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Georgieva D, Markley B, DeClercq J, Choi L, Zuckerman AD. Cost avoidance from health system specialty pharmacist interventions in patients with multiple sclerosis. J Manag Care Spec Pharm 2024; 30:336-344. [PMID: 38555624 PMCID: PMC10981971 DOI: 10.18553/jmcp.2024.30.4.336] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2024]
Abstract
BACKGROUND Specialty pharmacists monitor patients taking multiple sclerosis (MS) disease-modifying therapies (DMTs) to evaluate response to therapy and intervene on adverse effects. These interventions have the potential to avoid health care costs by discontinuing inappropriate therapies and avoiding downstream health care utilization. OBJECTIVE To calculate the costs avoided by specialty pharmacist interventions in MS. METHODS A retrospective observational cohort study including patients at the Vanderbilt MS Clinic who received a specialty pharmacist intervention between February 1, 2022, and July 31, 2022, was performed. A panel of 3 investigators categorized each intervention based on the potential for cost avoidance: (1) no cost avoidance, (2) direct cost avoidance, and (3) indirect cost avoidance. A single intervention may have one or both cost avoidance types. Direct costs avoided included the cost of the potential service or medication avoided due to the intervention. Medication costs were calculated using the range of the average wholesale price and average wholesale price - 20%. For indirect costs avoided, the range of costs of a consequence (self-care, ambulatory visit, emergency department visit, hospitalization, or death) occurring had the intervention not been performed were multiplied by the range of probabilities for the consequence occurring (from zero [0] to very likely [0.5]). Self-care indirect cost savings equated to $0. Descriptive statistics summarized types of pharmacist interventions, the patients impacted, and costs avoided. In patients with an intervention that resulted in cost avoidance, chart review was performed to collect patient demographics, disease history, and MS-related health care usage during the 12 months prior to the pharmacist intervention. RESULTS 485 pharmacist interventions in 354 individual patients were included. Fifty interventions in 38 individual patients (76% female, median age 51 years, 68% White) resulted in cost avoidance. The total estimated costs avoided in 6 months ranged from $123,733 to $156,265. In total, $138,410 were direct costs and $1,890 were indirect costs. Reasons for direct costs avoided (n = 13) were often safety monitoring (69%) or common side effects management (23%). Indirect costs avoidance (n = 37) resulted primarily from interventions on common side effects management (57%) and safety monitoring (22%). Self-care was the most common type of indirect cost avoided (n = 27). Interventions resulting in costs avoided were commonly seen in patients with relapsing-remitting MS (82%). The median time from MS diagnosis was 15 years and 42% of patients had previously trialed 1 other MS DMT. CONCLUSIONS There is a potential for significant health care savings after specialty pharmacist interventions in MS, primarily from preventing the dispensing of inappropriate therapies.
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Affiliation(s)
| | | | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
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Barnes JP, Dial H, Owens W, DeClercq J, Choi L, Shah NB, Zuckerman AD, Johnson K. Adherence and discontinuation of prescription cannabidiol for the management of seizure disorders at an integrated care center. Epilepsy Res 2024; 200:107300. [PMID: 38241756 DOI: 10.1016/j.eplepsyres.2024.107300] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 12/21/2023] [Accepted: 01/08/2024] [Indexed: 01/21/2024]
Abstract
OBJECTIVE Evaluate adherence, discontinuation rates, and reasons for non-adherence and discontinuation of prescription CBD during the 12-months post-initiation period at an integrated care center. METHODS This was a prospective study of patients prescribed CBD by a neurology clinic provider with initial prescription fulfillment through the center's specialty pharmacy from January 2019 through April 2020. Baseline demographics and reasons for non-adherence and/or discontinuation were collected from the electronic health record and pharmacy claims history was used to calculate adherence using proportion of days covered (PDC). Patients were included in the PDC analysis if they had at least 3 fills during the study period. Non-adherence was defined as a PDC < 0.8. Descriptive statistics were used to summarize data with categorical variables represented as frequencies and percentages and continuous variables as medians and interquartile ranges (IQRs). RESULTS We included 136 patients with a median age of 14 years (IQR 9 - 21). Most patients were white (n = 115, 85%), with a diagnosis of intractable epilepsy (n = 100, 74%). Among the 128 patients with 3 or more fills, the median PDC was 0.99 (IQR 0.95 - 1.00) with non-adherence seen in 6% (n = 8) of patients. The most common reason for non-adherence was side effects (n = 2, 25%). Prescription CBD was discontinued by 23% (n = 31) of patients with a median time to discontinuation of 117 days (IQR 68 - 216). The most common reason for discontinuation was major side effects (n = 12, 39%). The most common side effects leading to discontinuation were agitation/irritability (n = 4), mood changes (n = 4), aggressive behavior (n = 3), and increased seizure frequency (n = 3). CONCLUSION Adherence to prescription CBD at an integrated care center was high with approximately 94% of patients considered adherent. Providers and pharmacists may improve adherence and discontinuation rates by educating patients on the timeline of response, potential side effects, and potential for dose adjustments.
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Affiliation(s)
- J Paige Barnes
- Lipscomb University College of Pharmacy, Nashville, TN, United States
| | - Holly Dial
- Department of Pharmacy, Ascension Saint Thomas Midtown Hospital, Nashville, TN, United States
| | - Wendi Owens
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Nisha B Shah
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Autumn D Zuckerman
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, United States.
| | - Kayla Johnson
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, United States.
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Shah NB, Zuckerman AD, Hosteng KR, Fann J, DeClercq J, Choi L, Cherry L, Schwartz DA, Horst S. Insurance Approval Delay of Biologic Therapy Dose Escalation Associated with Disease Activity in Patients with Inflammatory Bowel Disease. Dig Dis Sci 2023; 68:4331-4338. [PMID: 37725192 DOI: 10.1007/s10620-023-08098-7] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 08/26/2023] [Indexed: 09/21/2023]
Abstract
BACKGROUND Dose escalation of self-injectable biologic therapy for inflammatory bowel diseases may be required to counteract loss of response and/or low drug levels. Payors often require completion of a prior authorization (PA), which is a complex approval pathway before providing coverage. If the initial PA request is denied, clinic staff must complete a time and resource-intensive process to obtain medication approval. AIMS This study measured time from decision to dose escalate to insurance approval and evaluated impact of approval time on disease activity. METHODS This was a single-center retrospective analysis of adult patients with IBD prescribed an escalated dose of biologic therapy at an academic center with an integrated specialty pharmacy team from January to December 2018. Outcomes included time to insurance approval and the association between approval time and follow-up C-reactive protein (CRP) and Short Inflammatory Bowel Disease Questionnaire (SIBDQ) scores. Associations were tested using linear regression analyses. RESULTS 220 patients were included, median age 39, 53% female, and 96% white. Overall median time from decision to dose escalate to insurance approval was 7 days [interquartile range (IQR) 1, 14]. Approval time was delayed when an appeal was required [median of 29 days (IQR 17, 43)]. Patients with a longer time to insurance approval were less likely to have CRP improvement (p = 0.019). Time to insurance approval did not significantly impact follow-up SIBDQ scores. CONCLUSION Patients who had a longer time to insurance approval were less likely to have improvement in CRP, highlighting the negative clinical impact of a complex dose escalation process.
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Affiliation(s)
- Nisha B Shah
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Autumn D Zuckerman
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA.
| | - Katie R Hosteng
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Jessica Fann
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Josh DeClercq
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Leena Choi
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Laura Cherry
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - David A Schwartz
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
| | - Sara Horst
- Vanderbilt University Medical Center, 784 Melrose Avenue, Nashville, TN, 37211, USA
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Cruchelow KR, Peter ME, Chakrabarti A, Gipson HM, Gregory WT, DeClercq J, Choi L, Tanner SB. Denosumab treatment lapses, discontinuation, and off-treatment fracture risk: A retrospective study of patients with osteoporosis in a real-world clinical setting. Bone 2023; 177:116925. [PMID: 37797711 DOI: 10.1016/j.bone.2023.116925] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 09/26/2023] [Accepted: 10/01/2023] [Indexed: 10/07/2023]
Abstract
INTRODUCTION The purpose of this study was to retrospectively examine predictors of fracture risk when adult patients experienced a denosumab treatment lapse or discontinuation in a real-world clinic setting. MATERIALS AND METHODS Eligible patients were adults who had received ≥2 doses of denosumab at an academic health center in the United States. Demographics, treatment doses, reasons for missed doses, and fractures, were collected retrospectively from electronic health records, from an 8-year period (2010-2018). The number of times each patient incurred a treatment lapse, defined as ≥240 days between two doses (excluding lapse due to discontinuation, death, or transfer of care) was computed. The occurrence of denosumab discontinuation (excluding discontinuation due to death or transfer of care), whether the patient initiated alternative therapy, and the reason for each lapse and discontinuation were collected. Cox proportional hazards models assessed characteristics associated with risk of fracture and treatment discontinuation. A logistic regression model was used to determine if cumulative amount of time off medication (i.e., cumulative lapse time) was associated with a higher likelihood of incurring a fracture. RESULTS We included 534 patients: 95 % White, 86 % women, 33 % tobacco users, 13 % diagnosed with diabetes, median age 69 years (Interquartile Range (IQR): 62-77), and median Body Mass Index (BMI) 25 kg/m2 (IQR: 22-28). Thirty-six percent of patients incurred 250 lapses; 10 % discontinued therapy. Dental problems/procedures and logistical barriers were the most common reasons for lapses and discontinuations. Nineteen percent (n = 103) incurred a total of 190 fractures; of these, 121 were osteoporotic, 50 were vertebral. Risk of any, osteoporotic, and vertebral fractures were associated with off-treatment status (hazard ratio [HR] = 1.7, p = 0.043; HR = 2.0, p = 0.026; and HR = 4.2, p = 0.001, respectively) and older age (HR = 1.3, p = 0.015; HR = 1.5, p = 0.001; and HR = 1.8, p = 0.005, respectively). Older age was associated with higher risk of discontinuation (HR = 1.4, p = 0.022). There was a non-significant trend of a nonlinear association between incurring a fracture and cumulative lapse time (p = 0.087). CONCLUSION Denosumab treatment lapses are common, and off-treatment status may be associated with a higher risk of fractures. Clinical teams should proactively identify and address adverse effects and potential logistical barriers to reduce the risk of treatment lapses.
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Affiliation(s)
- Katie R Cruchelow
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, Nashville, TN, USA
| | - Megan E Peter
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, Nashville, TN, USA
| | - Anwesa Chakrabarti
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, Nashville, TN, USA
| | - Hannah M Gipson
- The University of Tennessee Health Science Center, Nashville, TN, USA
| | - W Taylor Gregory
- The University of Tennessee Health Science Center, Nashville, TN, USA
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - S Bobo Tanner
- Divisions of Rheumatology, Allergy & Immunology, Vanderbilt University Medical Center, Nashville, TN, USA.
