Introduction
Severe asthma is a heterogeneous respiratory disease with several clinically recognized phenotypes, including severe eosinophilic asthma.
1- Chung KF
- Wenzel SE
- Brozek JL
- et al.
International ERS/ATS guidelines on definition, evaluation and treatment of severe asthma.
It is defined as asthma that requires requires maximal, optimized inhaled corticosteroid (ICS) therapy plus another controller, to remain under control or as asthma that remains uncontrolled despite this therapy.
2Global Initiative for Asthma (GINA). 2021 GINA Report, Global Strategy for Asthma Management and Prevention [GINA website]. Vol 2020 2020. Available at: https://ginasthma.org/gina-reports.
Patients with severe asthma have a high disease burden, with recurrent exacerbations, an increased risk for mortality, and increased hospitalization costs.
1- Chung KF
- Wenzel SE
- Brozek JL
- et al.
International ERS/ATS guidelines on definition, evaluation and treatment of severe asthma.
,3- Suruki RY
- Daugherty JB
- Boudiaf N
- Albers FC.
The frequency of asthma exacerbations and healthcare utilization in patients with asthma from the UK and USA.
, 4- O'Byrne P
- Fabbri LM
- Pavord ID
- Papi A
- Petruzzelli S
- Lange P.
Asthma progression and mortality: the role of inhaled corticosteroids.
, 5- Heaney LG
- Brightling CE
- Menzies-Gow A
- Stevenson M
- Niven RM
British Thoracic Society Difficult Asthma Network. Refractory asthma in the UK: cross-sectional findings from a UK multicentre registry.
Patients with the most severe asthma incur an estimated 50% of all asthma-related health care costs per annum,
6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
,7- Nunes C
- Pereira AM
- Morais-Almeida M.
Asthma costs and social impact.
with exacerbation-related costs contributing heavily.
8- Ivanova JI
- Bergman R
- Birnbaum HG
- Colice GL
- Silverman RA
- McLaurin K.
Effect of asthma exacerbations on health care costs among asthmatic patients with moderate and severe persistent asthma.
Consequently, some patients with severe asthma require long-term use of a high-dose ICS and/or a systemic corticosteroid (SCS);
1- Chung KF
- Wenzel SE
- Brozek JL
- et al.
International ERS/ATS guidelines on definition, evaluation and treatment of severe asthma.
,9- Garcia G
- Taille C
- Laveneziana P
- Bourdin A
- Chanez P
- Humbert M.
Anti-interleukin-5 therapy in severe asthma.
SCS use has been associated with cardiovascular, gastrointestinal, bone, ocular, and metabolic complications.
6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
,10- Lefebvre P
- Duh MS
- Lafeuille MH
- et al.
Acute and chronic systemic corticosteroid-related complications in patients with severe asthma.
, 11- Sullivan PW
- Ghushchyan VH
- Globe G
- Schatz M.
Oral corticosteroid exposure and adverse effects in asthmatic patients.
, 12- Voorham J
- Xu X
- Price DB
- et al.
Healthcare resource utilization and costs associated with incremental systemic corticosteroid exposure in asthma.
, 13- Sweeney J
- Patterson CC
- Menzies-Gow A
- et al.
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.
Mepolizumab is a humanized anti-interleukin (IL)-5 monoclonal antibody that binds to and inactivates IL-5, thereby blocking eosinophilic inflammation.
14- Menzella F
- Lusuardi M
- Galeone C
- Taddei S
- Zucchi L.
Profile of anti-IL-5 mAb mepolizumab in the treatment of severe refractory asthma and hypereosinophilic diseases.
Its use as an add-on therapy for patients with severe eosinophilic asthma, eosinophilic granulomatosis with polyangiitis, or hypereosinophilic syndrome has been approved.
15Mepolizumab [US prescribing information].
The use of mepolizumab has been associated with reduced rates of exacerbation, exacerbation-related hospitalization, and oral corticosteroid (OCS) use in patients with severe eosinophilic asthma in placebo-controlled clinical trials.
