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Carr T, Tkacz J, Chung Y, Ambrose CS, Spahn J, Rane P, Wang Y, Lindsley AW, Lewing B, Burnette A. Gaps in Care Among Uncontrolled Severe Asthma Patients in the United States. J Allergy Clin Immunol Pract 2024:S2213-2198(24)00280-0. [PMID: 38508336 DOI: 10.1016/j.jaip.2024.03.018] [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] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 03/08/2024] [Accepted: 03/11/2024] [Indexed: 03/22/2024]
Abstract
BACKGROUND Understanding the implementation of key guideline recommendations is critical for managing severe asthma (SA) in the treatment of uncontrolled disease. OBJECTIVE To assess specialist visits and medication escalation in US patients with SA after events indicating uncontrolled disease (EUD) and associations with health outcomes and social disparity indicators. METHODS Patients with SA appearing in administrative claims data spanning 2015 to 2020 were indexed hierarchically on asthma-related EUD, including hospitalizations, emergency department visits with systemic corticosteroid treatment, or outpatient visits with systemic corticosteroid treatment. Patients with SA without EUD served as controls. Eligibility included age 12 or greater, 12 months enrollment before and after index, no biologic use, and no other major respiratory disease during the pre-period. Escalation of care in the form of specialist visits and medication escalation, health care resource use, costs, and disease exacerbations were assessed during follow-up. RESULTS We identified 180,736 patients with SA (90,368 uncontrolled and 90,368 controls). Between 35% and 51% of patients with SA with an EUD had no specialist visit or medication escalation. Follow-up exacerbations ranged from 51% to 4% across EUD cohorts, compared with 13% in controls. Among uncontrolled patients with SA who were Black or Hispanic/Latino, 41% and 38%, respectively, had no specialist visit or medication escalation after EUD, compared with 33% of non-Hispanic White patients. CONCLUSIONS A substantial proportion of uncontrolled patients with SA had no evidence of specialist visits or medication escalation after uncontrolled disease, and there was a clear relationship between uncontrolled disease and subsequent health care resource use and exacerbations. Findings highlight the need for improved guideline-based care delivery to patients with SA, particularly for those facing social disparities.
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Affiliation(s)
- Tara Carr
- Department of Medicine, University of Arizona, Tucson, Ariz
| | | | | | | | | | | | | | | | | | - Autumn Burnette
- Division of Allergy and Immunology, Howard University, Washington, DC
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2
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Strange C, Tkacz J, Schinkel J, Lewing B, Agatep B, Swisher S, Patel S, Edwards D, Touchette DR, Portillo E, Feigler N, Pollack M. Exacerbations and Real-World Outcomes After Single-Inhaler Triple Therapy of Budesonide/Glycopyrrolate/Formoterol Fumarate, Among Patients with COPD: Results from the EROS (US) Study. Int J Chron Obstruct Pulmon Dis 2023; 18:2245-2256. [PMID: 37849918 PMCID: PMC10577086 DOI: 10.2147/copd.s432963] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 10/01/2023] [Indexed: 10/19/2023] Open
Abstract
Purpose Triple therapy to prevent exacerbations from chronic obstructive pulmonary disease (COPD) is associated with improved health compared to single and dual-agent therapy in some populations. This study assessed the benefits of prompt administration of budesonide/glycopyrrolate/formoterol fumarate (BGF) following a COPD exacerbation. Patients and methods EROS was a retrospective analysis of people with COPD using the MORE2 Registry®. Inclusion required ≥1 severe, ≥2 moderate, or ≥1 moderate exacerbation while on other maintenance treatment. Within 12 months following the index exacerbation, ≥1 pharmacy claim for BGF was required. Primary outcomes were the rate of COPD exacerbations and healthcare costs for those that received BGF promptly (within 30 days of index exacerbation) versus delayed (31-180 days) and very delayed (181-365 days). The effect of each 30-day delay in initiation of BGF was estimated using a multivariable negative binomial regression model. Results 2409 patients were identified: 434 prompt, 1187 delayed, and 788 very delayed. The rate (95% CI) of total exacerbations post-index increased as time to BGF initiation increased: prompt 1.52 (1.39-1.66); delayed 2.00 (1.92-2.09); and very delayed 2.30 (2.20-2.40). Adjusting for patient characteristics, each 30-day delay in receiving BGF was associated with a 5% increase in the average number of subsequent exacerbations (rate ratio, 95% CI: 1.05, 1.01-1.08; p<0.05). Prompt initiation of BGF was also associated with lower post-index annualized COPD-related costs ($5002 for prompt vs $7639 and $8724 for the delayed and very delayed groups, respectively). Conclusion Following a COPD exacerbation, promptly initiating BGF was associated with a reduction in subsequent exacerbations and reduced healthcare utilization and costs.
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Affiliation(s)
- Charlie Strange
- College of Medicine, The Medical University of South Carolina, Charleston, SC, USA
| | | | | | | | | | - Sean Swisher
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | - Sushma Patel
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | | | - Daniel R Touchette
- College of Pharmacy - Pharmacy Systems Outcomes and Policy, University of Illinois Chicago, Chicago, IL, USA
| | - Edward Portillo
- Pharmacy Practice & Translational Research Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Norbert Feigler
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | - Michael Pollack
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
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Chihara D, Liao L, Tkacz J, Franco A, Lewing B, Kilgore KM, Nastoupil LJ, Chen L. Real-world experience of CAR T-cell therapy in older patients with relapsed/refractory diffuse large B-cell lymphoma. Blood 2023; 142:1047-1055. [PMID: 37339585 DOI: 10.1182/blood.2023020197] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 04/13/2023] [Accepted: 05/03/2023] [Indexed: 06/22/2023] Open
Abstract
The emergence of chimeric antigen receptor (CAR) T-cell therapy has changed the treatment landscape for diffuse large B-cell lymphoma (DLBCL); however, real-world experience reporting outcomes among older patients treated with CAR T-cell therapy is limited. We leveraged the 100% Medicare fee-for-service claims database and analyzed outcomes and cost associated with CAR T-cell therapy in 551 older patients (aged ≥65 years) with DLBCL who received CAR T-cell therapy between 2018 and 2020. CAR T-cell therapy was used in third line and beyond in 19% of patients aged 65 to 69 years and 22% among those aged 70 to 74 years, compared with 13% of patients aged ≥75 years. Most patients received CAR T-cell therapy in an inpatient setting (83%), with an average length of stay of 21 days. The median event-free survival (EFS) following CAR T-cell therapy was 7.2 months. Patients aged ≥75 years had significantly shorter EFS compared with patients aged 65 to 69 and 70 to 74 years, with 12-month EFS estimates of 34%, 43%, and 52%, respectively (P = .002). The median overall survival was 17.1 months, and there was no significant difference by age groups. The median total health care cost during the 90-day follow-up was $352 572 and was similar across all age groups. CAR T-cell therapy was associated with favorable effectiveness, but the CAR T-cell therapy use in older patients was low, especially in patients aged ≥75 years, and this age group had a lower rate of EFS, which illustrates the unmet need for more accessible, effective, and tolerable therapy in older patients, especially those aged ≥75 years.
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Affiliation(s)
- Dai Chihara
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, Houston, TX
| | | | | | | | | | | | - Loretta J Nastoupil
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Lei Chen
- ADC Therapeutics, New Providence, NJ
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4
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Wu SSJ, Perry A, Tkacz J, Bryant G. Clinical and economic characterization of mild, moderate, and severe systemic lupus erythematosus: Real-world observation across payer channels in the United States. J Manag Care Spec Pharm 2023; 29:1010-1020. [PMID: 37610115 PMCID: PMC10508840 DOI: 10.18553/jmcp.2023.29.9.1010] [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] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
BACKGROUND: Systemic lupus erythematosus (SLE) is a chronic autoimmune disease affecting as many as 322,000 people in the United States. Because of heterogeneity in both disease course and clinical manifestations, it is critical to identify a prevalent SLE population that includes patients with moderate or severe disease. Additionally, differences in the clinical and economic burden of SLE may exist across payer channels, yet to date this has not been reported in any previous studies. OBJECTIVE: To characterize the clinical and economic burden of SLE across disease severity and payer channels. METHODS: This retrospective study included patients from Merative MarketScan Commercial, Medicare Supplemental, and Medicaid databases from 2013 to 2020 (Commercial/Medicare) or 2013 to 2019 (Medicaid), with at least 1 inpatient or at least 2 outpatient SLE claims and no invalid steroid claims. The index date was a random SLE claim with at least 12 months of disease history. Patients were continuously enrolled 1 year pre-index (baseline) and 1 year post-index and classified with mild, moderate, or severe disease using a published algorithm. Baseline demographics, clinical characteristics, flares, and utilization/costs were compared across disease severity. RESULTS: 22,385 Commercial, 2,035 Medicare, and 8,083 Medicaid patients had SLE. Most Medicaid patients (51.1%) had severe disease. Comorbidity scores increased with disease severity (P < 0.001). 30.7% of Commercial, 34.1% Medicare, and 51.3% Medicaid patients had opioids, which increased with disease severity (P < 0.001). All-cause costs ranged from 1.8- to 2.3-fold for moderate vs mild and 4.2- to 6.5-fold for severe vs mild. Outpatient medical costs accounted for the highest proportion of all-cause costs, except Medicaid patients with severe disease, for whom inpatient costs were highest. Mean (SD) SLE-related annual costs were $23,030 (43,304) vs $1,738 (4,427) in severe vs mild for Commercial, $12,264 (31,896) vs $2,024 (4,998) for Medicare, and $7,572 (27,719) vs $787 (3,797) for Medicaid (P < 0.001). For patients with severe disease in Medicaid, 16.5% and 60.1% had inpatient and emergency department (ED) visits, respectively, vs 10.3% and 26.5% Commercial vs 10.6% and 24.6% Medicare. Mean [SD] flares per year in the baseline period increased from 2.5 [1.7] in mild to 4.6 [1.9] in severe for Commercial, 3.2 [1.9] to 5.0 [2.1] for Medicare, and 2.0 [1.6] to 4.5 [2.0] for Medicaid. CONCLUSIONS: Patients with severe SLE experienced more comorbidities, flares, and utilization/costs. Outpatient costs were the largest driver of all-cause costs for Commercial and Medicare (and Medicaid for mild to moderate SLE). Medicaid beneficiaries had the highest rate of severe SLE, highest use of ED and inpatient services, and highest oral corticosteroid and opioid use but the lowest utilization of disease-modifying treatments. Results demonstrate an unmet need in SLE treatment, especially among patients with moderate to severe disease or Medicaid coverage. DISCLOSURES: This study was funded by AstraZeneca. Drs Wu and Bryant are current employees of AstraZeneca and may own stock and/or options. At the time of the study, Ms Perry and Mr Tkacz were employed by IBM Watson Health, which received funding from AstraZeneca to conduct this study.
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Lugogo N, Gilbert I, Pollack M, Gandhi H, Tkacz J, Lanz MJ. Estimating Inhaled Corticosteroid Exposure from Short-Acting β 2-Agonist-Inhaled Corticosteroid Rescue. J Asthma Allergy 2023; 16:579-584. [PMID: 37284334 PMCID: PMC10239732 DOI: 10.2147/jaa.s408504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 05/06/2023] [Indexed: 06/08/2023] Open
Affiliation(s)
- Njira Lugogo
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ileen Gilbert
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | - Michael Pollack
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | - Hitesh Gandhi
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE, USA
| | | | - Miguel J Lanz
- Allergy and Asthma, AAADRS Clinical Research Center, Coral Gables, FL, USA
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6
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Dwyer LL, Vadagam P, Vanderpoel J, Cohen C, Lewing B, Tkacz J. Disparities in Lung Cancer: A Targeted Literature Review Examining Lung Cancer Screening, Diagnosis, Treatment, and Survival Outcomes in the United States. J Racial Ethn Health Disparities 2023:10.1007/s40615-023-01625-2. [PMID: 37204663 DOI: 10.1007/s40615-023-01625-2] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 03/31/2023] [Accepted: 04/30/2023] [Indexed: 05/20/2023]
Abstract
BACKGROUND Although incidence and mortality of lung cancer have been decreasing, health disparities persist among historically marginalized Black, Hispanic, and Asian populations. A targeted literature review was performed to collate the evidence of health disparities among these historically marginalized patients with lung cancer in the U.S. METHODS Articles eligible for review included 1) indexed in PubMed®, 2) English language, 3) U.S. patients only, 4) real-world evidence studies, and 5) publications between January 1, 2018, and November 8, 2021. RESULTS Of 94 articles meeting selection criteria, 49 publications were selected, encompassing patient data predominantly between 2004 and 2016. Black patients were shown to develop lung cancer at an earlier age and were more likely to present with advanced-stage disease compared to White patients. Black patients were less likely to be eligible for/receive lung cancer screening, genetic testing for mutations, high-cost and systemic treatments, and surgical intervention compared to White patients. Disparities were also detected in survival, where Hispanic and Asian patients had lower mortality risks compared to White patients. Literature on survival outcomes between Black and White patients was inconclusive. Disparities related to sex, rurality, social support, socioeconomic status, education level, and insurance type were observed. CONCLUSIONS Health disparities within the lung cancer population begin with initial screening and continue through survival outcomes, with reports persisting well into the latter portion of the past decade. These findings should serve as a call to action, raising awareness of persistent and ongoing inequities, particularly for marginalized populations.
