baseline clinical and socio-demographic characteristics were balanced using inverse probability of treatment weighting with propensity scores. RESULTS:  Overall, we identified 1987 DH CCB-loop diuretic dyads and 3148 ACEI/ARB-loop diuretic dyads. Discordant providers occurred in 64% of DH CCB-loop diuretic dyads and 55% of ACEI/ARB-loop diuretic dyads, while discordant pharmacies occurred in 19% of DH CCB-loop diuretic dyads and 16% of ACEI/ARB-loop diuretic dyads. After adjustment, the risk of having discordant providers was 20% {Relative Risk (RR) 1.20 [95% confidence interval (CI), 1.14-1.26]} higher in the DH CCB-loop diuretic dyad compared with the ACEI/ARB-loop diuretic dyad. Moreover, pharmacy discordance was 17% (RR 1.17 [95% CI 1.02-1.33]) higher. CONCLUSION: Our findings suggest that discordant providers and discordant pharmacies were more commonly involved in the potential prescribing cascade when compared with a similar control dyad of medications. Opportunities for enhanced care coordination and medication reconciliation should be explored to prevent unnecessary polypharmacy.


Subject(s)
Hypertension , Pharmacies , Pharmacy , Humans , Aged , United States , Calcium Channel Blockers/therapeutic use , Angiotensin-Converting Enzyme Inhibitors/therapeutic use , Sodium Potassium Chloride Symporter Inhibitors/therapeutic use , Hypertension/drug therapy , Retrospective Studies , Angiotensin Receptor Antagonists/therapeutic use , Medicare
4.
J Clin Endocrinol Metab ; 109(3): 611-618, 2024 Feb 20.
Article in English | MEDLINE | ID: mdl-37889845

ABSTRACT

CONTEXT: Thyroid-stimulating hormone (TSH) is one of the most ordered laboratory tests. OBJECTIVE: Determine trends of TSH testing rates and components of thyroid function testing. METHODS: This was a retrospective analysis of adults 18-64 years old without evidence of thyroid disease with at least 365 days of continuous enrollment between 2006 and 2020 in the IBM MarketScan Claims Database. The main outcome measures were trends of TSH tests/1000 eligible patient-months stratified by age, sex, and region and composition of thyroid function testing. RESULTS: Among 67 353 280 patients meeting eligibility criteria, we identified 25 606 518 TSH tests and 15 138 211 patients with ≥1 TSH test. Patients contributing an episode of TSH testing were most commonly 45-54 years old (29.8%) and female (63.6%). TSH testing rates remained consistent throughout the study period with 11.4 and 11.7 TSH tests/1000 person-months in the first and last study months, respectively (mean 12.2 TSH tests/1000 person-months). TSH testing rates dropped sharply in the spring of 2020 (4.2 TSH tests/1000 person-months). Females showed a nearly 2-fold higher rate of TSH testing than males (16.1 TSH tests/1000 person-months vs 8.6 TSH tests/1000 person-months). TSH testing rates increased with age (8.2 TSH tests/1000 person-months among individuals 18-34 years old vs 15.4 TSH tests/1000 person-months among individuals 55-64 years old). No difference in TSH testing rates was noted between regions. Thyroid function testing episodes included only TSH in most cases (70.8%). CONCLUSION: TSH testing rates among commercially insured individuals without known thyroid disease appears stable over time, with higher frequency in females and with increasing age.


Subject(s)
Thyroid Diseases , Adult , Male , Humans , Female , United States/epidemiology , Infant , Child, Preschool , Adolescent , Young Adult , Middle Aged , Retrospective Studies , Thyroid Diseases/diagnosis , Thyroid Diseases/epidemiology , Thyroid Function Tests , Thyrotropin , Thyroxine
5.
J Am Geriatr Soc ; 72(1): 126-138, 2024 01.
Article in English | MEDLINE | ID: mdl-38124261

ABSTRACT

BACKGROUND: Potentially inappropriate medications (PIMs) in older adults are medications in which risks often outweigh benefits and are suggested to be avoided. Worldwide, many distinct guidelines and tools classify PIMs in older adults. Collating these guidelines and tools, mapping them to a medication classification system, and creating a crosswalk will enhance the utility of PIM guidance for research and clinical practice. METHODS: We used the Anatomical Therapeutic Chemical (ATC) Classification System, a hierarchical classification system, to map PIMs from eight distinct guidelines and tools (2019 Beers Criteria, Screening Tool for Older Person's Appropriate Prescriptions [STOPP], STOPP-Japan, German PRISCUS, European Union-7 Potentially Inappropriate Medication [PIM] list, Centers for Medicare & Medicaid Services [CMS] High-Risk Medication, Anticholinergic Burden Scale, and Drug Burden Index). Each PIM was mapped to ATC Level 5 (drug) and to ATC Level 4 (drug class). We then used the crosswalk (1) to compare PIMs and PIM drug classes across guidelines and tools to determine the number of PIMs that were index (drug-induced adverse event) or marker (treatment of drug-induced adverse event) drug of prescribing cascades, and (2) estimate the prevalence of PIM use in older adults continuously enrolled with fee-for-service Medicare in 2018 as use cases. Data visualization and descriptive statistics were used to assess guidelines and tools for both use cases. RESULTS: Out of 480 unique PIMs identified, only three medications-amitriptyline, clomipramine, and imipramine and two drug classes-N06AA (tricyclic antidepressants) and N06AB (selective serotonin reuptake inhibitors), were noted in all eight guidelines and tools. Using the crosswalk, 50% of classes of index drugs and 47% of classes of marker drugs of known prescribing cascades were PIMs. Additionally, 88% of Medicare beneficiaries were dispensed ≥1 PIM across the eight guidelines and tools. CONCLUSION: We created a crosswalk of eight PIM guidelines and tools to the ATC classification system and created two use cases. Our findings could be used to expand the ease of PIM identification and harmonization for research and clinical practice purposes.