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Zuckerman AD, Banks AM, Wawrzyniak J, Rightmier E, Simonson D, Zagel AL, Turco E, Blevins A, DeClercq J, Choi L. Patient-reported outcomes and pharmacist actions in patients with multiple sclerosis managed by health-system specialty pharmacies. Am J Health Syst Pharm 2023; 80:1650-1661. [PMID: 37556317 DOI: 10.1093/ajhp/zxad180] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Indexed: 08/11/2023] Open
Abstract
PURPOSE This study evaluated patient-reported outcomes (PROs) and pharmacist actions for patients on disease-modifying therapies (DMTs) for multiple sclerosis (MS) through health-system specialty pharmacies (HSSPs). METHODS A multisite, prospective cohort study of patients utilizing an HSSP for DMT fulfillment was performed. Primary outcomes were affirmative answers to PRO questions regarding impacted productivity, hospitalization, and relapse and pharmacist actions. Rates of pharmacist actions were reported as the number of person-years of treatment per action. Univariate and multivariate logistic regression were used to evaluate the association between each PRO and covariates, including the number of pharmacist actions performed, age, sex, insurance, site, and route of administration. RESULTS The 968 patients included had 10,562 fills and 6,946 PRO assessments. The most common affirmative PRO was impacted productivity (14.6%). Pharmacists performed 3,683 actions, most commonly general medication education (42.6%) and safety (33.3%). Rates of general medication education and nonfinancial coordination of care actions were similar across medication classes; other pharmacist actions varied by medication class. Insurance type was significantly associated with reporting impacted productivity; patients with Medicare and Medicaid were 2.2 and 3.1 times more likely to have reported impacted productivity, respectively (P < 0.001) than commercially insured patients. Patients who reported impacted productivity had more pharmacist actions (P < 0.001). CONCLUSION Patients on DMTs through an HSSP reported low rates of impacted productivity, relapse, and hospitalization due to MS, although patients with noncommercial insurance were more likely to have impacted productivity. Patients reporting impacted productivity and those taking certain DMTs may require more frequent pharmacist actions.
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Affiliation(s)
- Autumn D Zuckerman
- Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Aimee M Banks
- Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Julie Wawrzyniak
- University of Rochester Specialty Pharmacy, UR Medicine, Rochester, NY, USA
| | | | - Dana Simonson
- Fairview Specialty Pharmacy, Fairview Pharmacy Services, Minneapolis, MN, USA
| | | | - Evan Turco
- WVU Medicine Specialty Pharmacy Services, Allied Health Solutions, Morgantown, WV, USA
| | - Abbi Blevins
- WVU Medicine Specialty Pharmacy Services, Allied Health Solutions, Morgantown, WV, USA
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
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Whelchel K, Zuckerman AD, DeClercq J, Choi L, Kelly SG. Optimizing HIV PrEP Persistence: Does Your Pharmacy Matter? AIDS Behav 2023; 27:3735-3744. [PMID: 37266824 DOI: 10.1007/s10461-023-04091-3] [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] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/15/2023] [Indexed: 06/03/2023]
Abstract
Persistence to human immunodeficiency virus (HIV) pre-exposure prophylaxis (PrEP) is integral to preventing new HIV infections. Previous studies have shown real-world PrEP persistence is low and insight is needed into PrEP delivery strategies that improve persistence. This single-center, retrospective, cohort study measured persistence in patients filling PrEP through an integrated health-system specialty pharmacy (HSSP) compared to those filling at external pharmacies. The Kaplan-Meier estimates for persistence probability at 6, 12, and 18 months were 0.87 (95% CI 0.79-0.95), 0.75 (95% CI 0.66-0.86), and 0.64 (95% CI 0.53-0.76) for the HSSP cohort compared to 0.65 (95% CI 0.51-0.83), 0.41 (95% CI 0.28-0.62), and 0.32 (95% CI 0.2-0.53), respectively, for the non-HSSP cohort (log-rank p < 0.001, [Formula: see text] = 11.2). Cox PH modeling showed that patients using a non-HSSP were 2.7 times more likely to be non-persistent than HSSP patients (HR 2.7, 95% CI 1.6-4.7, p < 0.001, [Formula: see text] = 12.61), demonstrating patients were better maintained on PrEP therapy when their prescriptions were filled with the HSSP.
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Affiliation(s)
- Kristen Whelchel
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, 726 Melrose Ave, Nashville, TN, 37211, USA.
| | - Autumn D Zuckerman
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, 726 Melrose Ave, Nashville, TN, 37211, USA
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Sean G Kelly
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
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Rask JP, Duran HT, DeClercq J, Andreae M, Anders S, Banerjee A, Burden AR, Levine AI, Shotwell MS, Sinz EH, Torsher LC, Gaba DM, Weinger MB. Screening for hazardous attitudes among anaesthesiologists: a pilot study. Br J Anaesth 2023; 131:e157-e160. [PMID: 37741719 PMCID: PMC10653638 DOI: 10.1016/j.bja.2023.08.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 08/06/2023] [Indexed: 09/25/2023] Open
Affiliation(s)
- John P Rask
- Department of Anesthesiology and Critical Care Medicine, University of New Mexico School of Medicine, University of New Mexico, Albuquerque, NM, USA.
| | - Huong-Tram Duran
- Department of Anesthesiology and Perioperative Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Josh DeClercq
- Center for Research and Innovation in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
| | - Michael Andreae
- Department of Anesthesiology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Shilo Anders
- Center for Research and Innovation in Systems Safety (CRISS), Vanderbilt Institute for Medicine and Public Health, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Arna Banerjee
- Division of Anesthesiology Critical Care Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Amanda R Burden
- Department of Anesthesiology, Cooper Medical School of Rowan University, Camden, NJ, USA
| | - Adam I Levine
- Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mt Sinai, New York, NY, USA
| | - Matthew S Shotwell
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Elizabeth H Sinz
- Department of Anesthesiology and Perioperative Medicine, Medical Simulation Center, Penn State Health Milton S. Hershey Medical Center, Hershey, PA, USA
| | - Laurence C Torsher
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | - David M Gaba
- Department of Anesthesiology, Stanford University School of Medicine, Center for Immersive and Simulation-based Learning, Li Ka Shing Center for Learning and Knowledge, Stanford, CA, USA
| | - Matthew B Weinger
- Center for Research and Innovation in Systems Safety (CRISS), Vanderbilt Institute for Medicine and Public Health, Vanderbilt University Medical Center, Nashville, TN, USA
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Bounajem GJ, DeClercq J, Collett G, Ayers GD, Jain N. Does interaction occur between risk factors for revision total knee arthroplasty? Arch Orthop Trauma Surg 2023:10.1007/s00402-023-05107-2. [PMID: 37902892 DOI: 10.1007/s00402-023-05107-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 10/09/2023] [Indexed: 11/01/2023]
Abstract
INTRODUCTION Several risk factors for revision TKA have previously been identified, but interactions between risk factors may occur and affect risk of revision. To our knowledge, such interactions have not been previously studied. As patients often exhibit multiple risk factors for revision, knowledge of these interactions can help improve risk stratification and patient education prior to TKA. MATERIALS AND METHODS The State Inpatient Databases (SID), part of the Healthcare Cost and Utilization Project (HCUP), were queried to identify patients who underwent TKA between January 1, 2006 and December 31, 2015. Risk factors for revision TKA were identified, and interactions between indication for TKA and other risk factors were analyzed. RESULTS Of 958,944 patients who underwent TKA, 33,550 (3.5%) underwent revision. Age, sex, race, length of stay, Elixhauser readmission score, urban/rural designation, and indication for TKA were significantly associated with revision (p < 0.05). Age was the strongest predictor (p < 0.0001), with younger patients exhibiting higher revision risk. Risks associated with age were modified by an interaction with indication for TKA (p < 0.0001). There was no significant interaction between sex and indication for TKA (p = 0.535) or race and indication for TKA (p = 0.187). CONCLUSIONS Age, sex, race, length of stay, Elixhauser readmission score, urban/rural designation, and indication for TKA are significantly associated with revision TKA. Interaction occurs between age and indication.
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Affiliation(s)
- Georges J Bounajem
- Department of Orthopaedic Surgery, UT Southwestern Medical Center, Dallas, TX, USA.
- UT Southwestern Medical Center at Frisco, 12500 Dallas Parkway, 3rd Floor, Orthopaedic Surgery, Frisco, TX, 75033-9071, USA.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
| | - Garen Collett
- Department of Orthopaedic Surgery, UT Southwestern Medical Center, Dallas, TX, USA
| | - Gregory D Ayers
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
| | - Nitin Jain
- Department of Physical Medicine and Rehabilitation, UT Southwestern Medical Center, Dallas, TX, USA
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Johnson K, Barnes JP, Dial H, DeClercq J, Choi L, Shah NB, Reddy S, Zuckerman AD. Therapy outcomes associated with prescription cannabidiol use at 12 months post-initiation. Epilepsy Behav 2023; 147:109412. [PMID: 37666204 DOI: 10.1016/j.yebeh.2023.109412] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Revised: 08/11/2023] [Accepted: 08/19/2023] [Indexed: 09/06/2023]
Abstract
OBJECTIVE This study evaluated prescription cannabidiol (CBD) outcomes during the first 12 months of therapy. METHODS A single-center, prospective cohort study was performed including patients prescribed CBD from January 2019 - April 2020, excluding clinical trial patients and those using external specialty pharmacy services. The primary outcome wasepilepsy-related emergency healthcare service (EHS) use within 12 months of initation. Secondary outcomes included prescription CBD discontinuation rate and reason and concomitant anti-seizure medication (ASM) use. A multiple logistic regression model evaluated the odds of EHS use, adjusting for initial concomitant ASM count, age, and insurance type. RESULTS The 136 patients included were 85% white, 50% female, and 68% pediatric. EHS utilization occurred in 37% (n = 50) of patients; 29 patients (21%, n = 20 pediatric, n = 9 adult) had at least one emergency department (ED) visit, 9 patients (7%) had two or more; 30 patients (22%, n = 22 pediatric, n = 8 adult) had at least one hospitalizaion. Median time to first ED and hospitalization was 69 (IQR 31-196) and 104 (IQR 38-179) days, respectively. Prescription CBD was discontinued in 31 patients (23%, n = 18 pediatric, n = 13 adult), due to major side effects (n = 12, 39%), common side effects (n = 11, 36%), and unsatisfactory response (n = 11, 36%). There was no significant change in concomitant ASM use. CONCLUSION Despite potential benefits of prescription CBD, many patients utilize EHSs in the first 12 months of treatment with minimal changes in concomitant ASM use.
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Affiliation(s)
- Kayla Johnson
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, 1211 Medical Center Dr, Nashville, TN 37232, USA.
| | - Jessica P Barnes
- Lipscomb University College of Pharmacy, 1 University Park Dr, Nashville, TN 37204, USA.
| | - Holly Dial
- Lipscomb University College of Pharmacy, 1 University Park Dr, Nashville, TN 37204, USA.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, 1211 Medical Center Dr, Nashville, TN 37232, USA.
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, 1211 Medical Center Dr, Nashville, TN 37232, USA.
| | - Nisha B Shah
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, 1211 Medical Center Dr, Nashville, TN 37232, USA.
| | - Shilpa Reddy
- Department of Pediatric Neurology, Monroe Carell Jr. Children's Hospital at Vanderbilt University Medical Center, 2200 Children's Way, Nashville, TN 37232, USA.
| | - Autumn D Zuckerman
- Vanderbilt Specialty Pharmacy, Vanderbilt Health System, 1211 Medical Center Dr, Nashville, TN 37232, USA.