16- Chupp GL
- Bradford ES
- Albers FC
- et al.
Efficacy of mepolizumab add-on therapy on health-related quality of life and markers of asthma control in severe eosinophilic asthma (MUSCA): a randomised, double-blind, placebo-controlled, parallel-group, multicentre, phase 3b trial.
, 17- Bel EH
- Wenzel SE
- Thompson PJ
- et al.
Oral glucocorticoid-sparing effect of mepolizumab in eosinophilic asthma.
, 18- Yancey SW
- Ortega HG
- Keene ON
- et al.
Meta-analysis of asthma-related hospitalization in mepolizumab studies of severe eosinophilic asthma.
In patients with the most severe form,
life-threatening asthma, reductions in exacerbation rate and daily OCS use were observed in the Phase IIIb open-label mepolizumab extension study COSMEX (A Phase 3a, Repeat Dose, Open-label, Long-term Safety Study of Mepolizumab in Asthmatic Subjects; ClinicalTrials.gov identifier: NCT02135692).
19- Khurana S
- Brusselle GG
- Bel EH
- et al.
Long-term safety and clinical benefit of mepolizumab in patients with the most severe eosinophilic asthma: the COSMEX study.
In that study, the definition of
life-threatening asthma included a history of intubation, hospitalization for asthma exacerbation, and recurrent exacerbations (more than three within a 12-month period). The effectiveness of mepolizumab treatment in patients with asthma has also been mirrored in real-world settings.
20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
, 21- van Toor JJ
- van der Mark SC
- Kappen JH
- In 't Veen J
- Braunstahl GJ
Mepolizumab add-on therapy in a real world cohort of patients with severe eosinophilic asthma: response rate, effectiveness, and safety.
, 22- Schleich F
- Graff S
- Nekoee H
- et al.
Real-world experience with mepolizumab: does it deliver what it has promised?.
, 23- Ortega H
- Hahn B
- Bogart M
- Bell C
- Bancroft T
- Chastek B
- Llanos J.
Impact of mepolizumab on exacerbations in severe asthma: results from a US insurance claims database.
, 24- Harrison T
- Canonica GW
- Chupp G
- et al.
Real-world mepolizumab in the prospective severe asthma REALITI-A study: initial analysis.
, 25- Ogirala RG
- Aldrich TK
- Prezant DJ
- Sinnett MJ
- Enden JB
- Williams Jr., MH
High-dose intramuscular triamcinolone in severe, chronic, life-threatening asthma.
Of note, these studies either enrolled patients with a general asthma diagnosis
20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
,24- Harrison T
- Canonica GW
- Chupp G
- et al.
Real-world mepolizumab in the prospective severe asthma REALITI-A study: initial analysis.
or a less stringent exacerbation history,
22- Schleich F
- Graff S
- Nekoee H
- et al.
Real-world experience with mepolizumab: does it deliver what it has promised?.
,23- Ortega H
- Hahn B
- Bogart M
- Bell C
- Bancroft T
- Chastek B
- Llanos J.
Impact of mepolizumab on exacerbations in severe asthma: results from a US insurance claims database.
or used the standard definition of
severe asthma, with an eosinophilic phenotype.
21- van Toor JJ
- van der Mark SC
- Kappen JH
- In 't Veen J
- Braunstahl GJ
Mepolizumab add-on therapy in a real world cohort of patients with severe eosinophilic asthma: response rate, effectiveness, and safety.
Together, these study criteria indicate an unmet need for data on the effectiveness of mepolizumab in patients with life-threatening asthma in clinical practice.
Given the heavy disease burden in patients with life-threatening asthma,
19- Khurana S
- Brusselle GG
- Bel EH
- et al.