Subject(s)
Inappropriate Prescribing , Potentially Inappropriate Medication List , Humans , Aged , United States , Inappropriate Prescribing/prevention & control , Medicare , Prescriptions , Prevalence
6.
Psychiatry Res ; 328: 115479, 2023 10.
Article in English | MEDLINE | ID: mdl-37708806

ABSTRACT

Limited long-term safety information exists for gabapentinoid treatment of idiopathic restless legs syndrome (RLS). We estimated incident mental health-related emergency department visits and hospitalizations with a primary mental health diagnosis (primary outcome) among early-onset idiopathic RLS patients following first-line treatment initiation and examined outcome risk with gabapentinoids compared with dopamine agonists (DAs). A retrospective cohort study was conducted using administrative claims data from 2012 to 2019. Adults with early-onset (18-44 years) idiopathic RLS initiating either gabapentinoids or DAs within 60 days of new diagnosis were followed up to two years. Incidence rates were calculated and a log-binomial regression model with propensity score weighting estimated relative risk of the outcome and of substance use disorders (SUDs) as a secondary analysis with gabapentinoids. Among a cohort of 6,672 patients, 4,986 (74.7%) initiated DAs and 1,686 (25.3%) gabapentinoids. Incidence of the primary outcome (49.8 [95% CI 40.8-69.3] per 1,000 person-years) and SUDs (49.5 [95% CI 40.6-59.9] per 1,000 person-years) were higher in the gabapentinoid group compared with the DA group. A statistically significant risk of mental health diagnoses with gabapentinoids was not detected, but SUD risk was significant after covariate adjustment. High-risk mental health comorbidities (i.e., SUDs) should be considered when initiating RLS treatments.


Subject(s)
Dopamine Agonists , Restless Legs Syndrome , Adult , Humans , Dopamine Agonists/adverse effects , Mental Health , Retrospective Studies , Restless Legs Syndrome/drug therapy , Restless Legs Syndrome/epidemiology , Comorbidity
7.
Pharmacotherapy ; 43(12): 1307-1316, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37771303

ABSTRACT

STUDY OBJECTIVE: Clinicians may prescribe new medications (marker drug) to treat statin-related (index drug) adverse events, constituting a prescribing cascade. We aimed to identify modifiable statin characteristics (intensity and individual statin agents) associated with lower risk of prescribing cascades to inform clinical decisions in the presence of statin-related adverse events. DESIGN: A secondary analysis based on our previous work, a high-throughput sequence symmetry analysis screening for potential statin-related prescribing cascades. DATA SOURCE: MarketScan Commercial and Medicare Supplemental Insurance claims databases between 2005 and 2019. PATIENTS: Adults who initiated a statin between 2007 and 2018, and who were continuously enrolled in the same healthcare plan for at least 720 days before and 360 days after statin initiation. INTERVENTION: Among the previously identified 57 potential prescribing cascades, 42 statin-marker class dyad with a sample size of ≥ 500 were assessed in this study. MEASUREMENTS: We measured patients' baseline characteristics within -360 days of statin initiation and reported by modifiable statin characteristics. We also performed logistic regression and reported the adjusted odds ratios (aOR) with 95% confidence intervals (CI) of modifiable statin characteristics after adjusting for baseline characteristics. MAIN RESULTS: We identified 1,307,867 statin initiators who met the study criteria (21% elderly, 52% female). Compared with patients initiating low-intensity statins, those initiating moderate- or high-intensity statins had significantly greater odds to develop 29 (69%) prescribing cascades, including antidiabetic drugs such as dipeptidyl peptidase 4 (DPP-4) inhibitors (aOR 1.22; 95% CI, 1.11-1.35) and glucagon-like peptide-1 (GLP-1) analogs (aOR 1.31; 95% CI, 1.16-1.47), and opioids (aOR 1.18; 95% CI, 1.13-1.23). Individual statin agent selection also had a differential effect on 34 (81%) of the prescribing cascades. For example, compared with simvastatin initiators, the probability of initiating osmotically acting laxatives was significantly higher for lovastatin initiators (aOR 1.09; 95% CI, 1.03-1.15) and significantly lower in atorvastatin initiators (aOR 0.92; 95% CI, 0.89-0.94). CONCLUSION: Compared with low-intensity statins, high-intensity statins are associated with increased risk in many potential prescribing cascades, while the choice of individual statin agents affects the risk of prescribing cascades bidirectionally.


