Publication
Article
The American Journal of Managed Care
Author(s):
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.
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.
Am J Manag Care. 2022;28(6):e212-e220. https://doi.org/10.37765/ajmc.2022.89159
Takeaway Points
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.
The CDC estimated that 24.7 million Americans were living with asthma in 2018.1 When uncontrolled, this chronic inflammatory disorder of the airways can result in hospitalization, disability, and death.2 The majority of the economic and humanistic burden of asthma can be attributed to the 5% to 10% of patients with severe disease.3-7
Clinically, asthma is characterized by shortness of breath, wheezing, coughing, chest tightness, and variable airflow limitation.8,9 In patients with mild or moderate disease, these symptoms can be controlled through the use of a low-dose inhaled corticosteroid (ICS) in combination with a short-acting or long-acting β2-agonist (SABA or LABA, respectively). However, patients with severe uncontrolled asthma have exacerbations or persistent symptoms despite treatment with medium-dose to high-dose ICS with additional controllers, such as LABA.3-5
Despite significant heterogeneity, severe asthma can be generally segmented into 2 subtypes based on the presence of elevated eosinophil counts.10,11 Severe eosinophilic asthma, defined by a blood eosinophil count (BEC) of at least 300 cells/mcL,10,12,13 has been well characterized in recent years due to the availability of novel biologic therapies and the association with a greater exacerbation burden.14 Biologics approved for severe asthma, including omalizumab, which is approved for those with allergic disease, have all demonstrated a greater response among patients with eosinophilic asthma and limited and/or inconsistent efficacy among those with noneosinophilic asthma, defined as a BEC less than 260 to 300 cells/mcL.15-19 As a result, there is a significant unmet need among the approximately 50% to 60% of patients with severe uncontrolled asthma whose disease is noneosinophilic.11,20,21
Due in part to the lack of effective therapies for the non-eosinophilic severe uncontrolled asthma population, limited data exist on the cost of noneosinophilic asthma in a US population, and prior studies have not provided a detailed analysis of cost contributors.22,23 This descriptive study assessed asthma exacerbations, levels of asthma control based on health care utilization, and all-cause/asthma-related health care utilization and costs within a commercially insured (including private Medicare) population in the United States in the 12 months following a BEC of less than 300 cells/mcL. Outcomes were examined by level of disease control and BEC at baseline.
METHODS
Study Design and Data Source
This was an observational, retrospective cohort study of deidentified US health care claims data spanning January 1, 2012, through June 30, 2019, from IBM MarketScan databases: the Commercial Claims and Encounters Database, Medicare Supplemental and Coordination of Benefits Database, and Lab Results Database.
Patient Selection
Patients with at least 1 laboratory result for a BEC between January 1, 2013, and June 30, 2018, were identified. Laboratory results that occurred within 30 days after systemic corticosteroid or myelosuppressive chemotherapy treatment were excluded, as these treatments can depress BECs.24 The date of the most recent qualifying laboratory result was defined as the index date.
Patients were required to have at least 12 months of continuous enrollment with medical and pharmacy benefits before (preindex period) and after (postindex period) the index date. Additional inclusion criteria included meeting the definition of persistent asthma as defined by the Healthcare Effectiveness Data and Information Set (HEDIS),25 meeting the definition of severe asthma outlined in the Global Initiative for Asthma (GINA) guidelines,26 and being at least 12 years old on the index date. HEDIS and GINA criteria are described in detail in the eAppendix Text (eAppendix available at ajmc.com). Patients with evidence of biologic treatment for asthma, diagnosis of other respiratory conditions (except for chronic obstructive pulmonary disease), or diagnosis of malignancies (except for nonmelanoma skin cancer) during the preindex or postindex periods were excluded from the analysis.