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Self WH, DeClercq J, Orr M. Renin-Angiotensin System Modulation in Adults With COVID-19-Reply. JAMA 2023; 330:664-665. [PMID: 37581675 DOI: 10.1001/jama.2023.10786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/16/2023]
Affiliation(s)
- Wesley H Self
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Michael Orr
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
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Petry L, Zuckerman AD, DeClercq J, Choi L, Lynch B, Saknini M. Primary medication nonadherence rates to specialty disease-modifying antirheumatic drugs for rheumatoid arthritis within a health system specialty pharmacy. J Manag Care Spec Pharm 2023; 29:732-739. [PMID: 37404072 PMCID: PMC10387977 DOI: 10.18553/jmcp.2023.29.7.732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/06/2023]
Abstract
BACKGROUND: Assessing primary medication nonadherence, the rate at which a medication is prescribed for a patient but is not obtained or replaced with an alternative medication within a reasonable time period, can provide a better understanding of the frequency and impact of these barriers to medication access. Previous literature has reported high rates of primary medication nonadherence, ranging from approximately 20% to 55% in patients with rheumatoid arthritis (RA) treated with specialty disease-modifying antirheumatic drugs (DMARDs). The high primary medication nonadherence rate may reflect the difficulties associated with obtaining specialty medications, such as high costs, extended prior authorizations, and pretreatment safety requirements. OBJECTIVE: To evaluate reasons for and rates of primary medication nonadherence to specialty DMARDs in patients with RA referred to an integrated health systems specialty pharmacy. METHODS: We conducted a retrospective cohort study examining eligible patients with a specialty DMARD referral from a health system rheumatology provider to the health system specialty pharmacy. Initially, pharmacy claims were used to identify primary medication nonadherence, defined as the lack of a fill event within 60 days following the medication referral for patients without a specialty DMARD claim in the 180 days prior. Referrals from July 1, 2020, to July 1, 2021, were eligible. Exclusion criteria included duplicate referrals, use for non-RA indications, switches to clinic-administered therapies, and alternate filling methods. Medical record reviews were conducted to confirm referral outcomes. Outcomes included rate of and reasons for primary medication nonadherence. RESULTS: We included 480 eligible patients, 100 of whom had no documented fill event. After medical record review, 27 patients were removed due to having a non-RA diagnosis and 65 patients were removed due to having alternative fill methods, most due to external prescription routing (83.1%). The final primary medication nonadherence rate was 2.1%. Out of the 8 cases of true primary medication nonadherence, 3 patients held specialty DMARD therapy because of other existing disease states, 3 patients were unreachable, and 2 patients were unable to afford medication. CONCLUSIONS: Rates of primary medication nonadherence to specialty DMARDs were low in patients with RA managed by a health system specialty pharmacy. A total of 8 primary medication nonadherence cases were related to safety concerns in non-RA diseases states, patient unreachability, and affordability. However, the limited number of primary medication nonadherence cases limits the generalizability of reasons for primary medication nonadherence found in this study. Key elements of the health systems specialty pharmacy model that likely contribute to low primary medication nonadherence include dedicated financial assistance navigation services, in-clinic pharmacist availability, and open communication between provider offices.
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Affiliation(s)
- Laura Petry
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | - Autumn D Zuckerman
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Bridget Lynch
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | - Marci Saknini
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
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Zuckerman A, Crumb J, Kandah HM, Platt T, Duckworth D, Lo K, Mitchell D, Diamantides E, Streck CM, DeClercq J, Choi L, Patel R. Low rates of primary medication nonadherence in patients prescribed oral oncology agents across health system specialty pharmacies. J Manag Care Spec Pharm 2023; 29:740-748. [PMID: 37404071 PMCID: PMC10387944 DOI: 10.18553/jmcp.2023.29.7.740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/06/2023]
Abstract
BACKGROUND: New oral oncology medications bring novel challenges when patients are initiating treatment. Rates of primary medication nonadherence (PMN), the rate at which a medication is prescribed but not obtained, of up to 30% have been reported for oral oncology medications. More research is needed to identify causes and develop strategies for health system specialty pharmacies (HSSPs) to improve cancer treatment initiation rates. OBJECTIVE: To evaluate the rate and reasons for PMN to specialty oral oncology medications in an HSSP setting. METHODS: We performed a multisite retrospective cohort study across 7 HSSP sites. Patients were included if they had an orally self-administered oncology medication referral generated by the health system of the affiliated specialty pharmacy between May 1, 2020, and July 31, 2020. Data collected at each site using pharmacy software and the electronic health record were deidentified and aggregated for analysis. After identifying unfilled referrals within a 60-day fill window, a retrospective chart review was performed to identify final referral outcomes and reasons for unfilled referrals. Referral outcomes were categorized as unknown fill outcomes (because of being referred to another fulfillment method or if received for benefits investigation only), filled by the HSSP, or not filled. The primary outcome was PMN for each PMN-eligible referral and secondary outcomes included reason for PMN and time to fill. The final PMN rate was calculated by dividing the number of unfilled referrals by total referrals with a known fill outcome. RESULTS: Of 3,891 referrals, 947 were PMN eligible, representing patients with a median age of 65 years (interquartile range = 55-73), near equal distribution between male and female (53% vs 47%), and most commonly with Medicare pharmacy coverage (48%). The most referred medication was capecitabine (14%), and the most common diagnosis was prostate cancer (14%). Among PMN-eligible referrals, 346 (37%) had an unknown fill outcome. Of the 601 referrals with known fill outcome, 69 referrals were true instances of PMN, yielding the final PMN rate of 11%. Most referrals were filled by the HSSP (56%). Patient decision was the most common reason for not filling (25%; 17/69 PMN cases). The median time to fill after initial referral was 5 days (interquartile range = 2-10). CONCLUSIONS: HSSPs have a high percentage of patient initiation of new oral oncology medication treatments in a timely manner. More research is needed to understand patient reasons for deciding not to start therapy and to improve patient-centered cancer treatment planning decisions. DISCLOSURES: Dr Crumb was a planning committee member with Horizon CME for the Nashville APPOS 2022 Conference. Dr Patel received funding and support for attending meetings and/or travel from the University of Illinois Chicago College of Pharmacy.
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Affiliation(s)
- Autumn Zuckerman
- Health Outcomes and Research, Vanderbilt University Medical Center, Nashville, TN
| | - Jared Crumb
- Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN
| | | | - Thom Platt
- Specialty Pharmacy and Infusion Services, UK HealthCare, Lexington, KY
| | - Debbie Duckworth
- Specialty Pharmacy and Infusion Services, UK HealthCare, Lexington, KY
| | - Kristina Lo
- Oncology Specialty Pharmacy, University of California Davis Health, Sacramento
| | - David Mitchell
- UC Davis Specialty Pharmacy, University of California Davis Health, Sacramento
| | | | | | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Ruchik Patel
- Department of Pharmacy Practice, College of Pharmacy, University of Illinois Chicago
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Zuckerman AD, Mourani J, Smith A, Ortega M, Donovan JL, Gazda NP, Tong K, Simonson D, Kelley T, DeClercq J, Choi L, Pierce G. 2022 ASHP Survey of Health-System Specialty Pharmacy Practice: Clinical Services. Am J Health Syst Pharm 2023; 80:827-841. [PMID: 36999452 DOI: 10.1093/ajhp/zxad064] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Indexed: 04/01/2023] Open
Abstract
PURPOSE Results of the first ASHP national survey of clinical services provided by health-system specialty pharmacies (HSSPs) are presented. METHODS A survey questionnaire was developed by 26 HSSP contacts after reviewing available literature on the role and services of HSSPs. After pilot and cognitive testing resulting in a final questionnaire of 119 questions, a convenience sample of 441 leaders in HSSPs was contacted using email and invited to participate in the survey. RESULTS The survey response rate was 29%. Almost half of respondents (48%) had offered pharmacy services for 7 years or more, and most (60%) dispensed more than 15,000 prescriptions annually. Respondents most commonly (42%) reported a specialist model wherein staff are dedicated to specific specialty disease states. Over half of respondents reported providing several medication access, pretreatment assessment, and initial counseling services to patients referred to them, regardless of whether the HSSP was used for medication fulfillment. All HSSP activities were noted to be documented in the electronic health record and visible to providers frequently or always. Almost all respondents noted that HSSP pharmacists have a role in specialty medication selection. Disease-specific outcomes were tracked in 95% of responding HSSPs, with 67% reporting that outcomes were used to drive patient monitoring. HSSPs were often involved in continuity of care services such as transitions of care (reported by 89% of respondents), referral to other health-system services (53%), and addressing social determinants of health (60%). Most respondents (80%) reported providing clinical education to specialty clinic staff, including medicine learners (62%). Though only 12% of respondents had dedicated outcomes research staff, many reported annually publishing (47%) or presenting (61%) outcomes research. CONCLUSION HSSPs are a clinical and educational resource for specialty clinics and have developed robust patient care services that encompass the patient journey from before specialty medication selection through treatment monitoring and optimization.
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Affiliation(s)
- Autumn D Zuckerman
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Amy Smith
- University Specialty Pharmacy, University of Tennessee Medical Center, Knoxville, TN, USA
| | - Melissa Ortega
- Tufts Medicine Specialty Pharmacy, Tufts Medical Center, Boston, MA, USA
| | | | | | - Kimhouy Tong
- Outpatient Pharmacy Services, Yale New Haven Health, Hamden, CT, USA
| | | | - Tara Kelley
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Gabrielle Pierce
- American Society of Health-System Pharmacists, Bethesda, MD, USA
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Zuckerman AD, DeClercq J, Simonson D, Zagel AL, Turco E, Banks A, Wawrzyniak J, Rightmier E, Blevins A, Choi L. Adherence and persistence to self-administered disease-modifying therapies in patients with multiple sclerosis: A multisite analysis. Mult Scler Relat Disord 2023; 75:104738. [PMID: 37182475 DOI: 10.1016/j.msard.2023.104738] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 04/19/2023] [Accepted: 04/27/2023] [Indexed: 05/16/2023]
Abstract
BACKGROUND Though there are several disease-modifying therapy (DMT) options for patients with multiple sclerosis (MS), treatment outcomes rely on patient adherence and persistence. Previous studies have demonstrated suboptimal adherence rates and high rates of early treatment discontinuation. Health-system specialty pharmacies (HSPPs) are a growing practice model that have demonstrated adherence and persistence benefits through single site evaluations. Research is needed across multiple HSSPs to understand and validate the outcomes of this practice model. METHODS A multisite prospective cohort study was performed including patients with at least three fills of a DMT between January 2020 and June 2021 at an HSSP. Patients were excluded due to pregnancy or death. Enrollment occurred for 6 months followed by 12 months of follow-up. Adherence was measured using pharmacy claims to calculate proportion of days covered (PDC) during the follow-up period. Time to non-persistence was calculated as the time from an index DMT fill to the first date of a gap of >60 days between medication exhaust and fulfillment dates. Adherence and persistence calculations were assessed at the therapeutic class level (any self-administered DMT dispensed by the HSSPs). The Kaplan-Meier method was used to present the probability of being persistent, and Cox proportional hazards regression analysis was used to estimate hazard ratios of factors associated with non-persistence, which included age, sex, study site, insurance type, and whether the patient switched medication as potential factors. RESULTS The most common self-administered DMTs filled among 968 patients were glatiramer acetate (32%), fingolimod (18%), and dimethyl fumarate (18%). Most patients (96%) did not switch DMT during the study period. The median PDC was 0.97 (interquartile range 0.90-0.99), which was similar across all sites. Patients who had at least one DMT switch were 76% less likely to have a higher PDC than those who did not have any switch after adjusting for other covariates (Odds ratio: 0.24, 95% confidence interval [CI]: 0.14-0.40, p<0.001). Most patients (86%) were persistent to DMT over the 12-month study period. Among those non-persistent, median time to non-persistence was 231 (IQR 177-301) days. Patients who switched medications were 2.4 times more likely to be non-persistent (95% CI: 1.3 - 4.5, p = 0.005). The most common reasons for non-persistence were discontinuation/medication held for an extended period (30%), often due to patient or prescriber decision (75%). CONCLUSION High rates of DMT adherence and persistence were seen among patients serviced by HSSPs, indicating potential benefits of this model for patients with MS. Switching DMTs was associated with lower adherence and persistence and may be an opportunity for added care coordination or resources to optimize therapy transitions.