Long-term safety and clinical benefit of mepolizumab in patients with the most severe eosinophilic asthma: the COSMEX study.
alongside the increased economic burden of uncontrolled severe asthma,
6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
the potential real-world impact of mepolizumab among these patients in clinical practice is clinically and economically relevant. The aim of this study was to augment the data on mepolizumab from the COSMOS clinical trial using an evaluation of the impact of the initiation of treatment with mepolizumab on the rates of exacerbation and exacerbation-related hospitalization, and on the use of OCS, in patients with life-threatening asthma in real-world clinical practice, using data from a database of US insurance claims.
Discussion
To the best of our knowledge, this study is the first to demonstrate the impact of mepolizumab on exacerbation-related burden in patients with life-threatening asthma in real world clinical practice. Mepolizumab treatment was associated with both a reduced rate, and a reduced percentage of patients experiencing, exacerbations, in addition to reduced OCS claims, compared with baseline. These findings are important to patients with life-threatening asthma, health care professionals, and payors, as these patients experience the greatest disease burden, have high asthma-related health care costs, and have the greatest unmet need.
1- Chung KF
- Wenzel SE
- Brozek JL
- et al.
International ERS/ATS guidelines on definition, evaluation and treatment of severe asthma.
,3- Suruki RY
- Daugherty JB
- Boudiaf N
- Albers FC.
The frequency of asthma exacerbations and healthcare utilization in patients with asthma from the UK and USA.
, 4- O'Byrne P
- Fabbri LM
- Pavord ID
- Papi A
- Petruzzelli S
- Lange P.
Asthma progression and mortality: the role of inhaled corticosteroids.
, 5- Heaney LG
- Brightling CE
- Menzies-Gow A
- Stevenson M
- Niven RM
British Thoracic Society Difficult Asthma Network. Refractory asthma in the UK: cross-sectional findings from a UK multicentre registry.
, 6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
, 7- Nunes C
- Pereira AM
- Morais-Almeida M.
Asthma costs and social impact.
, 8- Ivanova JI
- Bergman R
- Birnbaum HG
- Colice GL
- Silverman RA
- McLaurin K.
Effect of asthma exacerbations on health care costs among asthmatic patients with moderate and severe persistent asthma.
As with any claims database, the MarketScan® Research Database relies on administrative claims data for clinical detail, and these data were subject to coding limitations and entry error.
27- Blonde L
- Khunti K
- Harris SB
- Meizinger C
- Skolnik NS.
Interpretation and impact of real-world clinical data for the practicing clinician.
Given that medications administered during inpatient admission were not captured by the database, the total number of patients who received asthma treatments was likely to have been underestimated. Furthermore, the definition of
life-threatening asthma included the use of an OCS; however, the reason for OCS use was not possible to determine from the available records. Nonetheless, the majority of patients (50/68) exclusively meeting the OCS-related definition of
life-threatening asthma had experienced at least one asthma exacerbation during baseline, and given that these patients were receiving an OCS shortly before the initiation of mepolizumab (within 90 days), it was likely that OCS use was linked to asthma. Likewise, OCS bursts and asthma exacerbation-related outpatient claims included patients with a diagnosis of asthma in any position, and as such these analyses may have included patients with asthma as a nonprimary diagnosis, such as those diagnosed with EGPA; however, the percentage within the study was small (4%). Additional limitations included that only patients with private insurance claims in the United States were included in the analysis, most patients treated with mepolizumab included in this study were employed, and patients who died in the 12 months following mepolizumab administration were not included in the study population, which collectively suggest that this patient population may not have been representative of the general population of patients with life-threatening asthma. The self-paired pre-and-post approach used in this study compared each patient's end points between their own baseline and follow-up. While this method accounts for time-fixed confounding factors, it does not account for time-varying confounding factors, such as changes in medication use or clinical and behavioral traits (eg, exercise, smoking, and alcohol consumption), and is therefore at risk for bias from temporal trends in the end points,
28- Whitaker HJ
- Hocine MN
- Farrington CP.
The methodology of self-controlled case series studies.
a known limitation of retrospective observational studies.