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Affiliation(s)
- Lisa L Dwyer
- Real World Value & Evidence, Janssen Scientific Affairs, LLC, 1125 Trenton-Harbourton Road, Titusville, NJ, 08560, USA.
| | - Pratyusha Vadagam
- Real World Value & Evidence, Janssen Scientific Affairs, LLC, 1125 Trenton-Harbourton Road, Titusville, NJ, 08560, USA
| | - Julie Vanderpoel
- Real World Value & Evidence, Janssen Scientific Affairs, LLC, 1125 Trenton-Harbourton Road, Titusville, NJ, 08560, USA
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Cuker A, Tkacz J, Manjelievskaia J, Haenig J, Maier J, Bussel JB. Overuse of corticosteroids in patients with immune thrombocytopenia (ITP) between 2011 and 2017 in the United States. EJHaem 2023; 4:350-357. [PMID: 37206283 PMCID: PMC10188501 DOI: 10.1002/jha2.684] [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] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 03/04/2023] [Accepted: 03/17/2023] [Indexed: 05/21/2023]
Abstract
Corticosteroids (CSs) are standard first-line therapy for immune thrombocytopenia (ITP). Prolonged exposure is associated with substantial toxicity; thus guidelines recommend avoidance of prolonged CS treatment and early use of second-line therapies. However, real-world evidence on ITP treatment patterns remains limited. We aimed to assess real-world treatment patterns in patients with newly-diagnosed ITP, using two large US healthcare databases (Explorys and MarketScan) between January 1, 2011 and July 31, 2017. Adults with ITP, ≥12 months of database registration prior to diagnosis, ≥1 ITP treatment, and ≥1 month enrollment following initiation of first ITP treatment were included (n = 4066 Explorys; n = 7837 MarketScan). Information on lines of treatment (LoTs) was collected. As expected, CSs were the most common first-line treatment (Explorys, 87.9%; MarketScan, 84.5%). However, CSs remained by far the most common treatment (Explorys ≥77%; MarketScan ≥85%) across all subsequent LoTs. Second-line treatments such as rituximab (12.0% Explorys; 24.5% MarketScan), thrombopoietin receptor agonists (11.3% Explorys; 15.6% MarketScan), and splenectomy (2.5% Explorys; 8.1% MarketScan) were used much less frequently. CS use is widespread in the US in patients with ITP across all LoTs. Quality improvement initiatives are needed to reduce CS exposure and bolster use of second-line treatments.
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Affiliation(s)
- Adam Cuker
- Department of Medicine and Department of Pathology and Laboratory MedicinePerelman School of MedicineUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | | | | | | | | | - James B Bussel
- Pediatric Hematology/OncologyWeill Cornell MedicineNew YorkNew YorkUSA
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8
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Carr T, Chung Y, Ambrose C, Rane P, Lindsley A, Tkacz J, Burnette A. Racial and Ethnic Disparities in Treatment of Uncontrolled Disease Among Severe, Persistent Asthma Patients: An Analysis of Medicare Fee-for-Service Claims. J Allergy Clin Immunol 2023. [DOI: 10.1016/j.jaci.2022.12.145] [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: 02/05/2023]
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9
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Evans KA, Pollack M, Portillo E, Strange C, Touchette DR, Staresinic A, Patel S, Tkacz J, Feigler N. Prompt initiation of triple therapy following hospitalization for a chronic obstructive pulmonary disease exacerbation in the United States: An analysis of the PRIMUS study. J Manag Care Spec Pharm 2022; 28:1366-1377. [PMID: 36427341 PMCID: PMC10372961 DOI: 10.18553/jmcp.2022.28.12.1366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND: Severe exacerbations requiring hospitalization contribute a substantial portion of the morbidity and costs of chronic obstructive pulmonary disease (COPD). Triple therapy (inhaled corticosteroid + long-acting β-agonist + long-acting muscarinic antagonist) is a recommended option for patients who experience recurrent COPD exacerbations or persistent symptoms. Few real-world studies have specifically examined the effect of prompt initiation of triple therapy, specifically among patients hospitalized for a COPD exacerbation. OBJECTIVE: To assess whether prompt initiation of triple therapy following a severe COPD exacerbation was associated with lower risk of subsequent exacerbations and lower health care use and costs and the effects of each 30-day delay of initiation. METHODS: Adults aged 40 years or older with COPD were identified in the Merative MarketScan Databases between January 1, 2010, and December 31, 2019, and were required to meet the following criteria: open or closed triple therapy (date of first closed prescription or last component of open=index treatment date), more than 1 inpatient admission with a primary COPD diagnosis (ie, severe exacerbation) in the prior 12 months (index exacerbation), 12 months of continuous enrollment before (baseline) and after (follow-up) index exacerbation, and absence of select respiratory diseases and cancer. Patients were stratified based on timing of open or closed triple therapy after the index exacerbation: prompt (≤30 days), delayed (31-180 days), or very delayed (181-365 days). Multivariable regression controlled for baseline characteristics (age, sex, insurance type, index year, comorbidities, prior treatment, and prior exacerbations) and estimated the odds of subsequent exacerbations, change in the number of exacerbations, and change in health care costs during 12-month follow-up associated with each 30-day delay of triple therapy initiation. RESULTS: A total of 6,772 patients met inclusion criteria (2,968 [43.8%] prompt, 1,998 [29.5%] delayed, and 1,806 [26.7%] very delayed). The adjusted odds of any exacerbation and a severe exacerbation during 12-month follow-up increased by 13% (odds ratio [95% CI]: 1.13 [1.11-1.15]) and 10% (1.10 [1.08-1.12]), respectively, for each 30-day delay in triple therapy initiation, and the mean number of exacerbations increased by 5.4% (95% CI = 4.7%-6.1%). There was a 3.0% increase (95% CI = 2.2%-3.8%) in mean all-cause costs and a 3.7% increase (95% CI = 2.9%-4.6%) in total COPD-related costs for each 30-day delay of triple therapy initiation. CONCLUSIONS: Longer delays in triple therapy initiation after a COPD hospitalization result in greater risk of subsequent exacerbations and higher health care resource use and costs. Adequate post-discharge follow-up care and earlier consideration of triple therapy may improve clinical and economic outcomes among patients with COPD. DISCLOSURES: This study was funded by AstraZeneca. Dr Evans is employed by Merative, formerly IBM Watson Health, and Mr Tkacz was employed by IBM Watson Health at the time of this study; Merative/IBM Watson Health received funding from AstraZeneca to conduct this study. Mr Pollack, Dr Staresinic, Dr Feigler, and Dr Patel are employed by AstraZeneca. Dr Touchette, Dr Portillo, and Dr Strange are paid consultants to AstraZeneca. Dr Strange also participates in research grants paid to the Medical University of South Carolina by AstraZeneca, CSA Medical, and Nuvaira, and is a consultant to GlaxoSmithKline, Morair, and PulManage regarding COPD.
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Affiliation(s)
- Kristin A Evans
- Real World Data Research and Analytics, Merative, Ann Arbor, MI
| | | | - Edward Portillo
- Pharmacy Practice Division, University of Wisconsin-Madison School of Pharmacy
| | - Charlie Strange
- Division of Pulmonary, Critical Care, Allergy and Sleep Medicine, Department of Medicine, Medical University of South Carolina, Charleston
| | - Daniel R Touchette
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois College of Pharmacy, Chicago
| | | | - Sushma Patel
- BioPharmaceuticals Medical, AstraZeneca, Wilmington, DE
| | - Joseph Tkacz
- Life Sciences, IBM Watson Health, Cambridge, MA, now with Inovalon, Washington DC
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Lanz M, Pollack M, Gilbert I, Gandhi H, Tkacz J, Lugogo N. ASTHMATIC PATIENTS ARE AT RISK FOR EXACERBATIONS IRRESPECTIVE OF CONTROL, MAINTENANCE ADHERENCE, OR DISEASE SEVERITY. Ann Allergy Asthma Immunol 2022. [DOI: 10.1016/j.anai.2022.08.633] [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: 11/11/2022]
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Goetz I, Choong C, Winnie J, Nelson DR, Birt J, Noxon V, Varker H, Zimmerman N, Tkacz J. Development of a claims-based flare algorithm for systemic lupus erythematosus. Curr Med Res Opin 2022; 38:1641-1649. [PMID: 35866412 DOI: 10.1080/03007995.2022.2101804] [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] [Indexed: 12/27/2022]
Abstract
OBJECTIVE To develop a claims-based algorithm identifying systemic lupus erythematosus (SLE) flares using a linked claims-electronic medical record (EMR) dataset. METHODS This study was a retrospective analysis of linked administrative claims and EMR data spanning 1 January 2003 to 31 March 2019. Included were adult SLE patients with at least 12 months of continuous enrollment in claims data, 12 months of clinical activity in EMR, and an absence of malignancies excluding basal and squamous cell carcinoma. Patient follow-up was divided into 30-day windows, and a proxy SLEDAI-2K score based on the EMR data was calculated for each 30-day period. A flare was defined as an increase of at least 4 from the baseline score. A series of potential flare predictor variables identified in claims were based on a combination of established variables from a previous algorithm, with the addition of other SLE-related indicators based on clinical input. Logistic regression models were built to predict monthly SLE flares. RESULTS Inclusion criteria identified 2427 patients. Results from a logistic model with forward selection capping the number of variables at 10 performed well with a c-statistic of 0.76 and a Brier score of 0.07. The top five predictors were any inpatient admission (OR = 4.76), outpatient office visit (OR = 3.04), MRI (OR = 2.26), ER visit (OR = 2.25), and number of rheumatology visits (OR = 1.75); p < .01 for all. CONCLUSIONS The final algorithm shows promise in providing an alternative and more streamlined way for identifying likely flares in administrative claims data that will advance the study of SLE within the context of flares.