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Affiliation(s)
- Autumn D Zuckerman
- Specialty Pharmacy Services, Vanderbilt University Medical Center, 726 Melrose Ave, Nashville, TN 37211, United States.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, United States
| | - Dana Simonson
- Fairview Specialty Pharmacy, 711 Kasota Ave SE, Minneapolis, MN 55414, United States
| | - Alicia L Zagel
- Fairview Pharmacy Services, 711 Kasota Ave SE, Minneapolis, MN 55414, United States
| | - Evan Turco
- WVU Medicine Specialty Pharmacy Services, Allied Health Solutions, 3040 University Ave Suite 1400, Morgantown, WV 26505, United States
| | - Aimee Banks
- Specialty Pharmacy Services, Vanderbilt University Medical Center, 726 Melrose Ave, Nashville, TN 37211, United States
| | - Julie Wawrzyniak
- University of Rochester Specialty Pharmacy, UR Medicine, 601 Elmwood Ave, Rochester NY 14642, United States
| | - Elizabeth Rightmier
- University of Rochester Specialty Pharmacy, UR Medicine, 601 Elmwood Ave, Rochester NY 14642, United States
| | - Abbi Blevins
- WVU Medicine Specialty Pharmacy Services, Allied Health Solutions, 3040 University Ave Suite 1400, Morgantown, WV 26505, United States
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, United States
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15
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Self WH, Shotwell MS, Gibbs KW, de Wit M, Files DC, Harkins M, Hudock KM, Merck LH, Moskowitz A, Apodaca KD, Barksdale A, Safdar B, Javaheri A, Sturek JM, Schrager H, Iovine N, Tiffany B, Douglas IS, Levitt J, Busse LW, Ginde AA, Brown SM, Hager DN, Boyle K, Duggal A, Khan A, Lanspa M, Chen P, Puskarich M, Vonderhaar D, Venkateshaiah L, Gentile N, Rosenberg Y, Troendle J, Bistran-Hall AJ, DeClercq J, Lavieri R, Joly MM, Orr M, Pulley J, Rice TW, Schildcrout JS, Semler MW, Wang L, Bernard GR, Collins SP. Renin-Angiotensin System Modulation With Synthetic Angiotensin (1-7) and Angiotensin II Type 1 Receptor-Biased Ligand in Adults With COVID-19: Two Randomized Clinical Trials. JAMA 2023; 329:1170-1182. [PMID: 37039791 PMCID: PMC10091180 DOI: 10.1001/jama.2023.3546] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 02/24/2023] [Indexed: 04/12/2023]
Abstract
Importance Preclinical models suggest dysregulation of the renin-angiotensin system (RAS) caused by SARS-CoV-2 infection may increase the relative activity of angiotensin II compared with angiotensin (1-7) and may be an important contributor to COVID-19 pathophysiology. Objective To evaluate the efficacy and safety of RAS modulation using 2 investigational RAS agents, TXA-127 (synthetic angiotensin [1-7]) and TRV-027 (an angiotensin II type 1 receptor-biased ligand), that are hypothesized to potentiate the action of angiotensin (1-7) and mitigate the action of the angiotensin II. Design, Setting, and Participants Two randomized clinical trials including adults hospitalized with acute COVID-19 and new-onset hypoxemia were conducted at 35 sites in the US between July 22, 2021, and April 20, 2022; last follow-up visit: July 26, 2022. Interventions A 0.5-mg/kg intravenous infusion of TXA-127 once daily for 5 days or placebo. A 12-mg/h continuous intravenous infusion of TRV-027 for 5 days or placebo. Main Outcomes and Measures The primary outcome was oxygen-free days, an ordinal outcome that classifies a patient's status at day 28 based on mortality and duration of supplemental oxygen use; an adjusted odds ratio (OR) greater than 1.0 indicated superiority of the RAS agent vs placebo. A key secondary outcome was 28-day all-cause mortality. Safety outcomes included allergic reaction, new kidney replacement therapy, and hypotension. Results Both trials met prespecified early stopping criteria for a low probability of efficacy. Of 343 patients in the TXA-127 trial (226 [65.9%] aged 31-64 years, 200 [58.3%] men, 225 [65.6%] White, and 274 [79.9%] not Hispanic), 170 received TXA-127 and 173 received placebo. Of 290 patients in the TRV-027 trial (199 [68.6%] aged 31-64 years, 168 [57.9%] men, 195 [67.2%] White, and 225 [77.6%] not Hispanic), 145 received TRV-027 and 145 received placebo. Compared with placebo, both TXA-127 (unadjusted mean difference, -2.3 [95% CrI, -4.8 to 0.2]; adjusted OR, 0.88 [95% CrI, 0.59 to 1.30]) and TRV-027 (unadjusted mean difference, -2.4 [95% CrI, -5.1 to 0.3]; adjusted OR, 0.74 [95% CrI, 0.48 to 1.13]) resulted in no difference in oxygen-free days. In the TXA-127 trial, 28-day all-cause mortality occurred in 22 of 163 patients (13.5%) in the TXA-127 group vs 22 of 166 patients (13.3%) in the placebo group (adjusted OR, 0.83 [95% CrI, 0.41 to 1.66]). In the TRV-027 trial, 28-day all-cause mortality occurred in 29 of 141 patients (20.6%) in the TRV-027 group vs 18 of 140 patients (12.9%) in the placebo group (adjusted OR, 1.52 [95% CrI, 0.75 to 3.08]). The frequency of the safety outcomes was similar with either TXA-127 or TRV-027 vs placebo. Conclusions and Relevance In adults with severe COVID-19, RAS modulation (TXA-127 or TRV-027) did not improve oxygen-free days vs placebo. These results do not support the hypotheses that pharmacological interventions that selectively block the angiotensin II type 1 receptor or increase angiotensin (1-7) improve outcomes for patients with severe COVID-19. Trial Registration ClinicalTrials.gov Identifier: NCT04924660.
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Affiliation(s)
- Wesley H. Self
- Vanderbilt Institute for Clinical and Translational Research, Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Matthew S. Shotwell
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Kevin W. Gibbs
- Department of Medicine, Wake Forest University, Winston-Salem, North Carolina
| | - Marjolein de Wit
- Department of Medicine, Virginia Commonwealth University, Richmond
| | - D. Clark Files
- Department of Medicine, Wake Forest University, Winston-Salem, North Carolina
| | - Michelle Harkins
- Department of Internal Medicine, University of New Mexico, Albuquerque
| | | | - Lisa H. Merck
- Department of Emergency Medicine, Virginia Commonwealth University Health System, Richmond
| | - Ari Moskowitz
- Department of Medicine, Montefiore Medical Center, Bronx, New York
| | | | - Aaron Barksdale
- Department of Emergency Medicine, University of Nebraska Medical Center, Omaha
| | - Basmah Safdar
- Department of Emergency Medicine, Yale University, New Haven, Connecticut
| | - Ali Javaheri
- Department of Medicine, Washington University, St Louis, Missouri
| | | | - Harry Schrager
- Department of Medicine, Tufts School of Medicine, Newton-Wellesley Hospital, Newton, Massachusetts
| | - Nicole Iovine
- Department of Medicine, University of Florida, Gainesville
| | | | - Ivor S. Douglas
- Department of Medicine, Denver Health Medical Center, Denver, Colorado
| | - Joseph Levitt
- Department of Medicine, Stanford University, Stanford, California
| | | | - Adit A. Ginde
- Department of Emergency Medicine, School of Medicine, University of Colorado, Aurora
| | - Samuel M. Brown
- Department of Pulmonary/Critical Care Medicine, Intermountain Medical Center, Murray, Utah
| | - David N. Hager
- Department of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - Katherine Boyle
- Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Abhijit Duggal
- Department of Medicine, Cleveland Clinic Foundation, Cleveland, Ohio
| | - Akram Khan
- Department of Medicine, Oregon Health & Science University, Portland
| | - Michael Lanspa
- Department of Pulmonary/Critical Care Medicine, Intermountain Medical Center, Murray, Utah
| | - Peter Chen
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Michael Puskarich
- Department of Emergency Medicine, University of Minnesota, Minneapolis
| | - Derek Vonderhaar
- Department of Medicine, Ochsner Medical Center, New Orleans, Louisiana
| | | | - Nina Gentile
- Department of Emergency Medicine, Temple University, Philadelphia, Pennsylvania
| | - Yves Rosenberg
- National Heart, Lung, and Blood Institute, Bethesda, Maryland
| | - James Troendle
- National Heart, Lung, and Blood Institute, Bethesda, Maryland
| | - Amanda J. Bistran-Hall
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Robert Lavieri
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Meghan Morrison Joly
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Michael Orr
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jill Pulley
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Todd W. Rice
- Vanderbilt Institute for Clinical and Translational Research, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | | | - Matthew W. Semler
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Li Wang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Gordon R. Bernard
- Vanderbilt Institute for Clinical and Translational Research, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Sean P. Collins
- Vanderbilt Institute for Clinical and Translational Research, Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
- Geriatric Research, Education, and Clinical Center, Veterans Affairs Tennessee Valley Healthcare System, Nashville
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Salwei ME, Anders S, Slagle JM, Whitney G, Lorinc A, Morley S, Pasley J, DeClercq J, Shotwell MS, Weinger MB. Understanding Patient and Clinician Reported Nonroutine Events in Ambulatory Surgery. J Patient Saf 2023; 19:e38-e45. [PMID: 36571577 PMCID: PMC9974589 DOI: 10.1097/pts.0000000000001089] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Nonroutine events (NREs, i.e., deviations from optimal care) can identify care process deficiencies and safety risks. Nonroutine events reported by clinicians have been shown to identify systems failures, but this methodology fails to capture the patient perspective. The objective of this prospective observational study is to understand the incidence and nature of patient- and clinician-reported NREs in ambulatory surgery. METHODS We interviewed patients about NREs that occurred during their perioperative care using a structured interview tool before discharge and in a 7-day follow-up call. Concurrently, we interviewed the clinicians caring for these patients immediately postoperatively to collect NREs. We trained 2 experienced clinicians and 2 patients to assess and code each reported NRE for type, theme, severity, and likelihood of reoccurrence (i.e., likelihood that the same event would occur for another patient). RESULTS One hundred one of 145 ambulatory surgery cases (70%) contained at least one NRE. Overall, 214 NREs were reported-88 by patients and 126 by clinicians. Cases containing clinician-reported NREs were associated with increased patient body mass index ( P = 0.023) and lower postcase patient ratings of being treated with respect ( P = 0.032). Cases containing patient-reported NREs were associated with longer case duration ( P = 0.040), higher postcase clinician frustration ratings ( P < 0.001), higher ratings of patient stress ( P = 0.019), and lower patient ratings of their quality of life ( P = 0.010), of the quality of clinician teamwork ( P = 0.010), being treated with respect ( P = 0.003), and being listened to carefully ( P = 0.012). Trained patient raters evaluated NRE severity significantly higher than did clinician raters ( P < 0.001), while clinicians rated recurrence likelihood significantly higher than patients for both clinician ( P = 0.032) and patient-reported NREs ( P = 0.001). CONCLUSIONS Both patients and clinicians readily report events during clinical care that they believe deviate from optimal care expectations. These 2 primary stakeholders in safe, high-quality surgical care have different experiences and perspectives regarding NREs. The combination of patient- and clinician-reported NREs seems to be a promising patient-centered method of identifying healthcare system deficiencies and opportunities for improvement.