The primary focus of the analyses was among patients with noneosinophilic asthma with a low BEC of less than 300 cells/mcL. Results for eosinophilic patients with a high BEC of at least 300 cells/mcL were exploratory and are included in the eAppendix material. Levels of asthma control were established using health care utilization claims during the postindex period. Patients were categorized hierarchically as having uncontrolled, suboptimally controlled, or controlled asthma using the following definitions, consistent with American Thoracic Society/European Respiratory Society guidelines.27
Components of asthma control are described in eAppendix Table 1. A burst of systemic corticosteroids was defined as 1 dose of injectable corticosteroids or a prescription for oral corticosteroids with a days’ supply of at least 3 days. Maintenance use of systemic corticosteroids was also assessed and was defined as having a days’ supply of at least 180 days during the postindex period. When a patient was on maintenance use of systemic corticosteroids, it was not possible to classify claims representing a burst use of systemic corticosteroids. To avoid potentially miscategorizing patients, patients with maintenance systemic corticosteroid use were excluded from the analysis of level of asthma control.28
Outcomes
Patient characteristics. Patient age, sex, geographic region of residence, and index year were measured on the index date. The Deyo-Charlson Comorbidity Index (DCI) score29 and number and percentage of patients with claims for comorbid conditions, listed in eAppendix Table 2, were measured during the postindex period. The use of nonbiologic asthma medications in the postindex period was reported by class as listed in Table 1. Asthma exacerbations were captured during the postindex period via an asthma diagnosis code on either a mechanical ventilation claim, an inpatient admission, or an outpatient visit with burst systemic corticosteroids use within 7 days.
Health care resource utilization and costs. All-cause and asthma-related health care resource utilization and costs were assessed during the postindex period. Asthma-related utilization and costs were based on inpatient admissions with a primary diagnosis for asthma, outpatient medical claims with a diagnosis for asthma, and outpatient pharmacy claims for all treatments indicated for treating asthma. Health care costs were calculated based on paid amounts of adjudicated claims, including insurer and health plan payments, as well as patient cost sharing. All costs were adjusted for inflation using the medical care component of the Consumer Price Index obtained from the US Bureau of Labor Statistics and standardized to 2019 US$.30
Statistical Analysis
Patient characteristics, disease exacerbation data, and health care service use and costs were reported for all eligible patients with asthma with a low BEC (< 300 cells/mcL), stratified by BEC subgroup (< 150 cells/mcL and 150-299 cells/mcL) and by the level of asthma control based on health care utilization. Mean and SD were reported for continuous variables. Frequencies and percentages were reported for categorical variables. All data analyses were conducted using WPS version 4.1 (World Programming).
RESULTS
Patient Characteristics
We identified 8073 commercially insured patients with severe persistent asthma, no evidence of biologic therapy, and at least 1 available BEC (Figure 1). Of these, 3403 (42%) had a BEC less than 150 cells/mcL and 2857 (35%) had a BEC of 150 to 299 cells/mcL. This resulted in a primary study population of 6260 patients (78%) with severe persistent asthma and a low BEC of less than 300 cells/mcL.
The mean (SD) age was 54.8 (14.2) years, and 63.6% were female (Table 1). Mean age was similar between BEC subgroups; however, patients with a BEC less than 150 cells/mcL were more likely to be female than patients with a BEC of 150 to 299 cells/mcL (67.1% vs 59.4%). The mean (SD) DCI score was 1.5 (1.5), and the incidence of select comorbid conditions can be found in eAppendix Table 2.
During the postindex period, the most widely used asthma-related medications were systemic corticosteroids (69.0%), ICS/LABAs (63.8%), and leukotriene receptor antagonists (34.9%) (Table 1). There were 1377 (22.0%) patients who had evidence consistent with maintenance use of systemic corticosteroids. Treatment characteristics varied by BEC. Patients with a BEC less than 150 cells/mcL had higher maintenance use of systemic corticosteroids (26.9% vs 16.1%) but lower use of ICS/LABAs (58.0% vs 70.7%) and SABAs (19.2% vs 23.9%) compared with patients with a BEC of 150 to 299 cells/mcL.
During the postindex period, 18.4% of patients had evidence of at least 1 asthma exacerbation (Table 1). The mean (SD) number of exacerbations was 0.26 (0.63), with similar numbers for the subgroups with BEC less than 150 cells/mcL and 150 to 299 cells/mcL. Based on health care claims in the postindex period, 4.6% of patients were classified as having uncontrolled asthma, 14.3% were classified as having suboptimally controlled asthma, 79.2% were classified as having controlled asthma, and 1.6% could not be categorized (Figure 2). The percentage of patients with uncontrolled or suboptimally controlled asthma was slightly lower among patients with a BEC less than 150 cells/mcL compared with patients with a BEC of 150 to 299 cells/mcL (16.7% vs 21.5%).