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Affiliation(s)
| | | | | | | | - Julie Birt
- Eli Lilly and Company, Indianapolis, IN, USA
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Davis GE, Zeiger RS, Emmanuel B, Chung Y, Tran TN, Evans KA, Chen S, Katial R, Kreindler JL, Tkacz J. Systemic Corticosteroid–related Adverse Outcomes and Health Care Resource Utilization and Costs Among Patients with Chronic Rhinosinusitis with Nasal Polyposis. Clin Ther 2022; 44:1187-1202. [DOI: 10.1016/j.clinthera.2022.08.004] [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: 12/22/2021] [Revised: 07/15/2022] [Accepted: 08/08/2022] [Indexed: 11/03/2022]
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13
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Pollack M, Gandhi H, Tkacz J, Lanz M, Lugogo N, Gilbert I. The use of short-acting bronchodilators and cost burden of asthma across Global Initiative for Asthma–based severity levels: Insights from a large US commercial and managed Medicaid population. J Manag Care Spec Pharm 2022; 28:881-891. [DOI: 10.18553/jmcp.2022.21498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Michael Pollack
- BioPharmaceuticals Medical - USA, AstraZeneca, Wilmington, DE
| | - Hitesh Gandhi
- BioPharmaceuticals Medical - USA, AstraZeneca, Wilmington, DE
| | - Joseph Tkacz
- Life Sciences, IBM Watson Health, Cambridge, MA, now with Inovalon, Bowie, MD
| | - Miguel Lanz
- Allergy and Asthma, AAADRS Clinical Research Center, Coral Gables, FL
| | - Njira Lugogo
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Ileen Gilbert
- BioPharmaceuticals Medical - USA, AstraZeneca, Wilmington, DE
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Tan L, Reibman J, Ambrose C, Chung Y, Desai P, Llanos JP, Moynihan M, Tkacz J. Clinical and economic burden of uncontrolled severe noneosinophilic asthma. Am J Manag Care 2022; 28:e212-e220. [PMID: 35738228 DOI: 10.37765/ajmc.2022.89159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
OBJECTIVES To quantify the clinical and economic burden of patients with severe asthma with low blood eosinophil counts (BECs) untreated with biologics. STUDY DESIGN Retrospective cohort study in IBM MarketScan claims database. METHODS Patients 12 years and older with severe asthma with BEC data were selected between January 1, 2013, and June 30, 2018 (date of the most recent BEC was used as the index date). Inclusion criteria were (1) presence of BEC laboratory test result, (2) continuous enrollment for 12 months preceding and following the index date, (3) meeting the Healthcare Effectiveness Data and Information Set definition of persistent asthma, (4) meeting the Global Initiative for Asthma definition of severe asthma, and (5) an absence of biologic treatment, other respiratory diagnoses, and malignancies 12 months preceding and following the index date. Asthma exacerbations, levels of disease control, and all-cause and asthma-related health care costs were reported during the 12-month postindex period for patients with a BEC less than 300 cells/mcL. RESULTS The sample included 8073 patients with severe asthma; 78% (n = 6260) presented with a BEC less than 300 cells/mcL. Mean (SD) age of the sample was 54.8 (14.2) years; 64% were female. Eighteen percent of patients had an asthma exacerbation; 19% had either uncontrolled or suboptimally controlled asthma based on the frequency of asthma-related hospital admissions, emergency department visits, or corticosteroid prescription fills. One-year all-cause and asthma-related total health care costs were $25,845 and $2802, respectively. Patients with suboptimally controlled and uncontrolled asthma spent $1471 and $3872 more, respectively, on asthma-related claims compared with patients with controlled asthma. CONCLUSIONS Among patients with severe asthma with low eosinophils untreated with biologics, there is a high burden of disease among those who have suboptimal disease control, highlighting an unmet need in severe asthma treatment.
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Affiliation(s)
| | | | | | | | | | | | | | - Joseph Tkacz
- IBM Watson Health, 75 Binney St, Cambridge, MA 02142.
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15
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Tkacz J, Evans KA, Touchette DR, Portillo E, Strange C, Staresinic A, Feigler N, Patel S, Pollack M. PRIMUS – Prompt Initiation of Maintenance Therapy in the US: A Real-World Analysis of Clinical and Economic Outcomes Among Patients Initiating Triple Therapy Following a COPD Exacerbation. Int J Chron Obstruct Pulmon Dis 2022; 17:329-342. [PMID: 35177901 PMCID: PMC8843423 DOI: 10.2147/copd.s347735] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 01/24/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Patients with chronic obstructive pulmonary disease (COPD) may experience moderate (requiring outpatient care) or severe (requiring hospitalization) disease exacerbations. Guidelines recommend escalation from dual to triple therapy (inhaled corticosteroid + long-acting beta agonist + long-acting muscarinic antagonist) after two moderate or one severe exacerbation in a year. This study examined whether prompt initiation of triple therapy lowers risk of future exacerbations and reduces healthcare costs, compared to delayed/very delayed triple therapy after an exacerbation. Patients and Methods This retrospective observational study of US healthcare claims included patients ≥40 years old with COPD who initiated triple therapy (1/1/2011–3/31/2020) after ≥2 moderate or ≥1 severe exacerbation in the prior year. The earliest of the second moderate or first severe exacerbation was the index date. Patients were stratified by triple therapy timing: prompt (≤30 days post-index), delayed (31–180 days), very delayed (181–365 days). COPD exacerbations, all-cause and COPD-related healthcare utilization and costs were assessed during 12 months post-index (follow-up). Multivariable regression estimated the effect of each 30-day delay in triple therapy on the odds of exacerbations, number of exacerbations, and costs during follow-up, controlling for patient characteristics. Results A total of 24,770 patients were included: 7577 prompt, 9676 delayed, 7517 very delayed. Each 30-day delay of triple therapy was associated with 11% and 7% increases in the odds of any exacerbation and a severe exacerbation, respectively (odds ratio [95% CI]: 1.11 [1.10–1.13] and 1.07 [1.05–1.08]), a 4.3% (95% CI: 3.9–4.6%) increase in the number of exacerbations, a 1.8% (95% CI: 1.3–2.3%) increase in all-cause costs, and a 2.1% (95% CI: 1.6–2.6%) increase in COPD-related costs during follow-up. Conclusion Promptly initiating triple therapy after two moderate or one severe exacerbation is associated with decreased morbidity and economic burden in COPD. Proactive disease management may be warranted to prevent future exacerbations and lower costs among patients with COPD.
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Affiliation(s)
- Joseph Tkacz
- Life Sciences, IBM Watson Health, Cambridge, MA, USA
| | | | - Daniel R Touchette
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois College of Pharmacy, Chicago, IL, USA
| | - Edward Portillo
- Pharmacy Practice Division, University of Wisconsin-Madison School of Pharmacy, Madison, WI, USA
| | - Charlie Strange
- Division of Pulmonary, Critical Care, Allergy and Sleep Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Anthony Staresinic
- BioPharmaceuticals, US Medical Affairs, AstraZeneca, Wilmington, DE, USA
| | - Norbert Feigler
- BioPharmaceuticals, US Medical Affairs, AstraZeneca, Wilmington, DE, USA
| | - Sushma Patel
- BioPharmaceuticals, US Medical Affairs, AstraZeneca, Wilmington, DE, USA
| | - Michael Pollack
- BioPharmaceuticals, US Medical Affairs, AstraZeneca, Wilmington, DE, USA
- Correspondence: Michael Pollack, AstraZeneca, 1800 Concord Pike, Wilmington, DE, 19850, USA, Tel +1 302 377 4911, Email
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Lanz M, Pollack M, Gilbert I, Tkacz J, Gandhi H, Lugogo N. Patterns of High-risk Systemic Corticosteroid Exposures, Short-acting Beta2-agonist Utilization, and Adverse Health Conditions in Children with Asthma in the United States. J Allergy Clin Immunol 2022. [DOI: 10.1016/j.jaci.2021.12.298] [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: 11/30/2022]
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Howden CW, Manuel M, Taylor D, Jariwala-Parikh K, Tkacz J. Estimate of Refractory Reflux Disease in the United States: Economic Burden and Associated Clinical Characteristics. J Clin Gastroenterol 2021; 55:842-850. [PMID: 33780218 DOI: 10.1097/mcg.0000000000001518] [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] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 01/25/2021] [Indexed: 02/07/2023]
Abstract
GOALS To update the estimate of the prevalence of refractory gastroesophageal reflux disease (GERD) in the United States, and to assess the clinical and economic differences between patients with and without refractory GERD. BACKGROUND GERD affects 18% to 28% of the US population, with nearly 40% of GERD patients presenting with refractory symptoms despite ongoing therapy. STUDY Retrospective analysis of the IBM MarketScan databases between January 2011 and June 2018. Inclusion criteria were prescription fill and subsequent refill of a proton pump inhibitor or H2-receptor antagonist (earliest claim=index date), diagnosis of GERD 60 days preceding and/or following index, continuous insurance enrolment for 12 months preceding/following index, and absence of prior GERD diagnosis or GERD medication. We derived refractory GERD symptom scores for all patients on the basis of a previously published algorithm. Health care costs and comorbidities were assessed for all patients and compared between those with and without refractory GERD. RESULTS In total, 399,017 GERD patients qualified for the study; 103,654 (26%) met our definition of having indications of refractory GERD symptoms. Patients with refractory GERD symptoms reported significantly higher rates of hiatal hernia (25.1% vs. 5.9%), esophagitis (37.3% vs. 11.8%), esophageal stricture (11.3% vs. 1.5%), and dysphagia (26.8% vs. 7.1%; P<0.01 for each). The refractory GERD symptoms cohort incurred ~$10,000 greater health care costs per patient per year compared with patients without refractory GERD symptoms ($26,057±$58,948 vs. $15,285±$39,307; P<0.01). CONCLUSIONS Refractory GERD symptoms were associated with a substantial increase in health care costs. Treatments aimed at improving refractory GERD symptoms may mitigate symptom burden, potentially reducing health care expenditure.
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Affiliation(s)
- Colin W Howden
- College of Medicine, University of Tennessee, Memphis, TN
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Lanz M, Gilbert I, Pollack M, Gandhi H, Tkacz J, Lugogo N. P064 CONSECUTIVE-YEAR HIGH-RISK SYSTEMIC CORTICOSTEROID EXPOSURES IN CHILDREN AND ADULTS WITH ASTHMA IN THE UNITED STATES. Ann Allergy Asthma Immunol 2021. [DOI: 10.1016/j.anai.2021.08.093] [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: 11/16/2022]
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Arriaga Y, Tkacz J, Roebuck MC, George J, Willis V, Dankwa-mullan I. Abstract 2617: Factors associated with utilization of post-mastectomy adjuvant therapies in privately insured female patients with early-stage invasive breast cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: In a commercially insured cohort of female patients with early-stage invasive breast cancer we examined geographic and clinical factors associated with variation in uptake of post-mastectomy adjuvant endocrine therapy (AET), cytotoxic chemotherapy (ACT) and biologic therapy (ABT).
Methods: Retrospective observational study of the IBM® MarketScan® claims data from 01/01/2012-03/31/2018. Eligibility criteria included: 1) diagnosis of non-metastatic invasive breast cancer in female patients 18 years old or older, 2) mastectomy within 6 months of initial diagnosis. Patients with breast carcinoma in situ only and those who received neoadjuvant therapies were excluded. Multivariate logistic regression was used to identify factors associated with receipt of adjuvant therapy, including: 1) age, insurance plan type, and select chronic comorbid conditions, 2) sociodemographic, community-level (ZIP3) measures obtained from the 2019 Area Health Resource Files, and 3) time effects. Analyses were conducted at the patient level with standard errors clustered by ZIP3.
Results: Of the 16,680 patients identified, 5,341 (32%) received AET only, 2,290 (14%) received ACT only and 729 (4%) received ABT. 7,911 (47%) did not have any claims for adjuvant therapy. 3% received adjuvant combinations, mostly post-radiation treatment (2%). We observed the following statistically significant associations (p<.001 to p<.05) between selected variables and adjuvant therapy use:- Increasing age and higher likelihood of AET (1.2-1.8) but decreased likelihood of ACT (.8-.03) and ABT (.98-.24).- Primary health policy holders were 13% more likely to receive ACT compared to a spouse or other dependent.- Patients residing in the Midwest and higher likelihood of receiving AET (OR=1.15), ACT (OR=1.14), and ABT (OR=1.44) compared to those in the Northeast whereas those in the West and South had higher likelihood of receiving ACT (OR=1.31; OR=1.21), and ABT (OR=1.66; OR=1.36).- Patients residing in areas with increased Black resident density (ZIP3 level) and lower likelihood of receiving AET (OR=.58), ACT (OR=.61), and ABT (OR=.45).- Percentage population with a 4-year college degree and decreased likelihood of ACT (OR=.33).- Genetic testing and increased likelihood of AET (OR=1.92), ACT (OR=2.72), and ABT (OR=1.91).- Breast carcinoma in situ diagnosis preceding invasive disease diagnosis and decreased likelihood of receiving AET (OR=.56), ACT (OR=.2) and ABT (OR=.65).
Conclusions: In a large cohort of commercially insured patients with early-stage invasive breast cancer, uptake of post-mastectomy adjuvant therapies varied and was influenced by several non-clinical factors. Results of real-world evidence cancer studies may support treatment-decision making, guide adoption of value-based care models and reduce treatment disparities.
Citation Format: Yull Arriaga, Joseph Tkacz, M Christopher Roebuck, Judy George, Van Willis, Irene Dankwa-mullan. Factors associated with utilization of post-mastectomy adjuvant therapies in privately insured female patients with early-stage invasive breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2617.