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Affiliation(s)
- Megan E. Salwei
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Shilo Anders
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
- Vanderbilt University School of Engineering, Nashville, TN, USA
| | - Jason M. Slagle
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
| | - Gina Whitney
- Department of Anesthesiology, University of Colorado – Denver and the Children’s Hospital of Colorado, Denver, CO, USA
| | - Amanda Lorinc
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
| | - Susan Morley
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Jessica Pasley
- Department of Public Affairs, Vanderbilt University Medical Center’s Office of News & Communications, Nashville, TN, USA
| | - Josh DeClercq
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Matthew S. Shotwell
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Matthew B. Weinger
- Department of Anesthesiology, Vanderbilt University School of Medicine, and the Center for Research in Systems Safety (CRISS), Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
- Vanderbilt University School of Engineering, Nashville, TN, USA
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Owens W, Dial H, DeClercq J, Choi L, Zuckerman A, Shah NB, Johnson K. Specialty Pharmacy Integration and the Role of an Advanced Certified Pharmacy Technician in Prescription Cannabidiol Access. J Am Pharm Assoc (2003) 2022; 62:1830-1835. [DOI: 10.1016/j.japh.2022.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 07/07/2022] [Accepted: 07/17/2022] [Indexed: 10/17/2022]
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Dial H, Owens W, DeClercq J, Choi L, Zuckerman AD, Shah NB, Johnson K. Prescription cannabidiol for seizure disorder management: Initial drug-drug interaction management by specialty pharmacists. Am J Health Syst Pharm 2022; 79:1592-1598. [PMID: 35675751 DOI: 10.1093/ajhp/zxac155] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
DISCLAIMER In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time. PURPOSE To describe the presence, type, and management of drug-drug interactions (DDIs) at prescription cannabidiol (CBD) therapy initiation. METHODS We conducted a single-center, retrospective study of patients prescribed CBD from a medical center's neurology clinic for seizure management from January 2019 through April 2020. Patients were excluded if they were enrolled in a CBD clinical trial or the insurance approval or medication fulfillment process was not completed by the center's specialty pharmacy. The primary outcomes were the numbers, types, and management of DDIs identified at the time of CBD prescribing. RESULTS Of the 136 patients included, 109 (80%) had a DDI identified at baseline. Of the 260 DDIs, 71% (n = 184) were pharmacodynamic and 29% (n = 76) were pharmacokinetic in nature. Management of the 260 DDIs detected included counseling only (89% [n = 232 interactions]), discontinuation of the interacting agent [9% (n = 22 interactions]), and dosage change for the interacting agent [2% (n = 6 interactions]). Clobazam was the most commonly identified interacting medication (n = 63, 24%), while valproic acid accounted for 10% (n = 26) of the DDIs. The population was predominantly white (n = 115, 85%), 18 years of age or younger (n = 92, 68%), and had an indication for prescription CBD treatment of Lennox-Gastaut syndrome (n = 117, 86%). CONCLUSION This study provides new information on the role that integrated specialty pharmacists can play in identifying and managing initial DDIs in patients starting prescription CBD.
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Affiliation(s)
- Holly Dial
- Lipscomb University College of Pharmacy, Nashville, TN, USA
| | - Wendi Owens
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Autumn D Zuckerman
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Nisha B Shah
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Kayla Johnson
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA
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Kozlicki MZ, Markley B, Shah NB, DeClercq J, Choi L, Zuckerman AD. A Cross-Sectional Analysis of Persistence to Disease-Modifying Therapies in Treatment Naïve and Experienced Patients with Relapsing Multiple Sclerosis at a Health-System Specialty Pharmacy. Mult Scler Relat Disord 2022; 63:103860. [DOI: 10.1016/j.msard.2022.103860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 03/31/2022] [Accepted: 05/07/2022] [Indexed: 10/18/2022]
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Zuckerman AD, Shah NB, Perciavalle K, Looney B, Peter ME, DeClercq J, Moore R, Choi L, Reynolds VW. Primary medication nonadherence to oral oncology specialty medications. J Am Pharm Assoc (2003) 2022; 62:809-816.e1. [DOI: 10.1016/j.japh.2022.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 12/14/2021] [Accepted: 01/04/2022] [Indexed: 11/28/2022]
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Whelchel K, Zuckerman AD, DeClercq J, Choi L, Rashid S, Kelly SG. HIV PrEP access and affordability: a multidisciplinary specialty pharmacy model. J Am Pharm Assoc (2003) 2021; 62:853-858. [PMID: 34916170 DOI: 10.1016/j.japh.2021.11.024] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 11/19/2021] [Accepted: 11/20/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND Increasing the number of human immunodeficiency virus (HIV) pre-exposure prophylaxis (PrEP) providers expands PrEP access to more eligible patients to help end the HIV epidemic. Previous studies have noted providers perceive financial barriers as a limitation to prescribing PrEP. OBJECTIVE This study aimed to describe PrEP medication access and affordability in patients seen at a multidisciplinary PrEP clinic. METHOD We conducted a single-center, retrospective, cohort study of adults initiating tenofovir disoproxil fumarate/emtricitabine in the Vanderbilt PrEP Clinic between September 1, 2016, and March 31, 2019, with prescriptions filled by Vanderbilt Specialty Pharmacy. Data were gathered from the electronic health records and pharmacy claims. We evaluated 3 different time periods: initial evaluation to PrEP initiation, prescription of PrEP to insurance approval, and insurance approval to initiation. Treatment initiation was considered delayed when > 7 days from initial evaluation, and reasons for delay were recorded. Continuous variables are presented as median (interquartile range [IQR]), and categorical variables are presented as percentages. RESULTS We included 63 patients; most were male (97%), white (84%), and commercially insured (94%) with a median age of 38 years (IQR 29-47). Primary indication for PrEP was men who have sex with men at high risk of acquiring HIV (97%). Median time from initial appointment to treatment initiation was 7 days (IQR 4-8). Treatment delays occurred in 25% of patients and were mostly driven by patient preference (50%). Insurance prior authorization was required in 27% of patients; all were approved. Median total out-of-pocket medication costs for the entire study period were $0 (IQR $0-$0). Most patients (86%) used manufacturer copay cards. CONCLUSION In this cohort of mostly commercially insured men, the majority were able to access PrEP with low out-of-pocket costs facilitated by manufacturer assistance. Although generalizability beyond this population is limited, these results contradict perceived financial barriers to PrEP access.
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Edmonds C, Carver A, DeClercq J, Choi L, Peter M, Schlendorf K, Perri R, Forbes RC, Concepcion BP. Access to hepatitis C direct-acting antiviral therapy in hepatitis C-positive donor to hepatitis C-negative recipient solid-organ transplantation in a real-world setting. Am J Surg 2021; 223:975-982. [PMID: 34548142 DOI: 10.1016/j.amjsurg.2021.09.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [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: 06/12/2021] [Revised: 08/20/2021] [Accepted: 09/06/2021] [Indexed: 01/08/2023]
Abstract
BACKGROUND Emerging data supports expanding the solid organ donor pool with transplantation from hepatitis C virus (HCV)-positive donors into HCV-negative recipients. However, concerns exist regarding the ability to access direct-acting antivirals (DAAs) post-transplant in a real-world setting. METHODS This single-center, retrospective study evaluated DAA access rates, time to first dose, and patient cost in donor-derived HCV solid-organ transplant recipients utilizing an integrated specialty pharmacy process. RESULTS Among 91 patients, all accessed DAAs through prescription insurance (97%) or patient assistance programs (3%). Of those who received DAAs through insurance, only 65% received approval on initial insurance submission. Median time from transplant to first dose was 45d [IQR 34-66]. The on-site specialty pharmacy was used by 69% of patients. Copay assistance programs reduced the median monthly patient cost from $1914 [range $7-7536] to $0 [range $0-5]. CONCLUSION Our findings indicate that access to DAAs in donor-derived HCV post-transplant is achievable and affordable; however, significant added administrative efforts may be required for insurance approval as well as obtaining copay assistance, which is a limited resource.
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Affiliation(s)
- Cori Edmonds
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Alicia Carver
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Megan Peter
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Kelly Schlendorf
- Section of Heart Failure and Cardiac Transplantation, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Roman Perri
- Department of Medicine, Division of Hepatology, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Rachel C Forbes
- Department of Surgery, Division of Kidney and Pancreas Transplantation, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Beatrice P Concepcion
- Department of Medicine, Division of Nephrology and Hypertension, Vanderbilt University Medical Center, Nashville, TN, USA.
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Zuckerman AD, DeClercq J, Choi L, Cowgill N, McCarthy K, Lounsbery B, Shah R, Kehasse A, Thomas K, Sokos L, Stutsky M, Young J, Carter J, Lach M, Wise K, Thomas TT, Ortega M, Lee J, Lewis K, Dura J, Gazda NP, Gerzenshtein L, Canfield S. Adherence to self-administered biologic disease-modifying antirheumatic drugs across health-system specialty pharmacies. Am J Health Syst Pharm 2021; 78:2142-2150. [PMID: 34407179 PMCID: PMC8385960 DOI: 10.1093/ajhp/zxab342] [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] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Disclaimer In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time. Purpose Adherence to self-administered biologic disease-modifying antirheumatic drugs (bDMARDs) is necessary for therapeutic benefit. Health-system specialty pharmacies (HSSPs) have reported high adherence rates across several disease states; however, adherence outcomes in rheumatoid arthritis (RA) populations have not yet been established. Methods We performed a multisite retrospective cohort study including patients with RA and 3 or more documented dispenses of bDMARDs from January through December 2018. Pharmacy claims were used to calculate proportion of days covered (PDC). Electronic health records of patients with a PDC of <0.8 were reviewed to identify reasons for gaps in pharmacy claims (true nonadherence or appropriate treatment holds). Outcomes included median PDC across sites, reasons for treatment gaps in patients with a PDC of <0.8, and the impact of adjusting PDC when accounting for appropriate therapy gaps. Results There were 29,994 prescriptions for 3,530 patients across 20 sites. The patient cohort was mostly female (75%), with a median age of 55 years (interquartile range [IQR], 42-63 years). The original(ie, prereview) median PDC was 0.94 (IQR, 0.83-0.99). Upon review, 327 patients had no appropriate treatment gaps identified, 6 patients were excluded due to multiple unquantifiable appropriate gaps, and 420 patients had an adjustment in the PDC denominator due to appropriate treatment gaps (43 instances of days’ supply adjusted based on discordant days’ supply information between prescriptions and physician administration instructions, 11 instances of missing fills added, and 421 instances of clinically appropriate treatment gaps). The final median PDC after accounting for appropriate gaps in therapy was 0.95 (IQR, 0.87-0.99). Conclusion This large, multisite retrospective cohort study was the first to demonstrate adherence rates across several HSSPs and provided novel insights into rates and reasons for appropriate gaps in therapy.