Patients with uncontrolled asthma were more likely to be younger (aged 50.5 vs 55.3 years), be female (74.8% vs 61.9%), and have greater use of nonbiologic asthma control medications than patients classified as having controlled asthma (Table 1). Overall, 99.3% of patients with uncontrolled asthma and 94.8% of patients with suboptimally controlled asthma had at least 1 outpatient claim for systemic corticosteroids compared with 61.8% of patients with controlled asthma. Comorbidities varied by level of asthma control (eAppendix Table 2).
Health Care Resource Utilization and Costs
During the postindex period, 15.4% of patients had an all-cause inpatient admission; however, only 28 patients (0.4%) had an asthma-related inpatient admission (Table 2). One-third of patients (33.9%) had an all-cause emergency department (ED) visit, and 6.5% had an asthma-related ED visit. Health care utilization by BEC at index is presented in eAppendix Table 3. Patients with uncontrolled asthma had greater health care utilization than patients with suboptimally controlled or controlled asthma (Table 2). Among patients with uncontrolled asthma, 9.8% had an asthma-related inpatient admission. The mean (SD) number of asthma-related ED visits (0.0 [0.3] vs 0.2 [0.6] vs 0.5 [1.0]), outpatient office visits (0.7 [1.3] vs 2.3 [2.1] vs 4.4 [2.8]), and prescription fills (7.3 [5.4] vs 11.2 [7.5] vs 14.1 [8.6]) each increased as the level of asthma control decreased, from controlled to suboptimally controlled to uncontrolled, respectively.
Mean (SD) 1-year all-cause and asthma-related total health care costs for patients were $25,845 ($43,896) and $2802 ($3965), respectively (Figure 3 and eAppendix Table 4). All-cause health care costs were higher for patients with a BEC less than 150 cells/mcL compared with patients with a BEC of 150 to 299 cells/mcL ($27,876 [$46,581] vs $23,423 [$40,339]), but asthma-related costs were similar ($2659 [$4101] vs $2973 [$3791]) (eAppendix Table 4).
All-cause costs were similar across levels of disease control, but the percentage that was asthma related was 25.5% ($6258 of $24,518) for patients with uncontrolled asthma, 15.9% ($3857 of $24,258) for patients with suboptimally controlled asthma, and 9.3% ($2386 of $25,527) for patients with controlled asthma. Patients with suboptimally controlled and uncontrolled asthma spent $1471 and $3872 more, respectively, on asthma-related claims compared with patients with controlled asthma.
Exploratory Results
Eosinophilic patients with a high BEC of at least 300 cells/mcL were more likely than patients with a low BEC of less than 300 cells/mcL to have exacerbations (25.6% vs 18.4%) and uncontrolled disease (7.9% vs 4.6%) (eAppendix Table 5). But among all patients with uncontrolled asthma, 67% had a BEC less than 300 cells/mcL and 34% had a BEC less than 150 cells/mcL. Patients with a high BEC had lower all-cause costs but higher asthma-related costs ($21,293 [$38,142] and $3229 [$3244], respectively) compared with patients with a low BEC ($25,845 [$43,896] and $2802 [$3965], respectively) (eAppendix Table 4). Still, among all costs captured within this population with low and high BEC and severe asthma not treated with biologics, 81% of all-cause and 75% of asthma-related costs were attributable to patients with BEC less than 300 cells/mcL.
DISCUSSION
In this descriptive study of commercially insured patients with severe asthma and a low BEC who were untreated with biologics, 1-year all-cause costs were $25,845 per person per year, and 18.9% of patients were identified as having uncontrolled or suboptimally controlled asthma based on health care utilization alone. Although all-cause costs did not differ by level of disease control, in part attributable to the older age and higher rates of several comorbidities among patients with controlled asthma, 1-year asthma-related costs increased as the level of control decreased, from $2386 among those with controlled asthma to $6258 among those with uncontrolled disease. The higher asthma-related costs among patients with uncontrolled asthma were due predominantly to nonpharmacy services such as inpatient admissions, ED visits, and other outpatient services.