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Maksabedian Hernandez EJ, Tkacz J, Zimmerman NM, Chan P, Limone B, Ogdie A, Karis E, Stolshek B. Association of physician specialty with psoriatic arthritis treatment and costs. Am J Manag Care 2021; 27:e226-e233. [PMID: 34314123 DOI: 10.37765/ajmc.2021.88706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES To describe current psoriatic arthritis treatment and costs by provider specialty using real-world claims data. STUDY DESIGN Observational, retrospective cohort study of patients in the IBM MarketScan Commercial and supplemental Medicare databases. METHODS Eligible patients had newly diagnosed psoriatic arthritis with 12 months of continuous enrollment pre- and post index date for their initial claim. Patients were assigned to 1 of 5 provider specialty cohorts. During the 1-year follow-up period, we collected psoriatic arthritis treatment agent and regimen type and total annual medical and health care costs. We used multivariate regression models to determine the conditional associations of provider specialty with costs. RESULTS A total of 2132 patients with incident psoriatic arthritis qualified. Most providers were rheumatologists (n = 1365; 64%). Rheumatologists commonly prescribed oral small molecules (methotrexate, 56.3% of prescriptions; sulfasalazine, 8.6%; apremilast, 7.0%) as the index therapy, whereas 23.8% of prescriptions were for tumor necrosis factor inhibitors (adalimumab, 14.2%; etanercept, 7.9%; and infliximab, 1.7%). Compared with other specialists, dermatologists prescribed biologics and other specialty drugs more frequently-adalimumab (32.7%), apremilast (14.3%), etanercept (11.6%), and ustekinumab (8.8%)-and methotrexate less frequently (30.6%). The greatest unadjusted median health care costs were observed among dermatologists ($45,548) compared with rheumatologists ($30,411), primary care physicians ($29,927), rheumatologists/dermatologists ($27,393), and other specialists ($27,774). However, after adjusting for patient-level factors, multivariate regression analyses found that provider specialty was not associated with higher health care costs. CONCLUSIONS In patients with newly diagnosed psoriatic arthritis, physician specialty was associated with different medication choices but not costs.
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Reibman J, Tan L, Ambrose C, Chung Y, Desai P, Llanos JP, Moynihan M, Tkacz J. Clinical and economic burden of severe asthma among US patients treated with biologic therapies. Ann Allergy Asthma Immunol 2021; 127:318-325.e2. [PMID: 33775904 DOI: 10.1016/j.anai.2021.03.015] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 02/23/2021] [Accepted: 03/16/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND Patients with severe asthma may remain uncontrolled despite biologic therapy in addition to standard therapy, but this disease burden has not been quantified. OBJECTIVE To estimate the clinical and economic burden in a US national sample. METHODS Patients who have severe asthma with indicated biologic treatment (earliest use = index date) were selected from the MarketScan database between January 1, 2013, and June 30, 2018. Inclusion criteria were continuous enrollment for 12 months postindex with a minimum of 2 biologic fills, greater than or equal to 12 years of age, evidence of medium- to high-dose inhaled corticosteroids and long-acting β-agonist combination before the index, and absence of other respiratory diagnoses and malignancies. Disease exacerbations (used to classify asthma control), health care costs, and treatment characteristics were reported during the 12-month postindex period. RESULTS The sample included 3262 biologic patients; 88% with anti-immunoglobulin E therapy (omalizumab) and 12% non-anti-immunoglobulin E (reslizumab, mepolizumab, benralizumab). The mean age was 49 (±15) years; 64% were women. Prescriptions included inhaled corticosteroids and long-acting β-agonist (82%), systemic corticosteroids (76%), and leukotriene receptor antagonists (68%). Notably, 63% of patients presented greater than or equal to 1 asthma exacerbation (mean 1.3 per patient/year). Furthermore, 35% of patients were categorized as having controlled asthma, whereas 28% were suboptimally controlled and 29% were uncontrolled. Patients with uncontrolled disease had higher all-cause and asthma-related costs ($69,206 and $45,693, respectively) than patients with suboptimally controlled ($59,407 and $40,793, respectively) or controlled disease ($53,083 and $38,393, respectively). Furthermore, 62% of newly treated patients were persistent with their index biologic. CONCLUSION Biologic therapies are effective in reducing exacerbations, but a substantial proportion of patients with severe asthma treated with current biologics continue to experience uncontrolled disease, highlighting a remaining unmet need for patients with severe uncontrolled asthma.
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Affiliation(s)
- Joan Reibman
- Department of Medicine, NYU Langone Health, New York, New York.
| | - Laren Tan
- Department of Medicine, Loma Linda University Health, Loma Linda, California
| | - Chris Ambrose
- Respiratory and Immunology, BioPharmaceuticals Medical, AstraZeneca, Gaithersburg, Maryland
| | - Yen Chung
- Payer Evidence, AstraZeneca, Gaithersburg, Maryland
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Tan L, Reibman J, Ambrose C, Chung Y, Desai P, Llanos Ackert JP, Moynihan M, Tkacz J. Clinical and Economic Burden of Patients with Uncontrolled Severe Asthma with Low Blood Eosinophil Levels in the United States. J Allergy Clin Immunol 2021. [DOI: 10.1016/j.jaci.2020.12.199] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Lugogo N, Gilbert I, Tkacz J, Gandhi H, Goshi N, Lanz MJ. Real-world patterns and implications of short-acting β 2-agonist use in patients with asthma in the United States. Ann Allergy Asthma Immunol 2021; 126:681-689.e1. [PMID: 33515710 DOI: 10.1016/j.anai.2021.01.024] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 12/18/2020] [Accepted: 01/19/2021] [Indexed: 10/22/2022]
Abstract
BACKGROUND Short-acting β2-agonist (SABA) use is one measure reflecting asthma control. OBJECTIVE To evaluate the associations between real-world SABA use and severe asthma exacerbations in the United States. METHODS Patients with asthma 12 years of age or older receiving SABA in the IBM MarketScan research databases of US administrative claims from September 30, 2014, to September 30, 2016, were evaluated. Patients with 12 months' continuous eligibility before and after their first SABA claim (index SABA), an asthma diagnosis before through 60 days postindex, and either one additional SABA or at least 1 maintenance fill(s) were included. SABA claims postindex (including index fill) were grouped as follows: low: index only; medium: 2 to 3 canisters per year; and high: 4 or more canisters per year. Differences in SABA exposure with respect to disease severity groups and severe asthma exacerbations (hospitalizations, emergency visits, or outpatient systemic corticosteroids) were analyzed by analysis of variance and χ2 (significance, P ≤ .05). RESULTS A total of 135,540 patients were included: 62.8% women; mean (SD) age, 40.9 (18.3) years; SABA fills per 12-months postindex: 3.0(2.7). Furthermore, 28% of patients filled 1 SABA, 47% 2 to 3, and 25% 4 or more canisters per year. Despite higher maintenance medication possession ratio with increasing SABA (low, 0.53 (0.37); medium, 0.59 (0.35); high, 0.66 (0.32)), annual exacerbation rate per person per year and percent of patients within each SABA group having at least 1 exacerbation rose as SABA fills increased (low, 1.00 (1.45), 45.8%; medium, 1.20 (1.62), 54.3%; high, 1.50 (1.94), 58.7%). Mean SABA fills differed between patients with 0 exacerbation, 2.8 (2.6); 1 exacerbation, 2.9 (2.5); and 2 or more exacerbations, 3.3 (2.9). CONCLUSION Exacerbation risk increased with increasing SABA fills. Management strategies ensuring adequate anti-inflammatory therapy delivered to the airways when symptoms occur may be needed to mitigate asthma morbidity.
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Affiliation(s)
- Njira Lugogo
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, Michigan
| | - Ileen Gilbert
- BioPharmaceuticals Medical - USA, AstraZeneca, Wilmington, Delaware.
| | - Joseph Tkacz
- Life Sciences, IBM Watson Health, Cambridge, Massachusetts
| | - Hitesh Gandhi
- BioPharmaceuticals Medical - USA, AstraZeneca, Wilmington, Delaware
| | - Nadia Goshi
- BioPharmaceuticals Global Medicines Development - US, AstraZeneca, Wilmington, DE
| | - Miguel J Lanz
- Allergy and Asthma, AAADRS Clinical Research Center, Coral Gables, Florida
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Lugogo N, Gilbert I, Gandhi H, Pollack M, Surmont F, Tkacz J, Moore-Schiltz L, Goshi N, Lanz M. P215 DIFFERENCES IN EXACERBATION PATTERNS AND SHORT-ACTING BETA2-AGONIST USE IN PATIENTS WITH MILD VS MODERATE/SEVERE ASTHMA. Ann Allergy Asthma Immunol 2020. [DOI: 10.1016/j.anai.2020.08.112] [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: 10/23/2022]
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Lugogo N, Gilbert I, Goshi N, Gandhi H, Surmont F, Moore-Schiltz L, Tkacz J, Barjaktarevic I. REAL-WORLD PATTERNS AND IMPLICATIONS OF SHORT-ACTING BETA-AGONIST USE AMONG PATIENTS WITH COPD. Chest 2020. [DOI: 10.1016/j.chest.2020.08.1533] [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: 11/24/2022] Open
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Incerti D, Hernandez EJM, Tkacz J, Jansen JP, Collier D, Gharaibeh M, Moore-Schiltz L, Stolshek BS. The Effect of Dose Escalation on the Cost-Effectiveness of Etanercept and Adalimumab with Methotrexate Among Patients with Moderate to Severe Rheumatoid Arthritis. J Manag Care Spec Pharm 2020; 26:1236-1242. [PMID: 32996384 PMCID: PMC10391279 DOI: 10.18553/jmcp.2020.26.10.1236] [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] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Patients with moderate to severe rheumatoid arthritis (RA) occasionally increase their doses of tumor necrosis factor (TNF) inhibitors, especially the monoclonal antibody origin drugs such as adalimumab and infliximab, after inadequate response to the initial dose. Previous studies have evaluated the cost-effectiveness of various sequences of treatment for RA in the United States but have not considered the effect of dose escalation. OBJECTIVE To assess the cost-effectiveness of etanercept and adalimumab by incorporating the effect of dose escalation in moderate to severe RA patients. METHODS We adapted the open-source Innovation and Value Initiative - Rheumatoid Arthritis model, version 1.0 to separately simulate the magnitude and time to dose escalation among RA patients taking adalimumab plus methotrexate or etanercept plus methotrexate from a societal perspective and lifetime horizon. An important assumption in the model was that dose escalation would increase treatment costs through its effect on the number of doses but would have no effect on effectiveness. We estimated the dose escalation parameters using the IBM MarketScan Commercial and Medicare Supplemental Databases. We fit competing parametric survival models to model time to dose escalation and used model diagnostics to compare the fit of the competing models. We measured the magnitude of dose escalation as the percentage increase in the number of doses conditional on dose escalation. Finally, we used the parameterized model to simulate treatment sequences beginning with a TNF inhibitor (adalimumab, etanercept) followed by nonbiologic treatment. RESULTS In baseline models without dose escalation, the incremental cost per quality-adjusted life-year of the etanercept treatment sequence relative to the adalimumab treatment sequence was $85,593. Incorporating dose escalation increased treatment costs for each sequence, but costs increased more with adalimumab, lowering the incremental cost-effectiveness ratio to $9,001. At willingness-to-pay levels of $100,000, the etanercept sequence was more cost-effective compared with the adalimumab sequence, with probability 0.55 and 0.85 in models with and without dose escalation, respectively. CONCLUSIONS Dose escalation has important effects on cost-effectiveness and should be considered when comparing biologic medications for the treatment of RA. DISCLOSURES Funding for this study was contributed by Amgen. When this work was conducted, Incerti and Jansen were employees of Precision Health Economics, which received financial support from Amgen. Maksabedian Hernandez, Collier, Gharaibeh, and Stolshek were employees and stockholders of Amgen, and Tkacz and Moore-Schiltz were employees of IBM Watson Health, which received financial support from Amgen. Some of the results of this work were previously presented as a poster at the 2019 AMCP Managed Care & Specialty Pharmacy Annual Meeting, March 25-28, 2019, in San Diego, CA.
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Dankwa-Mullan I, Roebuck MC, Tkacz J, George J, Reyes F, Arriaga YE. Abstract 4341: Regional disparities in time to treatment for breast conserving surgery and mastectomy in women with early-stage breast cancer. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-4341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
BACKGROUND:
Although several studies have reported regional differences in type of surgery performed for early-stage breast cancer (ESBCa), no research has examined geographic trends in time from diagnosis to surgical treatment (TtS), a quality measure for early-stage breast cancer care. Given evidence for improved survival outcomes of expedited TtS, we assessed how TtS for both breast conserving surgery (BCS) and mastectomy (MAST) has changed over time within region.