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Affiliation(s)
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Nicole Cowgill
- CHS Specialty Pharmacy Service at Atrium Health, Charlotte, NC, USA
| | - Kate McCarthy
- Specialty Pharmacy, University of Rochester Medical Center, Rochester, NY, USA
| | | | - Rushabh Shah
- UK Specialty Pharmacy and Infusion Services, University of Kentucky, Lexington, KY, USA
| | | | - Karen Thomas
- Pharmacy Ambulatory Clinical Care Center, University of Utah Health, Salt Lake City, UT, USA
| | - Louis Sokos
- West Virginia University Health System, Morgantown, WV, USA
| | - Martha Stutsky
- Specialty and Retail Pharmacy Services, Yale New Haven Health System, New Haven, CT, USA
| | - Jennifer Young
- Specialty Pharmacy Services, Wake Forest Baptist Health, Winston-Salem, NC, USA
| | | | - Monika Lach
- University of Chicago Medicine, Chicago, IL, USA
| | - Kelly Wise
- Nationwide Children's Hospital, Columbus, OH, USA
| | - Toby T Thomas
- Hospital of the University of Pennsylvania, Philadelphia, PA, USA
| | | | - Jinkyu Lee
- Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Kate Lewis
- Froedtert & the Medical College of Wisconsin, Milwaukee, WI, USA
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Rodriguez KE, Chelewski RJ, Peter ME, Zuckerman AD, Choi L, DeClercq J, Langone A. Integrating pharmacists into a kidney transplant clinic: Developing and implementing a collaborative pharmacy practice agreement. J Am Pharm Assoc (2003) 2021; 62:349-356. [PMID: 34340924 DOI: 10.1016/j.japh.2021.07.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 05/28/2021] [Accepted: 07/03/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Collaborative pharmacy practice agreements (CPPAs) grant patient care authorities to pharmacists (PharmDs) under a scope of practice without direct physician supervision. OBJECTIVES The aim of this study was to discuss steps for developing and implementing a CPPA in an outpatient renal transplant clinic and assess changes in physician and nurse burden, integrated pharmacy growth, and patient safety. PRACTICE DESCRIPTION A CPPA was developed between physicians and pharmacists and implemented into a renal transplant clinic and the integrated pharmacy over the course of several years. PRACTICE INNOVATION CPPA execution in a post-transplant clinic has not been previously described and is needed to help advance patient care delivery models. EVALUATION METHODS This single center, retrospective study compared immunosuppressant prescriptions generated by each authorizer type (nurse, physician, pharmacist) across 3 time periods: before pharmacist integration, during CPPA development, and after CPPA implementation. Pharmacy manpower and patient safety concerns post-CPPA implementation were also reviewed. RESULTS Results show that prescription authorization migrated from either a nurse or physician (57% and 43% respectively) in pre-PharmD period, to mostly by physicians (72%) in PharmD pre-CPPA period, and largely by pharmacists (85%) in PharmD post-CPPA period. Quarterly prescription volume increased (6019 in quarter 3 of 2015 vs. 14,806 in quarter 4 of 2018) and integrated pharmacy staff grew from 8 employees (Pre-PharmD period) to 20 in PharmD post-CPPA period. No safety concerns were reported in any time period. CONCLUSION CPPAs have the advantage of reducing physician and nurse workload related to prescribing and advancing the role of the pharmacist by utilizing their expertise to take over certain tasks. Lessons learned during the CPPA implementation process include identifying needs, promoting maximal utility of pharmacists, and maintaining optimal communication between the healthcare team.
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Peter ME, Zuckerman AD, DeClercq J, Choi L, James C, Cooper K, Choi J, Nadler M, Tanner SB. Adherence and persistence in patients with rheumatoid arthritis at an integrated health system specialty pharmacy. J Manag Care Spec Pharm 2021; 27:882-890. [PMID: 34185565 PMCID: PMC10391136 DOI: 10.18553/jmcp.2021.27.7.882] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: Disease-modifying anti-rheumatic drugs (DMARDs) improve symptoms and delay progression of rheumatoid arthritis (RA), but adherence is often sub-optimal and many patients change medication (either "switching" to a medication with a different mechanism of action or "cycling" to a medication with the same mechanism of action) during the first year of therapy. Some integrated health-system specialty pharmacies embed pharmacists in clinics to help patients access and adhere to specialty medication. OBJECTIVE: This study assessed DMARD switching, cycling, adherence, and persistence at an outpatient rheumatology clinic with an integrated health-system specialty pharmacy. METHODS: We conducted a retrospective cohort study of adults with RA, naïve to biologic or targeted synthetic DMARDs, who filled ≥ 2 biologic or targeted synthetic DMARD prescriptions within 12 months. Adherence was measured using proportion of days covered (PDC); persistence was computed at 12 months. Univariate analyses compared adherence and persistence between patients with and without a medication change. Ordinal logistic regression examined whether PDC was associated with patient age, gender, race, insurance type, and medication change. RESULTS: We included 772 patients: 79% female/21% male, 89% White/11% non-White, median age 56 years (interquartile range = 48-63). Most patients (84%) did not change medication during the study period, 5% cycled medication one or more times (but did not switch), 9% switched medication one or more times (but did not cycle), and 2% of patients both switched and cycled during the study period. Median PDC of the sample was 0.94 and 73% of patients were persistent. Patients with a medication change had lower PDC than those without (0.89 vs 0.95, P = 0.004), but rate of persistence did not significantly differ between groups (77 vs 72%, P = 0.300). Odds of higher PDC was more likely for men (Odds ratio [OR] = 1.82, 95% confidence interval [CI]: 1.34-2.48, P < 0.001) and less likely for patients who changed medication (OR = 0.65, CI: 0.47-0.91, P = 0.011); age, race, and insurance type were not significant. CONCLUSIONS: Patients with RA demonstrated high medication adherence and persistence, and low rates of switching and cycling. Findings support evidence that integrated health-system specialty pharmacies with clinical pharmacists embedded in outpatient clinics help patients overcome barriers to medication adherence to persist on therapy. DISCLOSURES: This study was funded by Sanofi, Inc. James and J. Choi were employed by Sanofi, Inc., at the time of this study. Peter, Zuckerman, DeClercq, L. Choi, and Tanner, received research funding from Sanofi, Inc., for work on this study. Tanner has also received advisory board/speaker bureau fees from Pfizer, Regeneron, and Sanofi-Aventis. This study was presented as a poster at AMCP Nexus in October 2019 at National Harbor, MD.
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Affiliation(s)
- Megan E Peter
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | - Autumn D Zuckerman
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | | | - Katrina Cooper
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN
| | | | | | - S Bobo Tanner
- Divisions of Rheumatology, Allergy & Immunology, Vanderbilt University Medical Center, Nashville, TN
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Livezey S, Shah NB, McCormick R, DeClercq J, Choi L, Zuckerman AD. Specialty pharmacist integration into an outpatient neurology clinic improves pimavanserin access. Ment Health Clin 2021; 11:187-193. [PMID: 34026394 PMCID: PMC8120983 DOI: 10.9740/mhc.2021.05.187] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [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: 01/21/2023] Open
Abstract
Introduction Access to pimavanserin, the only Parkinson disease–related psychosis treatment approved by the FDA, is restricted by insurance requirements, a limited distribution network, and high costs. Following initiation, patients require monitoring for safety and effectiveness. The primary objective of this study was to evaluate impact of specialty pharmacist (SP) integration on time to insurance approval. Additionally, we describe a pharmacist-led monitoring program. Methods This was a single-center, retrospective study of adults prescribed pimavanserin by the neurology clinic from June 2016 to June 2018. Patients receiving pimavanserin externally or through clinical trials were excluded. Pre- (June 2016 to December 2016) and post-SP integration (January 2017 to June 2018) periods were assessed. Proportional odds logistic regression was performed to test association of approval time with patient characteristics (age, gender, insurance type) postintegration. Interventions were categorized as clinical care, care coordination, management of adverse event, or adherence. Results We included 94 patients (32 preintegration, 62 postintegration), 80% male (n = 75) and 96% white (n = 90) with a mean age of 73 years. Median time to approval was 22 days preintegration and 3 days postintegration. Higher rates of approval (81% vs 95%) and initiation (78% vs 94%) were observed postintegration. Proportional odds logistic regression suggested patients with commercial insurance were likely to have longer time to approval compared with patients with Medicare/Medicaid (odds ratio 7.1; 95% confidence interval: 1.9, 26.7; P = .004). Most interventions were clinical (51%, n = 47) or care coordination (42%, n = 39). Conclusion Median time to approval decreased postintegration. The SP performed valuable monitoring and interventions.
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Affiliation(s)
- Sabrina Livezey
- Clinical Pharmacist, Neurology, Vanderbilt University Medical Center, Nashville, Tennessee,
| | - Nisha B Shah
- Pharmacist, Health Outcomes and Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Robert McCormick
- Student Researcher, University of Tennessee Health Science Center, College of Pharmacy, Nashville, Tennessee
| | - Josh DeClercq
- Biostatistician, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Leena Choi
- Biostatistician, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Autumn D Zuckerman
- Program Director, Health Outcomes and Research, Vanderbilt University Medical Center, Nashville, Tennessee
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Zuckerman AD, DeClercq J, Shah NB, Reynolds VW, Peter ME, Pavlik AM, Choi L. Primary medication nonadherence calculation method specifications impact resulting rates. Res Social Adm Pharm 2021; 18:2478-2483. [PMID: 33926825 DOI: 10.1016/j.sapharm.2021.03.016] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Revised: 03/19/2021] [Accepted: 03/30/2021] [Indexed: 11/19/2022]
Abstract
BACKGROUND Previous literature has illustrated a wide range of primary medication nonadherence (PMN) rates due to inconsistent calculation methods and parameters, but the impact of parameter specifications on PMN rates has not been assessed. OBJECTIVES The objective of this study was to evaluate the impact of lookback window (LBW), duplicate window (DW), and fill window (FW) specifications on PMN rates in patients prescribed specialty self-administered oncology medications. METHODS This was a single-center, retrospective cohort analysis. Patients receiving a new electronic specialty oncology prescription January-December 2018 were included; excluded if re-routed to an external pharmacy within 2 days, fell within a DW, or cancelled within a FW. Twenty-four methods were used to calculate PMN based on combinations of the following parameters: (i) absence of prior specialty self-administered oncology medication fill within LBW (90, 180 days); (ii) absence of a duplicate prescription within DW (2, 7, 30 days); and (iii) sold status within FW (14, 30, 60, 90 days). For each method, PMN was calculated as the number of unsold prescriptions within the FW divided by all eligible prescriptions. RESULTS We evaluated 4,482 prescriptions, resulting in PMN ranging from 16% to 23%. Patients were commonly male (53%) and white (83%), with a median age of 64 years (interquartile range, IQR, 54, 72). Increasing the LBW from 90 to 180 days resulted in exclusion of 72 (2%) prescriptions and minimally impacted PMN rates. Most duplicate prescriptions (87%) occurred within two days of original prescription and PMN rates were minimally affected by DW. Most fulfilled prescriptions were filled within FW 30 days, 98% with a method of LBW 180, DW 2, and FW 30. Adjusting the FW consistently impacted PMN rates. CONCLUSIONS Because various PMN definitions can significantly impact results, a thorough explanation of all parameter specifications should be reported in research using PMN.
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Affiliation(s)
- Autumn D Zuckerman
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Nisha B Shah
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Victoria W Reynolds
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Megan E Peter
- Department of Pharmaceutical Services, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Aaron M Pavlik
- Department of Health Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
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Goettel AM, DeClercq J, Choi L, Graham TB, Mitchell AA. Efficacy and Safety of Abatacept, Adalimumab, and Etanercept in Pediatric Patients With Juvenile Idiopathic Arthritis. J Pediatr Pharmacol Ther 2021; 26:157-162. [PMID: 33603579 DOI: 10.5863/1551-6776-26.2.157] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 06/10/2020] [Indexed: 12/29/2022]
Abstract
OBJECTIVE The lack of randomized controlled trials comparing biologics for the treatment of juvenile idiopathic arthritis (JIA) has led to wide variation in treatment approaches. The objective of this study is to compare the efficacy and safety of abatacept, adalimumab, and etanercept in JIA patients treated at a tertiary pediatric institution. METHODS This was a single-center, retrospective chart review of patients initiated on abatacept, adalimumab, or etanercept from December 1, 2015, to August 31, 2018, at Monroe Carell Jr. Children's Hospital at Vanderbilt (VCH). The primary outcome was the change in the Physician Global Assessment (PGA) score after 4 to 6 months of biologic therapy. Secondary outcomes included change in laboratory markers of JIA disease activity, change in the number of joints with active disease or limitation of motion, reduction in corticosteroid dose, adverse effects, adherence among patients who have their medications filled at the institution's specialty pharmacy, and reason for discontinuation of therapy. RESULTS A total of 139 patients were included, with a median age of 13 years. Most patients, 80.6%, experienced a reduction in their PGA score after starting biologic therapy. There was not a statistically significant difference among the agents (p = 0.64). Adverse effects were reported in only 26.6% of patients, with the most frequent being injection site reactions or pain (n = 35). Ultimately, 32% of patients discontinued biologic therapy with a lack of efficacy being the most common reason. CONCLUSIONS Abatacept, adalimumab, and etanercept were not significantly different in efficacy and safety for the treatment of JIA at this single institution.