Subject(s)
Dipeptidyl-Peptidase IV Inhibitors , Hydroxymethylglutaryl-CoA Reductase Inhibitors , Adult , Humans , Female , Aged , United States , Male , Hydroxymethylglutaryl-CoA Reductase Inhibitors/adverse effects , Medicare , Atorvastatin , Simvastatin/therapeutic use , Lovastatin , Retrospective Studies
8.
J Manag Care Spec Pharm ; 29(8): 884-895, 2023 Aug.
Article in English | MEDLINE | ID: mdl-37523313

ABSTRACT

BACKGROUND: Paliperidone is among the most cost-effective antipsychotics in adults with schizophrenia, and it has different formulations, including oral paliperidone extended-release (ER) and long-acting injectable (LAI) paliperidone formulations administered every month (PP1M), 3 months (PP3M), or 6 months (PP6M). However, cost-effectiveness analyses comparing different paliperidone formulations were limited. OBJECTIVE: To compare the cost-effectiveness across different paliperidone formulations. METHODS: A Markov model was developed to simulate 1,000 adults aged 40 years with stable schizophrenia transitioning among stable disease-medication adherent, stable disease-medication nonadherent, relapse with hospitalization, relapse with ambulatory care, and death states every 3 months for 5 years. Drug costs were estimated using the prices listed in the Veterans Affairs Federal Supply Schedule, and costs for treating complications were estimated from published studies. All costs were estimated from the US health care system perspective and standardized to 2022 US dollars using the Consumer Price Index Inflation Calculator. Quality-adjusted life-years (QALYs) were estimated using relapse rates from randomized clinical trials and health-related quality of life scores from observational studies. The estimated future costs and QALYs were discounted at 3%. We reported incremental net monetary benefits between alternative formulations at the $50,000 willingness-to-pay (WTP) threshold with a positive value indicating cost-effectiveness. The impact of parameter uncertainty on study outcomes was assessed using 1-way deterministic and probabilistic sensitivity analyses. RESULTS: In adults with schizophrenia stabilized with paliperidone ER, switching to LAI formulations was associated with increased QALY (PP1M = 0.05, PP3M = 0.14, PP6M = 0.15) and increased cost (PP1M = 49,433, PP3M = 26,698, PP6M = 26,147), leading to a negative incremental net monetary benefit (PP1M = -$46,804, PP3M = -$19,508, PP6M = -$18,886) compared with continuing ER. Among LAI formulations, PP6M was cost-saving with the most QALYs gained (cost = $63,277, QALY = 3.731), followed by PP3M (cost = $63,828, QALY = 3.729) and PP1M (cost = $86,563, QALY = 3.638). At the $50,000 WTP threshold, the probabilities for PP1M, PP3M, and PP6M being cost-effective compared with paliperidone ER were 0.4%, 10.2%, and 9.8%, respectively. The probability of PP6M being cost-effective was 92.6% for the PP6M-PP1M pair and 55.2% for the PP6M-PP3M pair, and 91.1% of PP3M use was cost-effective in the PP3M-PP1M pair. The results were generally robust in the sensitivity analyses, even at the $190,000 WTP threshold. CONCLUSIONS: For patients with schizophrenia stabilized with paliperidone ER, switching to LAI formulations was not cost-effective, suggesting the high drug costs for LAI may not justify the improved quality of life within 5 years. Among LAI formulations, PP6M was cost-effective over PP1M and PP3M.


Subject(s)
Antipsychotic Agents , Schizophrenia , Humans , Adult , Paliperidone Palmitate , Schizophrenia/drug therapy , Cost-Effectiveness Analysis , Quality of Life , Antipsychotic Agents/therapeutic use , Recurrence , Delayed-Action Preparations
9.
Am J Pharm Educ ; 87(5): 100014, 2023 05.
Article in English | MEDLINE | ID: mdl-37288693

ABSTRACT

OBJECTIVE: We aim to describe the development of a pharmacy student workgroup as an experiential education model to provide social and administrative pharmacy research opportunities and provide a toolkit for faculty seeking to increase student research engagement via this model. METHODS: Three pharmacy faculty with diverse training backgrounds but a common interest in opioid medications established a workgroup named the Opioid Research Workgroup. The workgroup consisted of first-year pharmacy students, research interns, and advanced graduate trainees. A hierarchical leadership model of supervision was implemented, whereby students reported progress on research tasks directly to an advanced graduate trainee leading a project team. To understand students' perspectives on the research experience and educational outcomes, students were asked to complete an anonymous voluntary survey after a year of participation. RESULTS: Since its establishment, the workgroup has published multiple conference abstracts, manuscripts, and grants. Students' overall satisfaction with the Workgroup on a scale of 1-5, 5 being very high, was 4.69. The successful scalability and longevity of this model are dependent on administrative support that protects faculty resources. The toolkit provided offers resources for those interested in adapting this model. CONCLUSION: Our experience with the pragmatic model of pharmacy student engagement in research proved successful in terms of research output and student training experience. Although the model can be applied across a variety of health science clinical and research topics, and faculty can leverage this approach to increase productivity in research output, faculty must ensure that resources are available to support this effort.