METHODS:
IBM® MarketScan® claims data were used to select women diagnosed with non-metastatic invasive ESBCa from January 2012 to March 2018. Eligibility criteria included: 1) absence of other cancers 2) ≥ 6 months of continuous insurance enrollment pre- and post- diagnosis 3) treatment with BCS or MAST within 6 months. Days elapsed between diagnosis and first surgery was the dependent variable. Region-specific quantile regression models of median TtS were estimated, which included a vector of patient- and community-level covariates.
RESULTS:
A total of 57,299 women met the inclusion criteria. Among those receiving MAST (n=18,825), 11% had neoadjuvant chemotherapy and 40% had adjuvant chemotherapy. In the BCS cohort (n=38,474), 4% had neoadjuvant chemotherapy, 28% had adjuvant chemotherapy, and 25% had adjuvant radiation therapy. As expected, receipt of neoadjuvant chemotherapy prolonged TtS by 116-128 days (p<0.01). From 2012 to 2017, TtS for MAST significantly increased in the South (3.8 days; p<0.01) and West (8.0 days; p<0.01). Women residing in more urban areas waited longer by 21.9 days in the NE (p=0.01) and 14.2 days in the South (p<0.01). For patients in Black communities, TtS for MAST was greater by 20.7 days (p=0.02) in the Midwest (MW) and 57.8 days in the West (p=0.04). Among women living in more Hispanic areas, median TtS for MAST was lower by 43.4 days (p=0.02) in the Northeast (NE), but was higher by 23.0 days (p<0.01) in the West. In all regions except the NE, TtS for BCS significantly (p<0.01) increased from 2012 to 2017 by between 3.0 (MW) to 6.5 days (West). In more urban areas, women in the NE (14.4 days; p<0.01) and West (20.2 days; p=0.03) had longer TtS. In the NE, women in communities with higher densities of Asians (-19.2 days; p=0.01), Blacks (-20.0 days; p=0.04) and Hispanics (-24.3 days; p=0.05) experienced shorter wait times. However, women from more Hispanic communities in the South had longer TtS for BCS by 6.7 days (p=0.02).
CONCLUSIONS:
Understanding these geographical variations is important to identify potential region-specific and community-level factors influencing time to primary surgery in order to address healthcare inequalities in breast cancer treatment quality. These findings call for policy attention in areas where surgical delays that potentially impact outcomes could be addressed.
Citation Format: Irene Dankwa-Mullan, M Christopher Roebuck, Joseph Tkacz, Judy George, Fredy Reyes, Yull Edwin Arriaga. Regional disparities in time to treatment for breast conserving surgery and mastectomy in women with early-stage breast cancer [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 4341.
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Zeiger R, Sullivan P, Chung Y, Kreindler JL, Zimmerman NM, Tkacz J. Systemic Corticosteroid-Related Complications and Costs in Adults with Persistent Asthma. J Allergy Clin Immunol Pract 2020; 8:3455-3465.e13. [PMID: 32679349 DOI: 10.1016/j.jaip.2020.06.055] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 06/06/2020] [Accepted: 06/24/2020] [Indexed: 01/12/2023]
Abstract
BACKGROUND Systemic corticosteroids (SCS) may cause complications for patients with asthma. OBJECTIVE We sought to better understand the burden of SCS use in persistent asthma, including health care costs. METHODS Adult patients with persistent asthma were identified in the IBM MarketScan Databases from January 2003 to July 2016. The index date was set as the first SCS prescription for SCS users or an algorithm-matched date for non-SCS users. Patients were required to have ≥1 year of data before and after the index date. Based on the number of SCS claims in the first year after index, patients were categorized into 3 SCS groups: 0 SCS claims, 1 to 3 claims, and 4+ claims. Inverse probability of treatment weights were applied to adjust for differences between SCS and non-SCS users. Analyses included weighted and multivariate modeling to assess SCS-related complications and costs during a 3-year follow-up. RESULTS A total of 86,786 SCS users (1-3 claims: 76,690; 4+ claims: 10,096) and 91,409 non-SCS users were included; 45% remained 3 years after index. In multivariate analysis, the 3-year risk of developing any chronic complication was 6% greater for those with 1 to 3 claims and 26% greater for those with 4+ claims compared with non-SCS users (P < .001). Multivariate-adjusted health care costs over 3 years were significantly greater as 4+ users incurred $22,311 greater total costs, $4627 greater asthma-related costs, and $2647 greater chronic complication-related costs than non-SCS users (P < .001). CONCLUSIONS In this study, adults with persistent asthma receiving SCS treatment had greater odds of complications and greater associated costs over 3 years than matched non-SCS asthma patients.
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Affiliation(s)
- Robert Zeiger
- Kaiser Permanente Southern California Region, San Diego, Calif.
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Dankwa-Mullan I, Roebuck MC, Tkacz J, Fayanju OM, Ren Y, Jackson GP, Arriaga YE. Disparities in receipt of and time to adjuvant therapy after lumpectomy. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
534 Background: Adjuvant treatment after breast conserving surgery (BCS) has been shown to improve outcomes, but the degree of uptake varies considerably. We sought to examine factors associated with post-BCS receipt of and time to treatment (TTT) for adjuvant radiation therapy (ART), cytotoxic chemotherapy (ACT) and endocrine therapy (AET) among women with breast cancer. Methods: IBM MarketScan claims data were used to select women diagnosed with non-metastatic invasive breast cancer from 01/01/2012 to 03/31/2018, who received primary BCS without any neoadjuvant therapy, and who had continuous insurance eligibility 60 days post-BCS. Logistic and quantile regressions were used to identify factors associated with receipt of adjuvant therapy (ART, ACT, AET) and median TTT in days for ART (rTTT), ACT (cTTT), and AET (eTTT), respectively, after adjustment for covariates including age, year, region, insurance plan type, comorbidities, and a vector of ZIP3-level measures (e.g., community race/ethnicity-density, education level) from the 2019 Area Health Resource Files. Results: 36,270 patients were identified: 11,996 (33%) received ART only, 4,837 (13%) received ACT only, 3,458 (10 %) received AET only, 5,752 (16%) received both ART and AET, and 9,909 (27%) received no adjuvant therapy within 6 months of BCS. (318) 1% of patients received combinations of either ART, AET or ACT. Relative to having no adjuvant therapy, patients > 80 years were significantly less likely to receive ART only (relative risk ratio [RRR] 0.65), ACT only (RRR 0.05), or combination ART/AET (RRR 0.66) but more likely to receive AET alone (RRR 3.61) (all p < .001). Patients from communities with high proportions of Black (RRR 0.14), Asian (RRR 0.13), or Hispanic (RRR 0.45) residents were significantly less likely to receive combination ART and AET (all p < .001). Having HIV/AIDS (+11 days; p = .01) and residing in highly concentrated Black (+8.5 days; p = .01) and Asian (+12.2 days; p = .04) communities were associated with longer rTTT. Longer cTTT was associated with having comorbidities of cerebrovascular disease (+6.0 days; p < .001), moderate to severe liver disease (+12.3 days; p < .001) and residing in high-density Asian communities (+18.0 days; p < .001). Shorter eTTT (-11.4 days; p = .06) and cTTT (-14.8 days; p < .001) was observed in patients with comorbidities of dementia. Conclusions: Results from this cohort of privately insured patients demonstrate disparities in receipt of post-BCS adjuvant radiation and systemic therapy along multiple demographic dimensions and expose opportunities to promote timely receipt of care.
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Affiliation(s)
| | | | | | | | - Yi Ren
- Duke University School of Medicine, Durham, NC
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Wang S, Huang H, Arriaga YE, Tkacz J, Preininger AM, Solomon M, Jackson GP, Dankwa-Mullan I. Biomarker testing patterns and trends among patients with metastatic lung cancer. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e13667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e13667 Background: Guidelines for biomarker testing of metastatic lung cancer patients aid oncologists in making targeted treatment decisions. Despite evidence demonstrating the benefits of genomic and immune biomarker identification in these patients, variations in testing exist. This population-based, retrospective, observational study examined trends in testing rates and timing, assessing associations between testing and patient characteristics, sociodemographic factors, and regional patterns using insurance claims data. Methods: We evaluated patterns of biomarker testing in the IBM MarketScan database between 1/1/2013-12/31/2018. Inclusion criteria consisted of lung cancer patients with an initial diagnosis of metastasis within the study period, continuous insurance coverage from 12 months before to 4 months post-diagnosis, and biomarker testing (EGFR, ALK, ROS1, BRAF V600E, NTRK, PD-L1) within 4 months of diagnosis. Temporal trends were evaluated by the Cochran-Armitage method. Multivariate logistic regression evaluated associations between testing rates and patient-specific factors (i.e., age, gender, comorbid conditions), insurance type, and region (i.e., Northeastern, North central, Southern, and Western) in the United States (US). Results: Of the 8977 patients with metastatic lung cancer, 1040 (12%) had claims for biomarker testing. During the study period, testing rates increased significantly, from 8.4% in 2013 to 20.6% in 2018 (P <.0001); the likelihood of testing increased by year (2014, OR 1.20, 95% CI 0.97 - 1.48 vs. 2018, OR 2.83, 95% CI 2.26 - 3.54). Of patients tested, 25.8% (N = 268) were tested on the day of diagnosis, 70.7 % (N = 735) within 30 days, and 85.6% (N = 890) within 60 days. A lower likelihood of testing was associated with increasing age (OR = 0.97, 95% CI 0.96 - 0.98), enrollment in preferred provider health plans (OR 0.69, 95% CI 0.53 – 0.93), or pre-existing comorbidities of congestive heart failure (OR 0.76, 95% CI 0.59 – 0.98) or diabetes (OR 0.82, 95% CI 0.68 – 0.99). Testing was more likely to occur in females (OR 1.24, 95% CI 1.09 – 1.42), age < 55 years (OR 1.67, 95% CI 1.32 – 2.12) or residence in Northeastern US (OR 1.26, 95% CI 1.05 -1.51). Conclusions: Biomarker testing rates for an insured cohort of metastatic lung cancer patients increased significantly over time, but the likelihood of testing varied based on age, sex, insurance type, comorbidities, and region. Results of this study may inform policy or outreach strategies by highlighting population-based factors influencing biomarker testing rates.
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Affiliation(s)
| | - Hu Huang
- IBM Watson Health, Cambridge, MA
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Tkacz J, Garcia J, Gitlin M, McMorrow D, Snyder S, Bonafede M, Chung KC, Maziarz RT. The economic burden to payers of patients with diffuse large B-cell lymphoma during the treatment period by line of therapy. Leuk Lymphoma 2020; 61:1601-1609. [PMID: 32270727 DOI: 10.1080/10428194.2020.1734592] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [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: 02/06/2023]
Abstract
We retrospectively analyzed treatment patterns and healthcare costs among patients diagnosed with diffuse large B-cell lymphoma (DLBCL) during each line of therapy (LOT) using data from the IBM® MarketScan® Commercial and Medicare Supplemental Databases from January 2011 to May 2017. Patients were included if they had a diagnosis of DLBCL, ≥12 months of disease-free continuous enrollment prediagnosis, and ≥1 month of postdiagnosis follow-up. Of 2066 eligible patients receiving first-line treatment, 17% (n = 340) received second-line treatment; of these, 23% (n = 77) received third-line treatment. Mean healthcare expenditures (treatment duration) for first, second, and third LOTs were $111,314 (124.5 days), $88,472 (80.8 days), and $103,365 (70.9 days), respectively. When adjusted to 30-day period costs, first, second, and third LOT healthcare expenditures increased to $26,825, $32,857, and $43,854, respectively. Patients with newly diagnosed and relapsed/refractory DLBCL incur a significant cost burden (for payers), and such costs increase as patients proceed through subsequent LOTs.