In a prior analysis of commercially insured patients living in 7 Midwestern states, 1-year costs among patients with severe asthma and a BEC below 400 cells/mcL were $13,168 (2015 US$).22 These costs were estimated from billed charges from a single managed care plan using a 0.33 cost-to-charge ratio. Costs were higher among patients with elevated eosinophils, but the authors did not provide a detailed analysis to see if this was due to hospitalizations, medication use, or other utilization. Despite the increased per-patient burden of asthma outcomes among those with eosinophilic asthma, the majority of patients with severe asthma untreated with biologics in the current study were identified as having noneosinophilic asthma (78%) and accounted for a greater proportion of both the overall uncontrolled disease burden (67%) and asthma-related health care costs (75%). Further, the proportion of asthma-related costs attributable to outpatient pharmacy was 44% among patients with low BEC and uncontrolled asthma, compared with 76% among patients with high BEC. Taken together, these results underscore the unmet and often overlooked need for additional treatments for patients with noneosinophilic asthma within the broader severe asthma population.
Current therapy options for severe asthma, including ICS and biologics, have limited effectiveness among patients with low eosinophil counts.15-19,31 As a result, many patients often rely on systemic corticosteroids to maintain disease control. In this study, maintenance systemic corticosteroid was observed in 22% of patients with a BEC of less than 300 cells/mcL and 27% of patients with a BEC of less than 150 cells/mcL. This percentage is high, but within the range reported in a systematic review of the literature. Bleecker et al reported that estimates of the rate of long-term systemic corticosteroid use ranged from 0.5% to 26.8% depending on patient population and definition of long-term use.32 Although systemic corticosteroids are potentially effective at reducing exacerbations, maintenance use of these agents is associated with costly acute and chronic complications, including severe infections, osteoporosis, hypertension, and diabetes.33-38 In a prior MarketScan analysis of costs among patients with persistent asthma, adjusted 3-year all-cause costs were $22,310 (2018 US$) more for patients with at least 4 claims for systemic corticosteroids in a 12-month period compared with patients who had not used systemic corticosteroids.37 The high use of systemic corticosteroids in patients with noneosinophilic asthma further underscores the need for more effective asthma treatments in this population.
Limitations
This study is subject to the limitations inherent in any retrospective database analysis. First, this study was limited to individuals with commercial health coverage, including private Medicare supplemental coverage, and the results of this analysis may not be generalizable to patients with other insurance or without health insurance coverage. Second, the claims data are subject to coding limitations and data entry errors, which introduce the potential for misclassification of disease status, covariates, and study outcomes. Third, the level of asthma control assignment was based on health care utilization alone and could not capture patient-reported symptoms; therefore, some patients classified as having controlled asthma may have had uncontrolled asthma.
Fourth, the patient selection algorithm used the most recent BEC result, and some patients may have been inappropriately included in or excluded from the study. Other options for assigning a BEC were considered, such as taking the highest count or the mean of all counts, but the small number of patients with multiple counts from different BEC categories was insufficient to affect the study results. Fifth, the study excluded patients who were taking biologics because these medications can lower BEC. The exclusion of patients with any use of biologics may have skewed the study sample toward patients with noneosinophilic asthma, given that current biologics are indicated for and/or perform better in those with eosinophilic asthma. Additionally, some patients classed as having noneosinophilic asthma may have a suppressed BEC due to maintenance systemic corticosteroid use, despite our exclusion of BEC results within 30 days after a corticosteroid prescription. The percentage of patients with noneosinophilic asthma with maintenance systemic corticosteroid use was higher in this study compared with published data.39 This discrepancy could be because of the fact that we did not exclude patients with autoimmune conditions and other diseases commonly treated by steroids, our capture of both oral and injectable systemic corticosteroids, and the inability in claims to confirm when medications were prescribed for maintenance use vs repeat, intermittent use. Finally, there may have been systematic differences among the study cohorts that contribute to the differences found in health care costs and utilization (eg, race and ethnicity, which are not available in the databases used in this study). Future analyses may consider using other data sets or applying matching and multivariable methods to control for measurable differences among groups.