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Peter ME, Markley B, DeClercq J, Choi L, Givens G, Zuckerman AD, Banks A. Inclusion in limited distribution drug network reduces time to dalfampridine access in patients with multiple sclerosis at a health-system specialty pharmacy. J Manag Care Spec Pharm 2021; 27:256-262. [PMID: 33506731 PMCID: PMC10391274 DOI: 10.18553/jmcp.2021.27.2.256] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND: Dalfampridine improves walking speed in patients with multiple sclerosis (MS), but accessing specialty medications such as dalfampridine can be hindered by insurance restrictions, high costs, and limited distribution networks (LDNs) imposed by manufacturers. Some integrated health-systems specialty pharmacies (HSSPs) embed pharmacists in clinics and dispense medications from their internal pharmacies if included within the LDN. OBJECTIVE: To assess access to dalfampridine in patients at an HSSP before and after gaining admission to the LDN. METHODS: This study was conducted at Vanderbilt Specialty Pharmacy (VSP), an integrated HSSP at Vanderbilt University Medical Center (VUMC) with 2 clinical pharmacists embedded in the MS clinic. VSP gained access to the dalfampridine LDN on May 1, 2018, at which time the embedded pharmacists began to manage the comprehensive therapy initiation process. We performed a retrospective review of adult patients with MS who were prescribed dalfampridine from March 2010 to December 2018. Eligible prescriptions were new starts (no previous use) or restarts (after previous use and discontinuation). Prescriptions were classified as pre-VSP and post-VSP, which differentiates before and after VSP gained access to dispense dalfampridine. Study outcomes were insurance approval, initiation of therapy, and time from treatment decision to medication access. We used a proportional odds logistic regression model for time to medication access using the following covariates: pre-VSP versus post-VSP time period, insurance prior authorization (PA) denied versus approved/not needed, and baseline timed 25-foot walk. RESULTS: We included 262 patients and 290 prescriptions (260 pre-VSP and 30 post-VSP). In pre-VSP and post-VSP prescriptions, 97% were approved by insurance, and 93% of patients started therapy. Median time to medication access was 22 days (IQR = 11-45) for pre-VSP prescriptions and 1 day (IQR = 0-3) for post-VSP prescriptions. In the proportional odds logistic regression model, the odds of having a longer medication access time were significantly higher for pre-VSP prescriptions (OR = 83.219, P < 0.001) and prescriptions whose PA was initially denied (OR = 9.50, P < 0.001); 25-foot walk time was not significant (OR = 0.95, P = 0.277). CONCLUSIONS: After obtaining access to dispense dalfampridine, the time to access therapy was reduced, suggesting that LDNs delay patient access to therapy at HSSPs. DISCLOSURES: No funding was provided for this study. The authors have no conflicting interests to disclose. Preliminary results have been previously presented at the American Society of Health-Systems Pharmacy Midyear Meeting in December 2019, the Vanderbilt Health Systems Specialty Pharmacy Outcomes Research Summit in August 2020, and the National Association of Specialty Pharmacy Annual Meeting in September 2020.
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Affiliation(s)
- Megan E Peter
- Vanderbilt Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN
| | - Brandon Markley
- Vanderbilt Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | | | - Autumn D Zuckerman
- Vanderbilt Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN
| | - Aimee Banks
- Vanderbilt Specialty Pharmacy Services, Vanderbilt University Medical Center, Nashville, TN
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Whelchel K, Zuckerman A, DeClercq J, Choi L, Rashid S, Kelly S. 988. Overcoming Prescriber Concerns through Successful Access and Affordability of PrEP. Open Forum Infect Dis 2020. [PMCID: PMC7777283 DOI: 10.1093/ofid/ofaa439.1174] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Background Increasing the number of human immunodeficiency virus (HIV) pre-exposure prophylaxis (PrEP) providers expands PrEP access to more eligible patients and aids in ending the HIV epidemic. Non-prescribers of PrEP have noted perceived financial barriers as a limitation to prescribing. The purpose of this study is to describe the PrEP medication access process and outcomes in patients seen at a multidisciplinary PrEP clinic. Methods We conducted a single-center, retrospective, cohort study of patients prescribed PrEP with emtricitabine-tenofovir disoproxil fumarate from a multidisciplinary clinic with prescriptions filled by Vanderbilt Specialty Pharmacy between 9/1/2016 and 3/31/2019. Patient data were gathered from the electronic health records and pharmacy claims data. We evaluated three different time periods: patient initial evaluation to PrEP initiation, prescription of PrEP to insurance approval, and PrEP insurance approval to initiation. Treatment initiation was considered a delay of > 7 days from initial evaluation, and reasons for delay were recorded. Continuous variables are presented as median (interquartile range, IQR) and categorical variables are presented as percentages. Results Characteristics of the 63 included patients are in Table 1; most were male (97%), white (84.%), commercially insured (94%) with a median age of 38 years (IQR 29—47). The primary indication for PrEP was men who have sex with men at high risk for acquiring HIV (97%). The median time from initial appointment to treatment initiation was 7 days (IQR 4—8); Figure 1. Treatment delays were observed in 25% of patients and were mostly driven by patient preference (50% of delays). Insurance prior authorization was required in 27% of patients, all of which were approved. Median total out of pocket medication costs for the entire study period were $0 (IQR $0 – $0); Figure 2. Most patients (86%) used a manufacturer copay card. Table 1 Patient Characteristics ![]()
Figure 1 Time to Treatment Initiation ![]()
Figure 2 Patient Out of Pocket Cost and Savings ![]()
Conclusion In our cohort of mostly commercially insured men, the majority were able to access PrEP with low out of pocket costs facilitated by manufacturer assistance. Though generalizability beyond this population is limited, these results contradict perceived financial barriers to PrEP access. Disclosures All Authors: No reported disclosures
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Affiliation(s)
| | | | - Josh DeClercq
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, Tennessee
| | - Leena Choi
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, Tennessee
| | - Shahristan Rashid
- Lipscomb University College of Pharmacy and Health Sciences, Nashville, Tennessee
| | - Sean Kelly
- Vanderbilt University Medical Center, Nashville, TN
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Whelchel K, Zuckerman A, DeClercq J, Choi L, Rashid S, Kelly S. 981. Extended Adherence and Persistence to HIV PrEP in a Multidisciplinary PrEP Clinic. Open Forum Infect Dis 2020. [PMCID: PMC7777155 DOI: 10.1093/ofid/ofaa439.1167] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background Methods to identify and address barriers to human immunodeficiency virus (HIV) pre-exposure prophylaxis (PrEP) persistence are needed to improve low PrEP persistence rates beyond 6 months. We evaluated PrEP adherence and persistence in a multidisciplinary clinic model with an integrated specialty pharmacist. Methods We conducted a single-center, retrospective, cohort study of patients initiating PrEP in the multidisciplinary Vanderbilt PrEP Clinic with prescriptions filled by Vanderbilt Specialty Pharmacy between 9/1/2016 and 3/31/2019. In this model, integrated clinical pharmacists manage PrEP access, affordability, and therapy monitoring. Clinical data were collected from the electronic health records and pharmacy claims data. Adherence was calculated from fill data using proportion of days covered (PDC). Persistence at 6, 12 and 18 months was measured using patient-reported discontinuation date or the date of the last fill plus the fill’s days’ supply for patients lost to follow-up. The Kaplan-Meier estimation method was used to estimate persistence probabilities. Results Most of the 63 patients included were male (97%), white (84%), commercially insured (94%) with a median age of 38 years, and men who have sex with men at high risk for acquiring HIV (97%); Table 1. The majority of patients with at least one follow-up visit (n=58) reported no adverse effects (78%), no missed doses (71%), and had a median PDC of 99% (IQR 97% – 100%). Persistence at 6, 12 and 18 months was 0.87 (95% confidence interval, CI, 0.80 – 0.96), 0.81 (95% CI 0.72 – 0.91), and 0.74 (95% CI 0.64 – 0.86), respectively; Figure 1. Of the 18 patients who discontinued PrEP, 9 discontinued due to perceived lack of risk for acquiring HIV, 6 were lost to follow up, 1 moved, transferring PrEP care to a new provider, 1 had worsening depression, and 1 had renal function decline. Table 1 Patient Characteristics ![]()
Figure 1 Persistence on HIV PrEP ![]()
Conclusion Patients receiving PrEP treatment in a multidisciplinary clinic with an integrated clinical pharmacist had high rates of adherence and persistence up to 18 months. Patients reported few side effects and reasons for therapy discontinuation were appropriate. Efforts to incorporate pharmacy support in managing PrEP patients could be beneficial in increasing patient adherence and persistence. Disclosures All Authors: No reported disclosures
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Affiliation(s)
| | | | - Josh DeClercq
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, Tennessee
| | - Leena Choi
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, Tennessee
| | - Shahristan Rashid
- Lipscomb University College of Pharmacy and Health Sciences, Nashville, Tennessee
| | - Sean Kelly
- Vanderbilt University Medical Center, Nashville, TN
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Berger N, Peter M, DeClercq J, Choi L, Zuckerman AD. Rheumatoid arthritis medication adherence in a health system specialty pharmacy. Am J Manag Care 2020; 26:e380-e387. [PMID: 33315331 DOI: 10.37765/ajmc.2020.88544] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [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 adherence to specialty medications for rheumatoid arthritis (RA) at an integrated health system specialty pharmacy (HSSP) and identify characteristics associated with adherence. STUDY DESIGN Single-center, retrospective cohort study. METHODS Study patients were adults with RA who filled at least 3 prescriptions for biologic disease-modifying antirheumatic drugs (bDMARDs) between July 1, 2016, and June 30, 2017, at an integrated HSSP. Data were collected from pharmacy claims and electronic health records. The primary outcome, adherence, was measured using proportion of days covered (PDC). Proportional odds logistic regression was used to test association between PDC and age, gender, race, insurance type, and out-of-pocket costs. RESULTS We included 675 patients: 77% were female, 90% were White, 29% were naive to treatment at initial dispensing, 60% held commercial insurance, and the median age was 56 years. Median (interquartile range [IQR]) patient out-of-pocket cost per fill was $1.50 ($0-$5). Median (IQR) PDC was 0.95 (0.84-1.00); 80% of patients achieved PDC of 0.80 or higher. Higher adherence was more likely in patients who were male (odds ratio [OR], 1.58; 95% CI, 1.15-2.18; P = .005], naive to specialty medication treatment (OR, 3.04; 95% CI, 2.21-4.18; P < .001), and older in age (per 10 years: OR, 1.17; 95% CI, 1.04-1.32; P = .008), and adherence had a significant nonlinear association with average cost per fill (P = .006); associations with race and insurance type were not significant. CONCLUSIONS At an integrated HSSP, patients with RA paid low out-of-pocket costs for bDMARD therapy and achieved high treatment adherence. Data suggest that integrated HSSPs assist patients in removing financial barriers to treatment.
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Affiliation(s)
- Nate Berger
- Department of Pharmacy, Methodist Health System, 1441 N Beckley Ave, Dallas, TX 75203.