Subject(s)
Education, Pharmacy , Pharmacy Research , Students, Pharmacy , Humans , Analgesics, Opioid , Faculty , Faculty, Pharmacy , Curriculum
10.
Pharmacotherapy ; 43(9): 883-893, 2023 09.
Article in English | MEDLINE | ID: mdl-37381584

ABSTRACT

STUDY OBJECTIVE: To investigate risk of aortic aneurysm or dissection in patients using oral fluoroquinolones compared to those using macrolides in real-world clinical practice among a large US general population. DESIGN: Retrospective cohort study design. DATA SOURCE: MarketScan commercial and Medicare supplemental databases. PATIENTS: Adults patients with at least one prescription fill for fluoroquinolone or macrolide antibiotics. INTERVENTION: Fluoroquinolone or macrolide antibiotics. MEASUREMENTS AND MAIN RESULTS: The primary outcome was estimated incidence of aortic aneurysm or dissection associated with the use of fluoroquinolones compared with macrolides during a 60-day follow-up period in a 1:1 propensity score-matched cohort. We identified 3,174,620 patients (1,587,310 in each group) after 1:1 propensity score matching. Crude incidence of aortic aneurysm or dissection was 1.9 cases per 1000 person-years among fluoroquinolone users and 1.2 cases per 1000 person-years among macrolide users. In multivariable Cox regression, compared with macrolides, the use of fluoroquinolones was associated with an increased risk of aortic aneurysm or dissection (aHR: 1.34; 95% CI: 1.17-1.54). The association was primarily driven by a high incidence of aortic aneurysm cases (95.8%). Results of sensitivity (e.g., fluoroquinolone exposure ranging from 7 to 14 days (aHR: 1.47; 95% CI: 1.26-1.71)) and subgroup analyses (e.g., ciprofloxacin (aHR: 1.26; 95% CI: 1.07-1.49) and levofloxacin (aHR: 1.44; 95% CI: 1.19-1.52)) remained consistent with main findings. CONCLUSIONS: Fluoroquinolone use was associated with a 34% increased risk of aortic aneurysm or dissection compared with macrolide use among a general US population.


Subject(s)
Aortic Aneurysm , Aortic Dissection , Adult , Humans , Aged , United States , Fluoroquinolones/adverse effects , Cohort Studies , Propensity Score , Retrospective Studies , Aortic Dissection/chemically induced , Aortic Dissection/epidemiology , Medicare , Aortic Aneurysm/chemically induced , Aortic Aneurysm/epidemiology , Anti-Bacterial Agents/adverse effects , Macrolides/adverse effects
11.
J Am Pharm Assoc (2003) ; 63(5): 1553-1557.e3, 2023.
Article in English | MEDLINE | ID: mdl-37329957

ABSTRACT

BACKGROUND: Levothyroxine (LT4) is the third most commonly prescribed medication in the United States. It is a narrow therapeutic index medication, and thus can be impacted by drug-drug interactions, which are primarily available over-the-counter. The prevalence and associated factors with concomitant interacting drugs with LT4 is limited since over-the-counter products are not routinely captured in many drug databases. OBJECTIVE: This study aimed to characterize the concomitant use of LT4 with interacting drugs at ambulatory care visits in the United States. DESIGN: A cross-sectional analysis of the National Ambulatory Medical Care Survey (NAMCS) from 2006 to 2018 was completed. SETTING AND PARTICIPANTS: Ambulatory care visits in the United States involving adult patients with a LT4 prescription were included in the analysis. OUTCOME MEASURES: The primary outcome was initiation or continuation of a selected concomitant interacting drug which impacts LT4 absorption (e.g., proton pump inhibitor) in a patient visit in conjunction with LT4. RESULTS: The authors analyzed 372,942,000 visits (weighted from a sample of 14,880) with a reported LT4 prescription. Concomitant use of interacting drugs with LT4 occurred in 24.4% of visits in which 80% of interacting drugs were proton pump inhibitors. Ages 35-49 years (adjusted odds ratio [aOR], 1.59), 50-64 years (aOR, 2.27), and ≥65 years (aOR, 2.87) compared to 18-34 years, female (aOR 1.37) versus males, and visits in 2014 or later (aOR, 1.27) versus 2006-2009 were associated with increased odds of concomitant interacting drug use in multivariable analysis. CONCLUSION: At ambulatory care visits between 2006 and 2018, concomitant use of LT4 and interacting drugs impacted one-quarter of patient visits. Increased age, females, and visits later in the study period were associated with increased odds for concomitant interacting drugs. Additional work is needed to identify downstream consequences of concomitant use.