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Affiliation(s)
- Joseph Tkacz
- Life Sciences Division, IBM Watson Health, Bethesda, MD, USA
| | - Jacob Garcia
- †Global Drug Development, Juno Therapeutics, a Celgene company, Seattle, WA, USA
| | - Mathew Gitlin
- Strategic Health Economics, BluePath Solutions, Los Angeles, CA, USA
| | - Donna McMorrow
- Life Sciences Division, IBM Watson Health, Bethesda, MD, USA
| | - Sophie Snyder
- Strategic Health Economics, BluePath Solutions, Los Angeles, CA, USA
| | | | - Karen C Chung
- †Health Economics & Outcomes Research Group, Juno Therapeutics, a Celgene company, Seattle, WA, USA
| | - Richard T Maziarz
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
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George J, Tkacz J, Roebuck MC, Reyes F, Arriaga YE, Jackson GP, Dankwa-Mullan I. HSR20-085: Real-World Study of Factors Associated With Breast Conserving Surgery for Females Diagnosed With Early Stage Breast Cancer. J Natl Compr Canc Netw 2020. [DOI: 10.6004/jnccn.2019.7466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Tkacz J, Gharaibeh M, DeYoung KH, Wilson K, Collier D, Oko-osi H. Treatment Patterns and Costs in Biologic DMARD-Naive Patients with Rheumatoid Arthritis Initiating Etanercept or Adalimumab with or Without Methotrexate. J Manag Care Spec Pharm 2020; 26:285-294. [PMID: 32105179 PMCID: PMC10391042 DOI: 10.18553/jmcp.2020.26.3.285] [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] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Etanercept (ETN) and adalimumab (ADA) are tumor necrosis factor inhibitors indicated for treatment of moderate to severe rheumatoid arthritis (RA) and are used as monotherapy or in combination with conventional disease-modifying antirheumatic drugs (DMARDs) such as methotrexate (MTX). Data on treatment patterns and costs of ETN and ADA as monotherapies or in combination therapy with MTX are lacking in biologic DMARD (bDMARD)-naive patients with RA. OBJECTIVE To evaluate treatment patterns and costs of ETN and ADA monotherapy and combination therapy in bDMARD-naive patients with RA. METHODS Data from adult bDMARD-naive patients with RA were evaluated according to index therapy (ADA or ETN as monotherapy or combination therapy with MTX) in a retrospective cohort study using the IBM MarketScan Commercial Claims and Encounters and Medicare Supplemental Databases from January 1, 2010, to June 30, 2017. Participants were bDMARD-naive for ≥ 12 months before initial ETN or ADA pharmacy claim (index date) and had continuous enrollment for ≥ 12 months pre-index and 24 months post-index. Combination therapy cohorts had an MTX claim within 30 days of the index date. Outcomes included persistence (no treatment changes or gap [≥ 60 days]); modifications to index therapy (discontinuation or switching without prior gap, restarting as switch or restart after gap, or MTX initiation/discontinuation); and mean total bDMARD costs for 2 years post-index. RESULTS Patients on ETN monotherapy (n = 2,064) had higher persistence (26.8% vs. 21.1%, respectively; P < 0.001) on index treatment and received treatment for a longer duration (mean 375.9 days vs. 339.7 days, respectively; P < 0.001) than those on ADA monotherapy (n = 1,528). Regimen changes were more common in patients on ADA monotherapy than patients on ETN monotherapy (38.0% vs. 33.4%, respectively; P = 0.004). More patients on ADA monotherapy added MTX than those on ETN (17.5% vs. 12.6%, respectively; P < 0.001). Overall, 790 patients receiving index monotherapy had a regimen change following a gap (≥ 60 days), with a similar proportion between cohorts. Among these patients, 13.8% restarted index therapy, and 7.9% switched from index therapy. Significantly more patients receiving ETN monotherapy restarted their index regimen after a gap than those receiving ADA monotherapy (14.9% vs. 12.2%, respectively; P = 0.023). The proportion of patients persistent on combination therapy was similar between the ETN and ADA combination therapy cohorts (21.9% vs. 22.2%, respectively; P = 0.818). Treatment pattern rates were similar regardless of index combination therapy. Overall, costs for ADA were consistently higher within the index regimen throughout the follow-up period irrespective of MTX. CONCLUSIONS ETN monotherapy as first-line treatment was associated with higher persistence, lower rate of MTX supplementation, and lower bDMARD costs than ADA monotherapy. ETN monotherapy may represent a less costly option for achieving treatment targets in bDMARD-naive patients with RA. DISCLOSURES This study was sponsored by Amgen. Tkacz, Henderson DeYoung, and Wilson are employees of IBM Watson Health, which received funding from Amgen for this study. Collier and Oko-osi are employees and shareholders of Amgen. Gharaibeh was an employee of Amgen at the time of study execution and manuscript drafting. Data pertaining to this study were presented in a poster at AMCP Nexus 2018; October 25-28, 2018; Orlando, FL.
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Waters HC, Ruetsch C, Tkacz J. A claims-based algorithm to reduce relapse and cost in schizophrenia. Am J Manag Care 2019; 25:e373-e378. [PMID: 31860231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
OBJECTIVES To refine a payer algorithm identifying patients with schizophrenia at high risk of relapse within a managed Medicaid population and evaluate its effectiveness in a case management (CM) program. STUDY DESIGN Cross-sectional and longitudinal study design. METHODS The algorithm used a single payer's Medicaid medical and pharmacy claims (August 1, 2009, to July 31, 2014) for patients with schizophrenia (N = 12,353) to predict those at high risk for hospitalization. The final algorithm was used in a CM program (outbound communication to providers) at 3 payer service centers in 3 states. Based on the algorithm, 60 patients (20 from each site) with the highest risk scores were targeted for CM (CM group) and 60 (those patients ranked 21st-40th most at-risk at each site) comprised the control group. Chi-square tests compared groups on frequency measures (hospitalizations, emergency department [ED] visits). Pre- to postimplementation differences were tested using McNemar's test. A pre-post analysis of variance assessed mean numbers of inpatient admissions, inpatient days, and ED visits for both groups. RESULTS The algorithm had good positive predictive power (64.0%), negative predictive power (94.7%), sensitivity (40.2%), and specificity (97.9%). Following CM, the proportion of patients with at least 1 inpatient admission in the CM group decreased (23.3% to 13.3%), as did the rate of ED visits per month (by approximately 15%), whereas increases were observed in the control group. CONCLUSIONS Although not all of these differences were statistically significant, they suggest that the algorithm may be an effective case-finding tool for plans attempting to mitigate hospitalizations among high-risk patients with schizophrenia.
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Affiliation(s)
- Heidi C Waters
- Otsuka Pharmaceutical Development & Commercialization, Inc, 508 Carnegie Center Dr, Princeton, NJ 08540.
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Chung Y, Zeiger R, Zimmerman N, Sullivan P, Kreindler J, Tkacz J. D200 RELATIONSHIP BETWEEN SYSTEMIC CORTICOSTEROID USE, ASSOCIATED COMPLICATIONS, AND HEALTHCARE COSTS IN PATIENTS WITH PERSISTENT ASTHMA. Ann Allergy Asthma Immunol 2019. [DOI: 10.1016/j.anai.2019.08.070] [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: 11/29/2022]
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Lanz M, Gilbert I, Goshi N, Gandhi H, Moore-Schiltz L, Lucci M, Tkacz J, Lugogo N. P230 DEMOGRAPHICS, TREATMENT PATTERNS, AND MORBIDITY IN PATIENTS WITH EXERCISE-INDUCED BRONCHOCONSTRICTION: AN ADMINISTRATIVE CLAIMS DATA ANALYSIS. Ann Allergy Asthma Immunol 2019. [DOI: 10.1016/j.anai.2019.08.296] [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: 10/25/2022]
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Sullivan P, Zeiger R, Kreindler J, Chung Y, Lucci M, Tkacz J. P225 PATTERNS OF SYSTEMIC CORTICOSTEROID EXPOSURE FOR PATIENTS WITH PERSISTENT ASTHMA: A US ADMINISTRATIVE CLAIMS ANALYSIS. Ann Allergy Asthma Immunol 2019. [DOI: 10.1016/j.anai.2019.08.291] [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: 10/25/2022]
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Settipane RA, Kreindler JL, Chung Y, Tkacz J. Evaluating direct costs and productivity losses of patients with asthma receiving GINA 4/5 therapy in the United States. Ann Allergy Asthma Immunol 2019; 123:564-572.e3. [PMID: 31494235 DOI: 10.1016/j.anai.2019.08.462] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Revised: 08/27/2019] [Accepted: 08/29/2019] [Indexed: 10/26/2022]
Abstract
BACKGROUND Despite the low prevalence for all patients with asthma, those with severe disease account for a disproportionately large economic burden. OBJECTIVE To evaluate current direct health care and productivity loss costs associated with patients with asthma receiving Global Initiative for Asthma Step 4/5 therapy ("G4/5 asthma") in the United States. METHODS Asthma patients aged 12 years or older were identified in the IBM MarketScan Research Databases between January 1, 2012 and December 31, 2015. Patients were indexed on their earliest medical claim for asthma and were required to have at last 2 years of continuous eligibility. The G4/5 asthma classification required 1 or more medium- or high-dosage inhaled corticosteroids (ICS)/long-acting beta-agonist (LABA) claims, 1 or more omalizumab claims, or systemic corticosteroids covering at least 50% of the 12-month baseline period. The European Respiratory Society/American Thoracic Society criteria for severe uncontrolled asthma were modified for claims data and used to identify patients with exacerbations or high rescue medication use ("Ex/R″). Direct health care costs and productivity loss costs attributable to workplace absence or short-term or long-term disability were measured during the 12-month post-index period. RESULTS A total of 605,614 patients with asthma were identified. Annual health care costs were $4,384 greater for G4/5 asthma vs non-G4/5 patients with asthma; asthma-related costs contributed $2,183 of this difference (P < .001). Differences were primarily driven by G4/5 patients with asthma with Ex/R, whose costs were $5,019 greater than G4/5 patients without Ex/R (P < .001). For patients with 1 or more absences or short-term disability claims, G4/5 patients missed 7.2 more work hours for absence and had 3.9 more days of work lost for short-term disability than non-G4/5 patients with asthma, respectively (P < .05). CONCLUSION G4/5 patients with asthma incurred significantly greater direct and indirect costs than non-G4/5 patients with asthma. Differences were largely driven by those with Ex/R.
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Vanderpoel J, Tkacz J, Brady BL, Ellis L. Health Care Resource Utilization and Costs Associated With Switching Biologics in Rheumatoid Arthritis. Clin Ther 2019; 41:1080-1089.e5. [DOI: 10.1016/j.clinthera.2019.04.032] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 03/07/2019] [Accepted: 04/18/2019] [Indexed: 11/30/2022]
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Meade D, Hensley Alford S, Mahatma S, Malangone-Monaco E, Boulanger L, Tkacz J, Turner SJ, Chen S, Manson S, Mejia S, Buleje I, Madan P, Kim G, Fowler R, Basar A. Abstract P4-09-06: Analyzing the changes in the HR+/HER2- metastatic breast cancer (mBC) landscape since the arrival of CDK4/6 inhibitors with machine learning and visual analytics. Cancer Res 2019. [DOI: 10.1158/1538-7445.sabcs18-p4-09-06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
BACKGROUND: The real-world impact of CDK4/6 inhibitor use on HR+/HER2- mBC treatment sequencing, treatment response, and therapeutic utilization is limited. This study sought to describe treatment sequencing and response pre- and post-FDA approval of CDK4/6 inhibitors by conducting a traditional observational study approach and supplementing with a machine-learning methodology.
METHODS: Female patients ≥18yrs were identified in the MarketScan Commercial and Medicare Supplement databases with continuous enrollment for at least 12 months pre-index, ≥2 medical claims for a BC diagnosis and ≥2 medical claims for metastatic disease (earliest=index date), and who had no treatment at any time with HER2 targeted therapy. Patients were excluded if they had received CDK4/6 or everolimus treatment prior to index. Treatment was stratified by line of therapy pre- and post- first CDK4/6 approval (February 3, 2015). We identified treatment patterns with standard distributions and visual analytics. Response to therapy and utilization was analyzed with prediction models and IBM Watson® machine learning population comparison models.
RESULTS: A total of 19,558 patients were eligible for the study with a mean age at diagnosis of mBC of 62 (SD 13). Prior to first CDK4/6 inhibitor approval, anastrazole and letrozole monotherapies were most likely to be identified as both first and second line treatment. Following approval of the first CDK4/6 inhibitor in 2015, CDK4/6 inhibitors were observed as a first line treatment in 25% of patients, and as second line treatment in 24% of patients. Of patients diagnosed following the first CDK4/6 inhibitor approval, 44% of patients were exposed to endocrine therapy and 10% were exposed to chemotherapy in the pre-index period. Patients receiving CDK4/6 inhibitors in combination with endocrine therapy as first line treatment were observed to have a longer progression free survival time than patients receiving endocrine monotherapy. Visual analytics demonstrate a large variation in treatment sequencing, especially after first line therapy. Machine learning and prediction models identified a strong secular bias in the use of CDK4/6 and a signal for improved treatment response in patients with no exposure to endocrine therapies in the pre-index period.