CONCLUSIONS
There is a significant unmet need among patients with severe uncontrolled asthma and low eosinophils. In a 1-year period, 1 in 5 commercially insured patients with a low BEC of less than 300 cells/mcL had asthma that was not optimally controlled, which was associated with higher asthma-related health care costs. Overall, patients with a low BEC accounted for two-thirds of the total uncontrolled disease burden and three-fourths of all asthma-related health care costs.
Acknowledgments
Medical writing services were provided by Jessamine Winer-Jones, PhD, of IBM Watson Health. Programming services were provided by Robert Sedgley of IBM Watson Health. These services were funded by AstraZeneca and Amgen.
Author Affiliations: Loma Linda University Health (LT), Loma Linda, CA; NYU Langone Health (JR), New York, NY; AstraZeneca (CA, YC), Gaithersburg, MD; Amgen Inc (PD, JPLA), Thousand Oaks, CA; IBM Watson Health (MM, JT), Cambridge, MA.
Source of Funding: This study was funded by AstraZeneca and Amgen.
Author Disclosures: Dr Tan has been a consultant or paid advisor for AstraZeneca, Boehringer Ingelheim, GlaxoSmithKline, Novartis, Regeneron, and Sanofi Genzyme, and has received lecture fees from AstraZeneca, Boehringer Ingelheim, Regeneron, and Sanofi Genzyme. Dr Reibman has been an advisory board member and consultant for AstraZeneca. Dr Ambrose is an employee of AstraZeneca and owns stock in AstraZeneca as an employee; AstraZeneca manufactures and markets medications for asthma treatment. Dr Chung is an employee of AstraZeneca and owns AstraZeneca stock options. Dr Desai and Dr Llanos Ackert are employees of Amgen and own Amgen stock. Dr Moynihan and Mr Tkacz are employed by IBM Watson Health, which was paid by AstraZeneca to conduct this study.
Authorship Information: Concept and design (LT, JR, CA, YC, PD, JPLA, MM, JT); acquisition of data (YC, JT); analysis and interpretation of data (LT, JR, CA, YC, PD, JPLA, MM, JT); drafting of the manuscript (LT, JR, YC, PD, MM, JT); critical revision of the manuscript for important intellectual content (LT, JR, CA, YC, PD, JPLA, MM, JT); statistical analysis (YC); provision of patients or study materials (JT); obtaining funding (CA, YC); administrative, technical, or logistic support (CA, YC, JT); and supervision (CA, YC, JT).
Address Correspondence to: Joseph Tkacz, MS, IBM Watson Health, 75 Binney St, Cambridge, MA 02142. Email: Joseph.Tkacz@ibm.com.
REFERENCES
1. Most recent asthma data. CDC. Updated March 25, 2019. Accessed August 20, 2020. https://www.cdc.gov/asthma/most_recent_data.htm
2. Nurmagambetov T, Kuwahara R, Garbe P. The economic burden of asthma in the United States, 2008-2013. Ann Am Thorac Soc. 2018;15(3):348-356. doi:10.1513/AnnalsATS.201703-259OC
3. Bahadori K, Doyle-Waters MM, Marra C, et al. Economic burden of asthma: a systematic review. BMC Pulm Med. 2009;9:24. doi:10.1186/1471-2466-9-24
4. Dharmage SC, Perret JL, Custovic A. Epidemiology of asthma in children and adults. Front Pediatr. 2019;7:246. doi:10.3389/fped.2019.00246
5. Chen S, Golam S, Myers J, Bly C, Smolen H, Xu X. Systematic literature review of the clinical, humanistic, and economic burden associated with asthma uncontrolled by GINA Steps 4 or 5 treatment. Curr Med Res Opin. 2018;34(12):2075-2088. doi:10.1080/03007995.2018.1505352
6. Hankin CS, Bronstone A, Wang Z, Small MB, Buck P. Estimated prevalence and economic burden of severe, uncontrolled asthma in the United States. J Allergy Clin Immunol. 2013;131(2 suppl):AB126. doi:10.1016/j.jaci.2012.12.1118