Subject(s)
Substance-Related Disorders , Thyroxine , Male , Adult , Humans , Female , United States , Thyroxine/therapeutic use , Cross-Sectional Studies , Ambulatory Care , Drug Interactions , Health Care Surveys , Office Visits
12.
JAMA Netw Open ; 6(5): e2314357, 2023 05 01.
Article in English | MEDLINE | ID: mdl-37227730

ABSTRACT

This cohort study examined the association of a prescription drug event edit policy change with prescriptions dispensed after the deaths of beneficiaries and estimated Medicare spending.


Subject(s)
Medicare Part D , Aged , Humans , United States , Prescriptions
13.
Curr Pharm Teach Learn ; 15(3): 258-265, 2023 03.
Article in English | MEDLINE | ID: mdl-37029078

ABSTRACT

INTRODUCTION: We created and assessed an immersive instructional series of video-based activities for pharmacy student evaluation of medication errors via root cause analysis (RCA). METHODS: A novel series of video vignettes showed a medication error from the perspectives of each healthcare team member involved. Students were engaged in a series of activities to guide them through RCA interspersed with the vignettes. A pre/post-assessment tool measured student-perceived skills and attitudes in medication error prevention and handling. Per item pre/post-mean scores were compared using Mann-Whitney U tests with Bonferroni correction. RESULTS: From N = 270 students, 231 and 163 completed the anonymous pre- and post-assessment, respectively. Most students positively endorsed attitude items at both assessment intervals, with no significant changes in mean for "learning how to improve patient safety is an appropriate use of time in pharmacy school" (pre-assessment = 4.26; post-assessment = 4.23). However, there were significant improvements in the skills items "I am confident in my ability to analyze a case to find the root causes of an error" (pre = 3.44; post = 3.85) and "I can identify the key factors in systems and processes that could lead to a medication error" (pre = 3.55; post = 3.88). CONCLUSIONS: Pharmacy students reported significantly improved self-perceived skills in handling and preventing medication errors, but not in attitudes, following the immersive instructional activity. There are opportunities to expand such an immersive instructional series in an interprofessional setting, which may yield different findings.


Subject(s)
Problem-Based Learning , Students, Pharmacy , Humans , Medication Errors/prevention & control , Curriculum , Patient Safety
14.
Pharmacoepidemiol Drug Saf ; 32(7): 773-782, 2023 Jul.
Article in English | MEDLINE | ID: mdl-36880251

ABSTRACT

PURPOSE: Statins are among the most prevalent medications prescribed and associated with adverse events that may prompt additional treatment (i.e., a prescribing cascade). No comprehensive assessment of statin-related prescribing cascades has been performed to our knowledge. METHODS: We utilized sequence symmetry analysis to iteratively screen prescribing sequences of all therapeutic classes ("marker" classes) based on Level 4 Anatomical Therapeutic Chemical codes among adult statin initiators, using IBM Marketscan commercial and Medicare supplemental claims databases (2005-2019). Order of initiation and secular trend-adjusted sequence ratios were calculated for each statin-marker class dyad, among marker class initiators ±90 days of statin initiation. Among signals classified as prescribing cascades, we calculated naturalistic number needed to harm (NNTH) within 1 year as the inverse of the excess risk among exposed. RESULTS: We identified 2 265 519 statin initiators (mean ± SD age, 56.4 ± 12.0 years; 48.7% women; 7.5% with cardiovascular disease). Simvastatin (34.4% of statin initiators) and atorvastatin (33.9%) were the most commonly initiated statins. We identified 160 significant statin-marker class dyad signals, of which 35.6% (n = 57) were classified as potential prescribing cascades. Of the top 25 strongest signals (lowest NNTH), 12 were classified as potential prescribing cascades, including osmotically acting laxatives (NNTH, 44, 95% CI 43-46), opioids + non-opioid combination analgesics (81, 95% CI 74-91), and first-generation cephalosporins (204, 95% CI 175-246). CONCLUSIONS: Using high-throughput sequence symmetry analysis screening, we identified previously known prescribing cascades as well as potentially new prescribing cascades based on known and unknown statin-related adverse events.