CONCLUSIONS: The mBC treatment landscape has changed significantly with the introduction of CDK4/6 inhibitors, which may be expected to impact long-term outcomes. Visual analytics and machine learning approaches can improve clinical insight. These approaches can help with identifying patient and clinical characteristics that predict response and utilization as well as appropriate treatment selections across lines of therapy.
Citation Format: Meade D, Hensley Alford S, Mahatma S, Malangone-Monaco E, Boulanger L, Tkacz J, Turner SJ, Chen S, Manson S, Mejia S, Buleje I, Madan P, Kim G, Fowler R, Basar A. Analyzing the changes in the HR+/HER2- metastatic breast cancer (mBC) landscape since the arrival of CDK4/6 inhibitors with machine learning and visual analytics [abstract]. In: Proceedings of the 2018 San Antonio Breast Cancer Symposium; 2018 Dec 4-8; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2019;79(4 Suppl):Abstract nr P4-09-06.
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Affiliation(s)
- D Meade
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - S Hensley Alford
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - S Mahatma
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - E Malangone-Monaco
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - L Boulanger
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - J Tkacz
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - SJ Turner
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - S Chen
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - S Manson
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - S Mejia
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - I Buleje
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - P Madan
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - G Kim
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - R Fowler
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
| | - A Basar
- IBM Watson Health, Cambridge, MA; Novartis Pharmaceuticals Corporation, East Hanover, NJ
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Wittbrodt ET, Millette LA, Evans KA, Bonafede M, Tkacz J, Ferguson GT. Differences in health care outcomes between postdischarge COPD patients treated with inhaled corticosteroid/long-acting β 2-agonist via dry-powder inhalers and pressurized metered-dose inhalers. Int J Chron Obstruct Pulmon Dis 2019; 14:101-114. [PMID: 30613140 PMCID: PMC6307496 DOI: 10.2147/copd.s177213] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [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: 01/12/2023] Open
Abstract
Purpose The aim of this study was to examine real-world differences in health care resource use (HRU) and costs among COPD patients in the USA treated with a dry powder inhaler (DPI) or pressurized metered-dose inhaler (pMDI) following a COPD-related hospitalization. Methods This retrospective analysis used the Truven MarketScan® databases. Eligibility criteria included 1) age ≥40 years, 2) COPD diagnosis, 3) inpatient admission with a diagnosis of COPD exacerbation, 4) inhaled corticosteroid (ICS)/long-acting β2-agonist (LABA) prescription within 10 days of hospital discharge (index date), and 5) continuous enrollment for 12 months preindex and 90 days postindex. Outcomes included pre- and postindex HRU and costs. DPI and pMDI groups were compared on postindex outcomes via multivariate models controlling for demographic and baseline characteristics. Results The sample included 1,960 DPI and 1,086 pMDI ICS/LABA patients. During the preindex period, pMDI patients were significantly more likely to be prescribed a short-acting β-agonist, experienced more COPD exacerbation-related hospital days, and had a greater number of pulmonologist visits compared to DPI patients (P<0.05), all suggestive of greater disease severity. However, multivariate models revealed that pMDI patients incurred 10% lower all-cause postindex costs (predicted mean costs [2016 US dollars]: $2,673 vs $2,956) and 19% lower COPD-related costs (predicted mean costs: $138 vs $169; P<0.05). Additionally, pMDI patients were 28% less likely to experience a COPD exacerbation-related hospital readmission within 60 days postdischarge compared to the DPI patients (OR: 0.72, 95% CI: 0.52–0.99, P<0.05). Conclusion Despite greater COPD-related HRU and costs preceding index hospitalization, US patients using a pMDI after hospital discharge incurred significantly lower all-cause and COPD-related health care costs compared with those using a DPI, in addition to a decreased likelihood of a COPD exacerbation-related hospital readmission. Results suggest that inhaler device type may influence COPD outcomes and that COPD patients may derive greater clinical benefit from treatment delivered via pMDI vs DPI.
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Affiliation(s)
| | | | - Kristin A Evans
- Life Sciences, Value-Based Care, IBM Watson Health, Cambridge, MA, USA
| | - Machaon Bonafede
- Life Sciences, Value-Based Care, IBM Watson Health, Cambridge, MA, USA
| | - Joseph Tkacz
- Life Sciences, Value-Based Care, IBM Watson Health, Cambridge, MA, USA
| | - Gary T Ferguson
- Pulmonary Research Institute of Southeast Michigan, Farmington Hills, MI, USA
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Bray VJ, Broadwell A, Baraf HSB, Black S, Brady BL, Tkacz J, Yarngo L, DeHoratius RJ. The Effectiveness of Intravenous Golimumab Administered Directly After Infliximab in Rheumatoid Arthritis Patients. Drugs R D 2018; 18:211-219. [PMID: 30054896 PMCID: PMC6131122 DOI: 10.1007/s40268-018-0240-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [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: 01/28/2023] Open
Abstract
Purpose For patients with rheumatoid arthritis (RA) who do not respond or lose response to anti-tumor necrosis factor (TNF) biologics, switching to a different anti-TNF can be an effective means to manage symptoms and disease progression. This study examined the utilization and effectiveness of intravenous golimumab within a real-world population of patients with RA switching directly from infliximab, a potent anti-TNF. Methods Patient charts (n = 113) were collected from five US-based rheumatology practices. Patient demographics, treatment characteristics, infliximab and intravenous golimumab utilization data, and Clinical Disease Activity Index (CDAI), Patient Global Assessment (PtGA), Physician Global Assessment (PhGA), and Routine Assessment of Patient Index Data (RAPID3) scores were extracted from charts. The effectiveness of intravenous golimumab was assessed by comparing disease activity status pre- and post-initiation of intravenous golimumab therapy. Findings Significant decreases in patient disease activity were observed following treatment with intravenous golimumab. Mean CDAI and PhGA scores significantly decreased, and a significantly increased proportion of the population exhibited low disease activity or remission in the post intravenous golimumab period (p < 0.05). Limited changes were observed through the RAPID3 and PtGA. Conclusions Findings from this study indicate that intravenous golimumab is effective in managing RA in a population of patients switching directly from infliximab (mean last dose 7.4 mg/kg).
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Affiliation(s)
- Vance J Bray
- Denver Arthritis Clinic, 200 Spruce Street, Suite 100, Denver, CO, 80230, USA
| | - Aaron Broadwell
- Rheumatology and Osteoporosis Specialists, 820 Jordan Street Suite 201, Shreveport, LA, 71101-4616, USA
| | - Herbert S B Baraf
- Arthritis and Rheumatism Associates, P.C, 2730 University Blvd West, Suite 306, Wheaton, MD, 20902, USA
| | - Shawn Black
- Janssen Medical Affairs, 800 Ridgeview Dr, Horsham, PA, 19044, USA.
| | - Brenna L Brady
- Health Analytics, LLC 9200 Rumsey Rd, Suite 215, Columbia, MD, 21045, USA
| | - Joseph Tkacz
- Health Analytics, LLC 9200 Rumsey Rd, Suite 215, Columbia, MD, 21045, USA
| | - Lorraine Yarngo
- Health Analytics, LLC 9200 Rumsey Rd, Suite 215, Columbia, MD, 21045, USA
| | - Raphael J DeHoratius
- Janssen Medical Affairs, 800 Ridgeview Dr, Horsham, PA, 19044, USA.,Sidney Kimmel School of Medicine, Thomas Jefferson University, Philadelphia, PA, 19107, USA
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Ruetsch C, Tkacz J, Nadipelli VR, Brady BL, Ronquest N, Un H, Volpicelli J. Heterogeneity of nonadherent buprenorphine patients: subgroup characteristics and outcomes. Am J Manag Care 2017; 23:e172-e179. [PMID: 28817294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
OBJECTIVES To examine patient characteristics and outcomes associated with nonadherence to buprenorphine and to identify specific patterns of nonadherent behavior. STUDY DESIGN Cross-sectional, retrospective analysis of health claims data. METHODS Aetna's administrative claims data were used to categorize incident opioid use disorder (OUD) patients based on buprenorphine medication possession ratio (MPR) into adherent (n = 172) and nonadherent (n = 305) groups. Adherent groups were then divided into 5 subgroups based on level of MPR, as well as 2 a priori-defined groups: intermittent adherent (IA) and early treatment discontinuation-no consequences (ETDNC). Groups were compared on patient characteristics and outcomes. RESULTS Nonadherent members incurred significantly greater healthcare costs and were more likely to relapse (P <.05). The use of high-cost healthcare services increased as a function of decreasing MPR (P <.05). Assessment of the a priori groups revealed IA members to have outcomes similar to nonadherent patients, while ETDNC members exhibited outcomes similar to adherent members. CONCLUSIONS Administrative claims can be used to define subgroups of buprenorphine-medication assisted treatment (B-MAT) patients. Nonadherence was related to an increased likelihood of relapse, and there is an inverse relationship between MPR and cost. The heterogeneity observed within this sample indicates that treatment regimens effective for 1 subgroup may not be appropriate for all OUD patients. Increased understanding of B-MAT nonadherent subgroups may facilitate development of new interventions and medications specifically designed for nonadherent B-MAT patients, potentially leading to improved outcomes and reduced costs of care.
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Affiliation(s)
| | - Joseph Tkacz
- Health Analytics, LLC, 9200 Rumsey Rd, Ste 215, Columbia, MD 21045. E-mail:
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Gerlanc NM, Cai J, Tkacz J, Bolge SC, Brady BL. The association of weight loss with patient experience and outcomes in a population of patients with type 2 diabetes mellitus prescribed canagliflozin. Diabetes Metab Syndr Obes 2017; 10:89-99. [PMID: 28360528 PMCID: PMC5365331 DOI: 10.2147/dmso.s129824] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
OBJECTIVE Type 2 diabetes mellitus (T2DM) is a chronic condition complicated by being overweight or obese. This study used a patient survey to assess health, satisfaction, and diabetes self-management in relation to weight management. METHODS A survey including the Current Health Satisfaction Questionnaire, Diabetes Distress Scale, and Diabetes Treatment Satisfaction Questionnaire was administered using an online platform to a sample of 205 patients with T2DM prescribed canagliflozin. Patients were placed into 5 groups based on their self-reported weight change since initiation of canagliflozin: Lost >10 lbs, Lost 5-10 lbs, Lost <5 lbs, No Change, and Gained Weight. One-way ANOVAs, Kruskall-Wallis tests, and multivariable regression were used to explore differences between weight loss groups. RESULTS The majority of patients (66.8%) reported losing weight. Compared to other groups, patients who lost >10 lbs were more likely to be engaged in a weight loss program for at least 6 months. Patients in the Lost >10 lbs and Lost 5-10 lbs groups reported the greatest satisfaction with canagliflozin (p<0.05 for both). Multivariable analyses controlling for patient demographic and treatment characteristics revealed that losing >10 lbs was associated with reduced diabetes distress, improved A1c and blood glucose levels, and decreased perceived frequency of hyperglycemia (p<0.05). CONCLUSION Increased positive patient outcomes, engagement in diabetes self-management, and medication satisfaction were observed among patients who reported weight loss. These findings suggest that a T2DM regimen that includes canagliflozin as part of a weight loss regimen can help improve patient outcomes and experiences with T2DM.