7. Nunes C, Pereira AM, Morais-Almeida M. Asthma costs and social impact. Asthma Res Pract. 2017;3:1. doi:10.1186/s40733-016-0029-3
8. Lemanske RF Jr, Busse WW. Asthma: clinical expression and molecular mechanisms. J Allergy Clin Immunol. 2010;125(2 suppl 2):S95-S102. doi:10.1016/j.jaci.2009.10.047
9. Davies DE, Wicks J, Powell RM, Puddicombe SM, Holgate ST. Airway remodeling in asthma: new insights. J Allergy Clin Immunol. 2003;111(2):215-225. doi:10.1067/mai.2003.128
10. Carr TF, Zeki AA, Kraft M. Eosinophilic and noneosinophilic asthma. Am J Respir Crit Care Med. 2018;197(1):22-37. doi:10.1164/rccm.201611-2232PP
11. Wenzel SE, Schwartz LB, Langmack EL, et al. Evidence that severe asthma can be divided pathologically into two inflammatory subtypes with distinct physiologic and clinical characteristics. Am J Respir Crit Care Med. 1999;160(3):1001-1008. doi:10.1164/ajrccm.160.3.9812110
12. Kerkhof M, Tran TN, Soriano JB, et al. Healthcare resource use and costs of severe, uncontrolled eosinophilic asthma in the UK general population. Thorax. 2018;73(2):116-124. doi:10.1136/thoraxjnl-2017-210531
13. Chastek B, Korrer S, Nagar SP, et al. Economic burden of illness among patients with severe asthma in a managed care setting. J Manag Care Spec Pharm. 2016;22(7):848-861. doi:10.18553/jmcp.2016.22.7.848
14. Ortega HG, Yancey SW, Mayer B, et al. Severe eosinophilic asthma treated with mepolizumab stratified by baseline eosinophil thresholds: a secondary analysis of the DREAM and MENSA studies. Lancet Respir Med. 2016;4(7):549-556. doi:10.1016/S2213-2600(16)30031-5
15. Busse W, Spector S, Rosén K, Wang Y, Alpan O. High eosinophil count: a potential biomarker for assessing successful omalizumab treatment effects. J Allergy Clin Immunol. 2013;132(2):485-486.e11. doi:10.1016/j.jaci.2013.02.032
16. Hanania NA, Wenzel S, Rosén K, et al. Exploring the effects of omalizumab in allergic asthma: an analysis of biomarkers in the EXTRA study. Am J Respir Crit Care Med. 2013;187(8):804-811. doi:10.1164/rccm.201208-1414OC
17. Pavord ID, Korn S, Howarth P, et al. Mepolizumab for severe eosinophilic asthma (DREAM): a multicentre, double-blind, placebo-controlled trial. Lancet. 2012;380(9842):651-659. doi:10.1016/S0140-6736(12)60988-X
18. FitzGerald JM, Bleecker ER, Nair P, et al; CALIMA Study Investigators. Benralizumab, an anti-interleukin-5 receptor α monoclonal antibody, as add-on treatment for patients with severe, uncontrolled, eosinophilic asthma (CALIMA): a randomised, double-blind, placebo-controlled phase 3 trial. Lancet. 2016;388(10056):2128-2141. doi:10.1016/S0140-6736(16)31322-8
19. Castro M, Corren J, Pavord ID, et al. Dupilumab efficacy and safety in moderate-to-severe uncontrolled asthma. N Engl J Med. 2018;378(26):2486-2496. doi:10.1056/NEJMoa1804092
20. Esteban-Gorgojo I, Antolín-Amérigo D, Domínguez-Ortega J, Quirce S. Non-eosinophilic asthma: current perspectives. J Asthma Allergy. 2018;11:267-281. doi:10.2147/JAA.S153097
21. Wang E, Wechsler ME, Tran TN, et al. Characterization of severe asthma worldwide: data from the International Severe Asthma Registry. Chest. 2020;157(4):790-804. doi:10.1016/j.chest.2019.10.053
22. Casciano J, Krishnan J, Dotiwala Z, Li C, Sun SX. Clinical and economic burden of elevated blood eosinophils in patients with and without uncontrolled asthma. J Manag Care Spec Pharm. 2017;23(1):85-91. doi:10.18553/jmcp.2017.23.1.85