Subject(s)
Hydroxymethylglutaryl-CoA Reductase Inhibitors , Aged , Adult , Humans , Female , United States , Middle Aged , Male , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , High-Throughput Screening Assays , Medicare , Simvastatin/adverse effects , Atorvastatin
15.
J Manag Care Spec Pharm ; 29(2): 119-127, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36705287

ABSTRACT

BACKGROUND: Real-world evidence on the comparative effectiveness of pegfilgrastim biosimilars compared with the originator product is limited. OBJECTIVE: To compare the risk of febrile neutropenia (FN) among users of pegfilgrastim biosimilars (pegfilgrastim-jmdb and pegfilgrastim-cbqv) and the originator product. METHODS: A retrospective cohort study was conducted using 2019 IBM MarketScan databases to assess comparative effectiveness of pegfilgrastim originator and biosimilars for prevention of FN among patients receiving myelosuppressive chemotherapy. Patients with cancer, including breast, lung, colorectal, esophageal and gastric, pancreatic, prostate, ovarian, and non-Hodgkin lymphomas, initiating myelosuppressive chemotherapy courses were selected. We further selected patients who used pegfilgrastim originator and biosimilars within 3 days of chemotherapy completion. FN-associated hospitalizations were measured by International Classification of Diseases, Tenth Revision, Clinical Modification diagnosis codes. After 1:1 propensity score matching, we used equivalence (with a margin of 6%) hypothesis tests to compare FN-related hospitalization risk in the first cycle and across all cycles between biosimilars and originator users. RESULTS: A total of 2,045 patients were included, of which 445 (21.8%) used pegfilgrastim-jmdb, 636 (31.1%) used pegfilgrastim-cbqv, and 964 (47.1%) used pegfilgrastim originator. After matching, 13 out of 445 originator users and 17 out of 445 pegfilgrastim-jmdb users developed FN after the first chemotherapy cycle (risk difference was 0.9%; P < 0.001 for equivalence test indicating statistical equivalence). After matching, 14 out of 633 originator users and 16 out of 633 pegfilgrastim-cbqv users developed FN (risk difference was 0.32%; P < 0.001 for equivalence test indicating statistical equivalence). Results across all cycles (including the first cycle) were consistent with that in the first cycle. CONCLUSIONS: In this real-world study of patients with cancer receiving myelosuppressive chemotherapy, there was no difference in FN risk between patients receiving pegfilgrastim originator and biosimilars in the first cycle and across all cycles. These results add further to the current evidence on pegfilgrastim biosimilars and support wider adoption of pegfilgrastim biosimilars among payers, providers, and patients. Future studies assessing the tolerability, side effects, and other safety issues of pegfilgrastim biosimilars are needed.


Subject(s)
Antineoplastic Agents , Biosimilar Pharmaceuticals , Febrile Neutropenia , Filgrastim , Neoplasms , Humans , Male , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Biosimilar Pharmaceuticals/adverse effects , Biosimilar Pharmaceuticals/therapeutic use , Febrile Neutropenia/chemically induced , Febrile Neutropenia/drug therapy , Febrile Neutropenia/prevention & control , Granulocyte Colony-Stimulating Factor/adverse effects , Neoplasms/drug therapy , Polyethylene Glycols/adverse effects , Polyethylene Glycols/therapeutic use , Recombinant Proteins , Retrospective Studies , Comparative Effectiveness Research , Antineoplastic Agents/adverse effects , Antineoplastic Agents/therapeutic use , Filgrastim/adverse effects , Filgrastim/therapeutic use
16.
J Am Geriatr Soc ; 71(2): 505-515, 2023 02.
Article in English | MEDLINE | ID: mdl-36289555

ABSTRACT

BACKGROUND: The use of a new medication (e.g., potassium supplementation) for managing a drug-induced adverse event (e.g., loop diuretic-induced hypokalemia) constitutes a prescribing cascade. However, loop diuretics are often stopped while potassium may be unnecessarily continued (i.e., relic). We aimed to quantify the occurrence of relics using older adults previously experiencing a loop diuretic-potassium prescribing cascade as an example. METHODS: We conducted a prescription sequence symmetry analysis using the population-based Medicare Fee-For-Service data (2011-2018) and partitioned the 150 days following potassium initiation by day to assess the daily treatment scenarios (i.e., loop diuretics alone, potassium alone, combination of loop diuretics and potassium, or neither). We calculated the proportion of patients developing the relic, proportion of person-days under potassium alone, the daily probability of the relic, and the proportion of patients filling potassium after loop diuretic discontinuation. We also identified the risk factors of the relic. RESULTS: We identified 284,369 loop diuretic initiators who were 8 times more likely to receive potassium supplementation simultaneously or after (i.e., the prescribing cascade), rather than before, loop diuretic initiation (aSR 8.0, 95% CI 7.9-8.2). Among the 66,451 loop diuretic initiators who subsequently (≤30 days) initiated potassium, 20,445 (30.8%) patients remained on potassium after loop diuretic discontinuation, and 9365 (14.1%) patients subsequently filled another potassium supplementation. Following loop diuretic initiation, 4.0% of person-days were for potassium alone, and daily probability of the relic was the highest after day 90 of loop diuretic initiation (5.6%). Older age, female sex, higher diuretic daily dose, and greater baseline comorbidities were risk factors for the relic, while patients having the same prescriber or pharmacy involved in the use of both medications were less likely to experience the relic. CONCLUSIONS: Our findings suggest the need for clinicians to be aware of the potential of relic to avoid unnecessary drug use.