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Affiliation(s)
| | - Jennifer Cai
- Janssen Scientific Affairs, LLC Titusville, NJ, USA
| | | | | | - Brenna L Brady
- Health Analytics, LLC Columbia, MD, USA
- Correspondence: Brenna L Brady, Health Analytics, LLC, 9200 Rumsey Rd Suite 215 Columbia, MD 21045, USA, Tel +1 410 997 3314, Email
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Tkacz J, Brady BL, Meyer R, Lofland JH, Ruetsch C, Coelho-Prabhu N. An Assessment of the AGA and CCFA Quality Indicators in a Sample of Patients Diagnosed with Inflammatory Bowel Disease. J Manag Care Spec Pharm 2016; 21:1064-76. [PMID: 26521118 PMCID: PMC10398195 DOI: 10.18553/jmcp.2015.21.11.1064] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [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 Inflammatory bowel disease (IBD) is a chronic relapsing disease characterized by activation of the mucosal immune system and inflammation of the gastrointestinal tract. Management of IBD places a significant burden on the health care system because of the complexity of treatment, variability in patient outcomes, and chronic nature of the disease. OBJECTIVE To investigate the American Gastroenterological Association (AGA) and Crohn's and Colitis Foundation of America's (CCFA) quality measurement sets in a sample of IBD patients. METHODS Fourteen quality measures were restated for application to a claims database and calculated using Optum Clinformatics DataMart database. Selected measures were calculated over calendar year 2011. RESULTS Performance measures ranged from 0.4% for AGA measure 9, prophylaxis for venous thromboembolism, to 66.9% for AGA measure 8, testing for Clostridium difficile. CCFA outcome measures ranged from 0.6% qualifying for CCFA O10, report of fecal incontinence, to 32.9% for CCFA O1, prednisone usage. In addition to Clostridium difficile testing, the use of appropriate corticosteroid-sparing therapy (51.1%) and testing for latent tuberculosis before initiating anti-tumor necrosis factor therapy (45.0%) were the highest achieved measures. CONCLUSIONS This is the first examination of IBD quality measures using administrative claims. Rates of achievement across measures were variable and likely affected by the ability to calculate certain measures with claims data. Future studies should further examine measurement of IBD quality indicators in claims data to assess the validity of claims-based analyses and to ascertain whether measure attainment translates into better overall health or IBD-related outcomes.
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Affiliation(s)
- Joseph Tkacz
- Health Analytics, 9200 Rumsey Rd., Ste. 215, Columbia, MD 21045.
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Abstract
The objective was to examine the relationship between health care costs and quality in rheumatoid arthritis (RA). Administrative claims were used to calculate 8 process measures for the treatment of RA. Associated health care costs were calculated for members who achieved or did not achieve each of the measures. Medical, pharmacy, and laboratory claims for RA patients (International Classification of Diseases, Ninth Revision, Clinical Modification 714.x) were extracted from the Optum Clinformatics Datamart database for 2011. Individuals were predominately female and in their mid-fifties. Measure achievement ranged from 55.9% to 80.8%. The mean cost of care for members meeting the measure was $18,644; members who did not meet the measures had a mean cost of $14,973. Primary cost drivers were pharmacy and office expenses, accounting for 42.4% and 26.3% of total costs, respectively. Regression analyses revealed statistically significant associations between biologic usage, which was more prevalent in groups attaining measures, and total expenditure across all measures (Ps < 0.001). Pharmacy costs were similar between both groups. Individuals meeting the measures had a higher proportion of costs accounted for by office visits; those not meeting the measures had a higher proportion of costs from inpatient and outpatient visits. These findings suggest that increased quality may lead to lower inpatient and outpatient hospital costs. Yet, the overall cost of RA care is likely to remain high because of intensive pharmacotherapy regimens.
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Affiliation(s)
| | | | - Roxanne Meyer
- 2 Janssen Scientific Affairs , Horsham, Pennsylvania
| | - Susan C Bolge
- 2 Janssen Scientific Affairs , Horsham, Pennsylvania
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47
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Tkacz J, Ingham MP, Brady BL, Meyer R, Ruetsch C. Novel Adherence Measures for Infusible Therapeutic Agents Indicated for Rheumatoid Arthritis. Am Health Drug Benefits 2015; 8:494-505. [PMID: 26834936 PMCID: PMC4719139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 03/09/2015] [Accepted: 06/25/2015] [Indexed: 06/05/2023]
Abstract
BACKGROUND Published studies on adherence to biologic medications show that many types of calculation methods are used. However, infused biologics are not well-suited to typical measures of adherence, such as proportion of days covered. OBJECTIVE To construct and assess 7 novel adherence measures potentially applicable to infusible biologic agents and compare outcomes for 2 infusible biologics used for the treatment of patients with rheumatoid arthritis (RA). METHODS Adults (aged ≥18 years) diagnosed with RA (ie, 2 or more 714.x claims) who received ≥24 months of continuous medical and pharmacy eligibility and who started taking abatacept or infliximab therapy were selected from a large commercial insurer database of medical and pharmacy claims. The 7 new adherence measures included cumulative amount of time with a refill gap ≥20% (CG20) beyond the expected infusion interval, cumulative time off treatment, days of uninterrupted use (DoUU), observed versus expected refill ratio (OvERR), repeated observations of underuse (RoUU), variance in time between infusions, and time to discontinuation (TTD). Mean observed infusion intervals were calculated and served as a reference measure of adherence. RESULTS The mean maintenance intervals approximated recommended guidelines. The mean observed infusion interval for abatacept recipients was 33 days (recommended, 28 days); it was 53 days (recommended, 56 days) for patients receiving infliximab. Three measures demonstrated a significant positive relationship to the mean observed infusion interval-CG20 (r = .258), DoUU (r = .212), and TTD (r = .081; P <.05). OvERR (r = -.072) and RoUU (r = -.189; P <.05) showed significant negative correlations. Real-world comparisons showed that adherence was significantly (P <.001) greater for the infliximab group according to most measures. CONCLUSION New measures of adherence correlate significantly with mean maintenance intervals. Future studies should examine relationships between these adherence measures and clinically relevant end points and/or cost outcomes to determine their predictive utility. Alternative methods of reporting adherence may have greater clinical significance than traditional measures.
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Affiliation(s)
- Joseph Tkacz
- Mr Tkacz is Director of Analytics, Health Analytics, Columbia, MD
| | - Michael P Ingham
- Mr Ingham is Director, HECOR, Janssen Scientific Affairs, Horsham, PA
| | - Brenna L Brady
- Dr Brady is Project Director, Health Analytics, Columbia, MD
| | - Roxanne Meyer
- Dr Meyer is Manager, HECOR, Janssen Scientific Affairs, Horsham, PA
| | - Charles Ruetsch
- Dr Ruetsch is President and Chief Executive Officer, Health Analytics, Columbia, MD
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Tkacz J, Ellis LA, Meyer R, Bolge SC, Brady BL, Ruetsch C. Quality process measures for rheumatoid arthritis: performance from members enrolled in a national health plan. J Manag Care Spec Pharm 2015; 21:135-43. [PMID: 25615002 PMCID: PMC10398110 DOI: 10.18553/jmcp.2015.21.2.135] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [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
BACKGROUND Health care quality problems are reflected in the underuse, overuse, and misuse of health care services. There is evidence suggesting that the quality of rheumatoid arthritis (RA) patient care is suboptimal, which has spurred the development of a number of systematic quality improvement metrics. OBJECTIVE To investigate a quality process measurement set in a sample of commercially insured RA patients. METHODS Medical, pharmacy, and laboratory claims for members with an RA diagnosis (ICD-9-CM 714.x) during calendar years 2008 through 2012 were extracted from the Optum Clinformatics Data Mart database. Eight process quality measures focused on RA patient response and tolerance to therapy were examined in the claims database. Measures were calculated for individual calendar years from 2009 to 2012, inclusive. RESULTS The majority of adult RA patients received at least 1 prescription for a disease-modifying antirheumatic drug (DMARD) across the 4 measurement years: range = 78.5%-81.6%. Erythrocyte sedimentation rate and C-reactive protein testing were also evident in the majority of the sample, with 67.1%-72.2% of newly diagnosed RA patients receiving baseline testing, and 56.0%-58.7% of existing RA patients receiving annual testing. Among methotrexate users, liver function tests were performed in 74.5%-75.7% of treated patients, serum creatinine tests in 70.1%-72.6% of patients, and complete blood count tests in 74.5%-76.0% of patients. Additionally, most patients initiating a new DMARD had a claim for a baseline serum creatinine test (68.0%-70.3%) and baseline liver function test (69.3%-71.0%). CONCLUSIONS Findings suggest that a majority of RA patients are attaining patient quality process measures, although a considerable proportion of patients (approximately 25%) may be receiving suboptimal care. Further studies are warranted to understand whether attainment of these measures translates into better outcomes.
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Affiliation(s)
- Joseph Tkacz
- Health Analytics, 9200 Rumsey Rd., Ste. 215, Columbia, MD 21045.
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Tkacz J, Lofland JH, Vanderpoel J, Ruetsch C. Infliximab dosing patterns in a sample of patients with Crohn's disease: results from a medical chart review. Am Health Drug Benefits 2014; 7:87-93. [PMID: 24991393 PMCID: PMC4049116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
BACKGROUND Infliximab, a monoclonal antibody tumor necrosis factor-alpha inhibitor, is an effective therapy that is indicated for the treatment of patients with Crohn's disease. Although dose escalation from 5 mg/kg to 10 mg/kg is allowed according to the prescribing label of infliximab, conflicting results exist regarding the rate at which this escalation may occur, which may affect payers and providers. OBJECTIVE The goal of this exploratory study was to characterize and quantify the rate of infliximab dose escalation in a sample of patients with Crohn's disease. METHODS Administrative claims data from patients with Crohn's disease in a large mid-Atlantic managed care organization were collected and used to target and recruit providers into a chart review study of infliximab dosing. Data from the charts of 161 patients with Crohn's disease who were receiving infliximab between 2006 and 2010 were extracted. Patients were grouped into an infliximab dose-escalation group or a dose-stable group based on these data. The evidence of any infliximab dose ≥7.5 mg/kg or evidence of a mean maintenance interval of 42 days or less resulted in the placement of a patient in the dose-escalation group, with the balance of patients comprising the stable-dose group. RESULTS A total of 925 infliximab infusions were captured from 161 patients. Of the 161 patients identified, 110 had at least 4 infusions, and 4 had missing data; therefore, only 106 (66%) patients were qualified for the final infliximab dosing analysis. A total of 18 (17%) of these patients had evidence of infliximab dose escalation (dose-escalation group), and the remaining 88 (83%) patients had a consistent 5-mg/kg dose and schedule (stable-dose group). Of the 18 patients in the dose-escalation group, 9 (50%) had a decrease in maintenance interval, whereas 12 (66.7%) patients had an increase in their dosage. A total of 3 (16.7%) patients had both an increase in dose and a reduction in maintenance interval. CONCLUSIONS Infliximab has been shown to be a cost-effective treatment for patients with Crohn's disease. The rate of infliximab dose escalation in this study was within the lower range of published estimates for this medication. Studies using larger sample sizes are needed to validate the findings of the current study. In addition, studies that are focused on quantifying and describing the nature of infliximab dose escalation may be useful in the development of successful patient-treatment matching algorithms.
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Affiliation(s)
- Joseph Tkacz
- Staff Scientist, Health Analytics, LLC, Columbia, MD
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Tkacz J, Volpicelli J, Un H, Ruetsch C. Relationship between buprenorphine adherence and health service utilization and costs among opioid dependent patients. J Subst Abuse Treat 2013; 46:456-62. [PMID: 24332511 DOI: 10.1016/j.jsat.2013.10.014] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2013] [Revised: 10/09/2013] [Accepted: 10/29/2013] [Indexed: 11/25/2022]
Abstract
Buprenorphine-medication assisted therapy (B-MAT) is an effective treatment for opioid dependence, but may be considered cost-prohibitive based on ingredient cost alone. The purpose of this study was to use medical and pharmacy claims data to estimate the healthcare service utilization and costs associated with B-MAT adherence among a sample of opioid dependent members. Members were placed into two adherence groups based on 1-year medication possession ratio (≥ 0.80 vs. <0.80). The B-MAT adherent group incurred significantly higher pharmacy charges (adjusted means; $6,156 vs. $3,581), but lower outpatient ($9,288 vs. $14,570), inpatient ($10,982 vs. $26,470), ER ($1,891 vs. $4,439), and total healthcare charges ($28,458 vs. $49,051; p<0.01) compared to non-adherent members. Adherence effects were confirmed in general linear models. Though B-MAT adherence requires increased pharmacy utilization, adherent individuals were shown to use fewer expensive health care services, resulting in overall reduced healthcare expenditure compared to non-adherent patients.
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Affiliation(s)
- Joseph Tkacz
- Health Analytics, LLC, 9200 Rumsey Road, Suite 215, Columbia, MD 21045, USA.
| | - Joseph Volpicelli
- Institute of Addiction Medicine, 1000 Germantown Pike, Suite H2, Plymouth Meeting, PA 19462, USA
| | - Hyong Un
- Aetna Behavioral Health, 930 Harvest Drive, Mail Stop U32N, Blue Bell, PA 19422, USA
| | - Charles Ruetsch
- Health Analytics, LLC, 9200 Rumsey Road, Suite 215, Columbia, MD 21045, USA
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