23. Casciano J, Krishnan JA, Small MB, et al. Burden of asthma with elevated blood eosinophil levels. BMC Pulm Med. 2016;16(1):100. doi:10.1186/s12890-016-0263-8
24. Ortega H, Llanos JP, Lafeuille MH, et al. Effects of systemic corticosteroids on blood eosinophil counts in asthma: real-world data. J Asthma. 2019;56(8):808-815. doi:10.1080/02770903.2018.1502301
25. HEDIS measures and technical resources. National Committee for Quality Assurance. Accessed October 15, 2020. https://www.ncqa.org/hedis/measures/
26. Global strategy for asthma management and prevention. Global Initiative for Asthma. 2019. Accessed October 14, 2020. https://ginasthma.org/wp-content/uploads/2019/06/GINA-2019-main-report-June-2019-wms.pdf
27. Reddel HK, Taylor DR, Bateman ED, et al; American Thoracic Society/European Respiratory Society Task Force on Asthma Control and Exacerbations. An official American Thoracic Society/European Respiratory Society statement: asthma control and exacerbations: standardizing endpoints for clinical asthma trials and clinical practice. Am J Respir Crit Care Med. 2009;180(1):59-99. doi:10.1164/rccm.200801-060ST
28. Menzies-Gow A, Canonica GW, Winders TA, Correia de Sousa J, Upham JW, Fink-Wagner AH. A charter to improve patient care in severe asthma. Adv Ther. 2018;35(10):1485-1496. doi:10.1007/s12325-018-0777-y
29. Deyo RA, Cherkin DC, Ciol MA. Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol. 1992;45(6):613-619. doi:10.1016/0895-4356(92)90133-8
30. Belasco J, Wei N. Psoriatic arthritis: what is happening at the joint? Rheumatol Ther. 2019;6(3):305-315. doi:10.1007/s40744-019-0159-1
31. Bacci E, Cianchetti S, Bartoli M, et al. Low sputum eosinophils predict the lack of response to beclomethasone in symptomatic asthmatic patients. Chest. 2006;129(3):565-572. doi:10.1378/chest.129.3.565
32. Bleecker ER, Menzies-Gow AN, Price DB, et al. Systematic literature review of systemic corticosteroid use for asthma management. Am J Respir Crit Care Med. 2020;201(3):276-293. doi:10.1164/rccm.201904-0903SO
33. Bloechliger M, Reinau D, Spoendlin J, et al. Adverse events profile of oral corticosteroids among asthma patients in the UK: cohort study with a nested case-control analysis. Respir Res. 2018;19(1):75. doi:10.1186/s12931-018-0742-y
34. Fardet L, Kassar A, Cabane J, Flahault A. Corticosteroid-induced adverse events in adults. Drug Saf. 2007;30(10):861-881. doi:10.2165/00002018-200730100-00005
35. Sweeney J, Patterson CC, Menzies-Gow A, et al; British Thoracic Society Difficult Asthma Network. Comorbidity in severe asthma requiring systemic corticosteroid therapy: cross-sectional data from the Optimum Patient Care Research Database and the British Thoracic Difficult Asthma Registry. Thorax. 2016;71(4):339-346. doi:10.1136/thoraxjnl-2015-207630
36. Price DB, Trudo F, Voorham J, et al. Adverse outcomes from initiation of systemic corticosteroids for asthma: long-term observational study. J Asthma Allergy. 2018;11:193-204. doi:10.2147/JAA.S176026
37. 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(10):3455-3465.e13. doi:10.1016/j.jaip.2020.06.055
38. Dalal AA, Duh MS, Gozalo L, et al. Dose-response relationship between long-term systemic corticosteroid use and related complications in patients with severe asthma. J Manag Care Spec Pharm. 2016;22(7):833-847. doi:10.18553/jmcp.2016.22.7.833
39. Tran TN, MacLachlan S, Hicks W, et al. Oral corticosteroid treatment patterns of patients in the United States with persistent asthma. J Allergy Clin Immunol Pract. 2021;9(1):338-346.e3. doi:10.1016/j.jaip.2020.06.019