Subject(s)
Potassium , Sodium Potassium Chloride Symporter Inhibitors , Humans , Female , Aged , United States , Sodium Potassium Chloride Symporter Inhibitors/adverse effects , Medicare , Diuretics/adverse effects , Dietary Supplements
17.
Am J Prev Med ; 64(1): 96-104, 2023 01.
Article in English | MEDLINE | ID: mdl-36257884

ABSTRACT

INTRODUCTION: The objective of this study was to estimate the economic impact of providing universal hepatitis C virus testing in commercially insured middle-aged persons who inject drugs in the U.S. METHODS: This study developed a dynamic 10-year economic model to project the clinical and economic outcomes associated with hepatitis C virus testing among middle-aged adult persons who inject drugs, from a payer's perspective. Costs related to hepatitis C virus testing, direct-acting antiviral, and liver-related outcomes between the (1) current hepatitis C virus testing rate (i.e., 8%) and (2) universal hepatitis C virus testing rate (i.e., 100%) were compared. Among patients testing positive, 21% of those without cirrhosis and 48% of those with cirrhosis were assumed to initiate direct-acting antivirals. Sensitivity analyses were performed to identify variables (e.g., direct-acting antiviral drug costs, hepatitis C virus testing costs, direct-acting antiviral treatment rate) influencing this study's conclusion. RESULTS: The model predicts that during the 10-year period, universal hepatitis C virus testing will cost an additional $242 per person who injects drugs to the payers' healthcare budgets compared with the current scenario. Sensitivity analyses showed values ranging from $1,656 additional costs to $1,085 cost savings across all varied parameters and scenarios. A total of 80% of the current direct-acting antiviral costs indicated that cost savings will be $383 per person who injects drugs. CONCLUSIONS: Universal hepatitis C virus testing among persons who inject drugs would not achieve cost savings within 10 years, with the cost of direct-acting antivirals contributing the most to the spending. To promote universal hepatitis C virus testing among persons who inject drugs, decreasing direct-acting antiviral costs and sustainable funding streams for hepatitis C virus testing should be considered.


Subject(s)
Drug Users , Hepatitis C, Chronic , Hepatitis C , Substance Abuse, Intravenous , Middle Aged , Adult , Humans , Hepacivirus , Antiviral Agents/therapeutic use , Cost-Benefit Analysis , Substance Abuse, Intravenous/complications , Hepatitis C/diagnosis , Hepatitis C/drug therapy
18.
Br J Clin Pharmacol ; 88(12): 5269-5294, 2022 12.
Article in English | MEDLINE | ID: mdl-35748326

ABSTRACT

AIMS: To assess the gabapentinoid-oedema-loop diuretic prescribing cascade in adults using large administrative health care databases from the USA and Denmark. METHODS: This study used a sequence symmetry analysis to assess loop diuretic initiation before and after the initiation of gabapentinoids among patients aged 20 years or older without heart failure or chronic kidney disease. Data from MarketScan Commercial and Medicare Supplemental Claims databases (2005 to 2019) and Danish National Prescription Register (2005 to 2018) were analyzed. Use of loop diuretics associated with initiation of selective norepinephrine reuptake inhibitors (SNRI) was used as a negative control. We assessed the pooled temporality of loop diuretic initiation relative to gabapentinoid or SNRI initiation across the 2 countries. Secular trend-adjusted sequence ratios (aSRs) with 95% confidence intervals (CIs) were calculated using data from 90 days before and after initiation of gabapentinoids. Pooled ratio of aSRs were calculated by comparing gabapentinoids to SNRIs. RESULTS: Among the 1 511 493 gabapentinoid initiators (Denmark [n = 338 941]; USA [n = 1 172 552]), 20 139 patients had a new loop diuretic prescription 90 days before or after gabapentinoid initiation, resulting in a pooled aSR of 1.33 (95% CI 1.06-1.67). The pooled aSR for the negative control (i.e., SNRI) was 0.84 (95% CI 0.75-0.94), which resulted in a pooled ratio of aSRs of 1.58 (95% CI 1.23-2.04). Pooled estimated incidence of the gabapentinoid-loop diuretic prescribing cascade was 8.14 (95% CI, 1.92-34.49) events per 1000 patient-years. CONCLUSION: We identified evidence of the gabapentinoid-oedema-loop diuretic prescribing cascade in 2 countries.