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Kibbons AM, Peter M, DeClercq J, Choi L, Bell J, Jolly J, Cherry E, Alhashemi B, Shah NB, Zuckerman AD. Pharmacist Interventions to Improve Specialty Medication Adherence: Study Protocol for a Randomized Controlled Trial. Drugs Real World Outcomes 2020; 7:1-11. [PMID: 32983839 PMCID: PMC7503429 DOI: 10.1007/s40801-020-00213-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The effectiveness of specialty medications in complicated clinical conditions depends on adherence to therapy. However, specialty medications pose unique barriers to adherence. OBJECTIVE This study aims to determine whether pharmacist interventions improve specialty medication adherence. METHODS This is a single-center, pragmatic, randomized controlled trial ongoing since 10 May 2019 at an integrated health system specialty pharmacy. This study evaluates usual care compared with usual care plus patient-tailored adherence interventions. Study design and procedures were informed by focus groups with patients and specialty pharmacists. Patients at Vanderbilt Specialty Pharmacy with a proportion of days covered (PDC) < 90% in the previous 4 months are identified by a daily query of the electronic pharmacy database. A pharmacist reviews these patients' electronic health records to identify and exclude ineligible patients. Eligible patients are randomized evenly to the control or intervention arm and stratified by historical clinic nonadherence rates. Patients randomized to the intervention arm undergo a baseline assessment to clarify reasons for nonadherence and subsequently receive patient-tailored interventions based on their specific reasons. Interventions and follow-up are provided at the discretion of the intervening pharmacist. The primary outcome is PDC calculated at 8 months post-enrollment. Enrollment of 438 participants will provide 90% power to detect a 5% difference in PDC between the two arms within each nonadherence risk stratum. DISCUSSION This trial will evaluate the effect of patient-tailored interventions on specialty medication adherence and will inform how often and why patients are misidentified as nonadherent. REGISTRATION The trial was deemed a quality improvement initiative by the Vanderbilt University Institutional Review Board. It was registered in ClinicalTrials.gov (NCT03709277) on 17 October 2018.
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Affiliation(s)
- Amanda M. Kibbons
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Megan Peter
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Josh DeClercq
- The Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN USA
| | - Leena Choi
- The Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN USA
| | - Jacob Bell
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Jacob Jolly
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
- Blue Fin Group, Nashville, TN USA
| | - Elizabeth Cherry
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Bassel Alhashemi
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Nisha B. Shah
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
| | - Autumn D. Zuckerman
- Vanderbilt Specialty Pharmacy, Vanderbilt University Medical Center, 726 Melrose Avenue, Nashville, TN 37211 USA
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Abstract
OBJECTIVE Medication non-adherence is a widespread problem and has been known to be associated with worse health outcomes and increased healthcare costs. Although many measures of adherence have been developed, their usage is not consistent across studies. Furthermore, statistical methods for analyzing adherence measures have not been rigorously evaluated. METHODS Using Proportion of Days Covered (PDC), a commonly used adherence measure, we examine the variability inherent to study inclusion criteria and several variations of the PDC calculation method using a motivating data example. We illustrated via sensitivity analyses the potential for flawed inference when modeling PDC as an outcome measure. We also performed simulation studies to investigate the statistical properties of three statistical models: logistic regression, negative binomial, and ordinal logistic regression models. RESULTS Our sensitivity analysis showed that parameter estimates can vary greatly depending on the rules for determining the study end date in calculating PDC, or the minimum number of fills in defining the cohort. In simulation studies, logistic regression had lower power than ordinal logistic and negative binomial regression models. Naivete to treatment was an important predictor of adherence and omitting it from statistical models can lead to inflated type I errors. CONCLUSIONS We discourage dichotomizing adherence data as it results in low power. The negative binomial model offers advantages in modeling adherence data, as it avoids the problematic use of a ratio in regression models. The ordinal logistic regression is robust to distributional assumptions with greater power, but naivete to treatment should be adjusted to reserve type I error rate. We also provide a recommendation for defining the observation window in calculating PDC.
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Affiliation(s)
- Josh DeClercq
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, TN, USA
| | - Leena Choi
- Vanderbilt University Medical Center, Department of Biostatistics, Nashville, TN, USA
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Canfield SL, Zuckerman A, Anguiano RH, Jolly JA, DeClercq J, Wascher M, Choi L, Knox S, Mitchell DG. Navigating the Wild West of Medication Adherence Reporting in Specialty Pharmacy. J Manag Care Spec Pharm 2019; 25:1073-1077. [PMID: 31556829 PMCID: PMC10397888 DOI: 10.18553/jmcp.2019.25.10.1073] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [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: 11/05/2022]
Abstract
Estimating medication adherence through the use of pharmacy claims-based adherence calculations such as medication possession ratio (MPR) and proportion of days covered (PDC) plays a significant role in specialty pharmacy practice. Although MPR and PDC are frequently used in clinical practice, calculation methodologies vary, making meaningful comparisons of adherence rates difficult. In addition, MPR and PDC are increasingly used by insurance companies, pharmacies, accrediting bodies, and drug manufacturers to demonstrate quality differences or clinical benefit across the specialty pharmacy industry. Therefore, recognizing the source and effect of calculation variability is necessary to fully understand reported adherence results. This article highlights the challenges in standardizing adherence methodologies, minimum methodology considerations that should be reported with MPR and PDC results, and key elements to consider when interpreting and applying adherence results. Further, recommendations are provided to promote a more consistent description of calculation methods and to aid pharmacies in adherence measure analysis, interpretation, and application to practice, with a focus on specialty pharmacy programs. A detailed description of methodology as outlined in this article must be provided to ensure reproducibility, external validation, and scientific rigor. In the absence of standardization, specialty pharmacies should be prudent in their use of adherence calculations as a clinical benchmarking tool or comparative quality indicator with outside organizations. Furthermore, specialty pharmacies should consider using current adherence measure calculations to identify and provide targeted interventions to patients with potential adherence problems and strive to better demonstrate ties between adherence measures and direct clinical and cost outcomes. DISCLOSURES: No outside funding supported the writing of this article. Anguiano is a speaker and research consultant for United Therapeutics. The other authors have nothing to disclose.
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Affiliation(s)
| | - Autumn Zuckerman
- Department of Pharmacy, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Rebekah H. Anguiano
- Department of Pharmacy Practice, University of Illinois at Chicago College of Pharmacy, Chicago, Illinois
| | - Jacob A. Jolly
- Department of Pharmacy, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | | | - Leena Choi
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Stacy Knox
- Department of Pharmacy Services, UC Davis Health, Sacramento, California
| | - David G. Mitchell
- Department of Pharmacy Services, UC Davis Health, Sacramento, California
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Chelewski R, Johnson K, Zuckerman A, DeClercq J, Choi L, Peter M, Langone A. Development of a collaborative pharmacy practice agreement to improve efficiency and management of prescribing in a renal transplant clinic. J Drug Assess 2019. [PMCID: PMC6764351 DOI: 10.1080/21556660.2019.1658291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Background: Post-transplant patients require complex medication regimens to ensure the survival of the transplanted organ and patient overall well-being. These regimens are frequently adjusted, initiated, or discontinued after transplantation. Pharmacist (PharmD) expertise can be utilized to optimize post-transplant medication use. Aims: This study describes the creation and corresponding outcomes of a Collaborative Pharmacy Practice Agreements (CPPA) between PharmDs and physicians within a renal transplant clinic. Methods: After the Tennessee (TN) Pharmacist Association and TN Medical Association finalized legislation approving CPPAs for licensed PharmDs in TN (effective July 1, 2014), the Vanderbilt Renal Transplant Clinic and integrated health system pharmacy (IHSP) developed a CPPA, which was approved by the Vanderbilt University Medical Center (VUMC) Pharmaceutical, Diagnostics, and Therapeutics Committee and VUMC Medical Board. To evaluate the outcomes of the CPPA, we assessed the type of authorizer for immunosuppressant (IS) prescriptions (nurse, physician, or PharmD; measured as % of IS prescriptions) and the volume of IS prescriptions across three 7-month intervals: 1) before PharmD clinic integration (11/1/14–5/31/15), 2) with PharmD integration without a CPPA (12/1/15–6/30/16), and 3) with PharmD integration and a CPPA (4/1/17–10/31/17). Adult patients with at least one IS prescription generated in each time interval were included. Frequency of safety concerns and staffing requirements resulting from the CPPA were collected. Finally, we assessed the total volume of prescriptions filled by the IHSP. Results: Following PharmD prescription management under a CPPA, physician and nurse refill workload for IS prescriptions reduced from 42.7% and 57.3% to 8.7% and 5.9%, respectively. Overall prescription generation to the IHSP increased from 13,523 prior to PharmD integration to 45,320 after integration with a CPPA. No safety concerns were reported in any of seven quarterly reviews, and the IHSP has grown from a team of eight in 2015 to 23 team members in 2018. Conclusions: After implementing a CPPA, more IS and non-IS prescriptions were generated by pharmacists, which reduced physician and nurse burden and allowed pharmacy staff growth. Pharmacists in collaborative practice agreements are uniquely suited to closely monitor patients’ post-transplant medication regimens, ensuring safety and effectiveness of therapy.
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Abstract
Background: The Huntington’s disease (HD) protein huntingtin (Htt) plays a role in multiple cellular pathways. Deregulation of one or more of these pathways by the mutant Htt protein has been suggested to contribute to the disease pathogenesis. Our recent discovery-based proteomics studies have uncovered RNA binding proteins and translation factors associated with the endogenous Htt protein purified from mouse brains, suggesting a potential new role for Htt in RNA transport and translation. Objective: To investigate how Htt might affect RNA metabolism we set out to purify and analyze RNA associated with Htt. Methods: RNA was extracted from immunopurified Htt-containing protein complexes and analyzed by microarrays and RNA-Seq. Results: Surprisingly, the most enriched mRNA that co-purified with Htt was Htt mRNA itself. The association of Htt protein and Htt mRNA was detected independent of intact ribosomes suggesting that it is not an RNA undergoing translation. Furthermore, we identified the recently reported mis-spliced Htt mRNA encoding a truncated protein comprised of exon 1 and a portion of the downstream intron in the immunoprecipitates containing mutant Htt protein. We show that Htt protein co-localizes with Htt mRNA and that wild-type Htt reduces expression of a reporter construct harboring the Htt 3’ UTR. Conclusions: HD protein is found in a complex with its own mRNA and RNA binding proteins and translation factors. Htt may be involved in modulating its expression through post-transcriptional pathways. It is possible that Htt shares mechanistic properties similar to RNA binding proteins such as TDP-43 and FUS implicated in other neurodegenerative diseases.
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Affiliation(s)
- Brady P Culver
- Department of Microbiology, New York University School of Medicine, New York, NY, USA
| | - Josh DeClercq
- Department of Microbiology, New York University School of Medicine, New York, NY, USA
| | - Igor Dolgalev
- Genome Technology Center, New York University School of Medicine, New York, NY, USA
| | - Man Shan Yu
- Department of Microbiology, New York University School of Medicine, New York, NY, USA
| | - Bin Ma
- Department of Microbiology, New York University School of Medicine, New York, NY, USA
| | - Adriana Heguy
- Department of Pathology, New York University School of Medicine, New York, NY, USA.,Genome Technology Center, New York University School of Medicine, New York, NY, USA
| | - Naoko Tanese
- Department of Microbiology, New York University School of Medicine, New York, NY, USA
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Wang J, Exline CM, DeClercq J, Li P, Gregory PD, Cannon PM, Holmes MC. 478. Highly Efficient Targeted Gene Addition in CD34+ Hematopoietic Stem/Progenitor Cells by Combining ZFN mRNA and AAV6 Donor Delivery. Mol Ther 2015. [DOI: 10.1016/s1525-0016(16)34087-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
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