Subject(s)
Serotonin and Noradrenaline Reuptake Inhibitors , Sodium Potassium Chloride Symporter Inhibitors , Humans , Adult , United States/epidemiology , Sodium Potassium Chloride Symporter Inhibitors/adverse effects , Medicare , Edema , Denmark/epidemiology , Diuretics/adverse effects
19.
J Manag Care Spec Pharm ; 28(7): 795-802, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35737859

ABSTRACT

BACKGROUND: It is unknown whether using pegfilgrastim biosimilars is cost saving in a real-world setting. OBJECTIVE: To compare medical costs including pegfilgrastim drug costs and febrile neutropenia (FN) treatment and management costs between pegfilgrastim biosimilars (pegfilgrastim-jmdb, pegfilgrastim-cbqv) and originator users for primary prophylaxis of febrile neutropenia. METHODS: A retrospective cohort study using 2019 IBM MarketScan Commercial and Medicare Supplemental databases was conducted in adult patients with cancer initiating myelosuppressive chemotherapy courses. At least 2 diagnoses of the same cancer (at least 7 days apart) were required within 30 days of the chemotherapy initiation date. Pegfilgrastim (excluding on-body injector) costs included drug costs only (excluding administration fees). FN-related costs included all FN-related health care utilizations that were defined as having neutropenia, fever, or infection diagnosis. Per-patient per-cycle (PPPC) out-of-pocket (OOP) costs, health plan costs, and total costs were compared between originator (excluding on-body injector) and biosimilars users in the first cycle. A generalized linear model and a 2-part model were used. RESULTS: A total of 1,930 patients were included, of whom 884 (45.8%) used pegfilgrastim originator, 427 (22.1%) used pegfilgrastim-jmdb, and 619 (32.1%) used pegfilgrastim-cbqv. Adjusted PPPC OOP pegfilgrastim costs in the first cycle were significantly lower for the biosimilars vs the originator ($182 for pegfilgrastim-jmdb and $159 for pegfilgrastim-cbqv vs $299 for originator, P < 0.0001 for both comparisons). However, there was no difference in health plan costs ($5,783 for pegfilgrastim-jmdb and $5,845 for pegfilgrastim-cbqv vs $5,618 for originator) and total costs. In addition, no difference was observed for adjusted PPPC FN treatment and management OOP costs, health plan costs, and total costs in the first cycle. FN treatment OOP costs were $192 for originator, $197 for pegfilgrastim-jmdb (P = 0.958), and $240 for pegfilgrastim-cbqv (P = 0.680). FN treatment health plan costs were $2,804 for originator, $2,970 for pegfilgrastim-jmdb (P = 0.692), and $2,745 for pegfilgrastim-cbqv (P = 0.879). CONCLUSIONS: In a commercially insured population, using pegfilgrastim biosimilars in the first cycle for primary prophylaxis of FN led to cost savings for patients but not payers. No difference in FN-related costs was observed.


Subject(s)
Biosimilar Pharmaceuticals , Febrile Neutropenia , Neoplasms , Adult , Aged , Antineoplastic Combined Chemotherapy Protocols , Febrile Neutropenia/drug therapy , Febrile Neutropenia/prevention & control , Filgrastim , Humans , Medicare , Neoplasms/drug therapy , Polyethylene Glycols , Retrospective Studies , United States
20.
Sleep Med ; 96: 70-78, 2022 08.
Article in English | MEDLINE | ID: mdl-35605349

ABSTRACT

OBJECTIVE/BACKGROUND: Restless legs syndrome (RLS) is a complex condition associated with circadian rhythm that disrupts sleep and can cause multisystemic consequences. This study assesses pharmacotherapy treatment initiation, estimates annual treatment prevalence, and assesses treatment patterns for early-onset idiopathic RLS. METHODS: We used the MarketScan Commercial Claims Database from 2012 to 2019 to conduct a new user retrospective cohort study. Annual treatment prevalence was calculated from a cross-sectional sample. Newly diagnosed adults with early-onset (18-44 years) idiopathic RLS who initiated on and off-label gabapentinoids, dopamine agonists, or levodopa/carbidopa were included. Among monotherapy users who had one year of insurance enrollment, treatment patterns (single fill, continuous use of initiated therapy, switching, and add-on therapy) were examined and mean time on the initial treatment (as a measure of persistence) was calculated. RESULTS: In total, 6, 828 patients were initiated on monotherapy treatment for early-onset idiopathic RLS in which 4,638 met all inclusion criteria. In 2019, annual prevalence of monotherapy treatment of diagnosed patients for ropinirole was 171.3/1,000 patients; 85.0/1,000 patients for pramipexole; and 132.1/1,000 patients for gabapentin. Overall, 22.3% (n = 1,033) of patients maintained their initiated pharmacotherapy for the entire year. Rotigotine had the longest persistence (mean 185.4 [161.4 SD] days) but this user group was the smallest (n = 29). Gabapentin enacarbil, pregabalin, and rotigotine use was low (2.8% total). CONCLUSION: Ropinirole, pramipexole, and gabapentin were initiated most often for early-onset idiopathic RLS. FDA-approved agents for RLS, including gabapentin enacarbil and rotigotine, were used less frequently. In general, persistence was low for all RLS study drugs examined.


Subject(s)
Restless Legs Syndrome , Adult , Cross-Sectional Studies , Dopamine Agonists/therapeutic use , Gabapentin/therapeutic use , Humans , Pramipexole/therapeutic use , Restless Legs Syndrome/diagnosis , Restless Legs Syndrome/drug therapy , Restless Legs Syndrome/epidemiology , Retrospective Studies
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