29- Nazha B
- Yang JC
- Owonikoko TK.
Benefits and limitations of real-world evidence: lessons from EGFR mutation-positive non-small-cell lung cancer.
Furthermore, quality-of-life measures and smoking status and history are difficult to capture in retrospective analyses of data from claims databases, as information is reported for billing purposes. Nonetheless, temporal trends are of greater concern in studies with durations longer than 2 years. Moreover, in the present study it was assumed that the changes in exacerbation rates observed during follow-up were the result of mepolizumab treatment, rather than an improvement resulting from any trial effect, an assumption consistent with a previous study.
20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
Notably, over one third of the patients with life-threatening asthma in the study had
comorbid COPD, defined as at least one claim with an ICD-9/ICD-10 diagnosis code for COPD. However, characteristic symptoms of COPD, such as fixed airflow obstruction, may overlap with asthma symptoms, wherein the absence of smoking-related fixed airflow obstruction could reflect airway remodeling.
30- Nissen F
- Morales DR
- Mullerova H
- Smeeth L
- Douglas IJ
- Quint JK.
Concomitant diagnosis of asthma and COPD: a quantitative study in UK primary care.
As such, a misdiagnosis of COPD in patients with asthma is common.
31- Tinkelman DG
- Price DB
- Nordyke RJ
- Halbert RJ.
Misdiagnosis of COPD and asthma in primary care patients 40 years of age and over.
Some studies have indicated wider acceptance of overlapping asthma and COPD, and this condition has been termed the
asthma–COPD overlap.
32- Hosseini M
- Almasi-Hashiani A
- Sepidarkish M
- Maroufizadeh S.
Global prevalence of asthma-COPD overlap (ACO) in the general population: a systematic review and meta-analysis.
, 33Management of asthma COPD overlap.
, 34Global Initiative For Asthma. Global Strategy for Asthma Management and Prevention. Vol 20212021, https://ginasthma.org/gina-reports/. 26 November, 2021.
However, the findings from one study suggested that concurrent asthma and COPD may be overestimated due to these overlapping symptoms, particularly when relying on health care records,
30- Nissen F
- Morales DR
- Mullerova H
- Smeeth L
- Douglas IJ
- Quint JK.
Concomitant diagnosis of asthma and COPD: a quantitative study in UK primary care.
although it was beyond the scope of this study to fully validate the accuracy of any COPD diagnosis. The findings are in line with those from a meta-analysis of data from 27 studies in which the estimated prevalence of asthma–COPD overlap among patients with asthma was 3.2% to 51.4%, depending on the diagnostic criteria used.
32- Hosseini M
- Almasi-Hashiani A
- Sepidarkish M
- Maroufizadeh S.
Global prevalence of asthma-COPD overlap (ACO) in the general population: a systematic review and meta-analysis.
Importantly, we did not perform sensitivity analyses to account for the presence of comorbid COPD or any other comorbidities; however, the presence of such comorbidities was likely to have been reflective of a real-world population with life-threatening asthma.
In this study, the rate of exacerbations, including those requiring hospitalization, was reduced by >50% after the initiation of mepolizumab treatment. These real-world findings extend data from clinical trials in patients with severe eosinophilic asthma.
17- Bel EH
- Wenzel SE
- Thompson PJ
- et al.
Oral glucocorticoid-sparing effect of mepolizumab in eosinophilic asthma.
,19- Khurana S
- Brusselle GG
- Bel EH
- et al.
Long-term safety and clinical benefit of mepolizumab in patients with the most severe eosinophilic asthma: the COSMEX study.
,35- Khatri S
- Moore W
- Gibson PG
- et al.
Assessment of the long-term safety of mepolizumab and durability of clinical response in patients with severe eosinophilic asthma.
For example, in the open-label, long-term extension COSMEX study, which evaluated end points in patients in whom clinical benefit with mepolizumab had been shown in previous lead-in randomized controlled trials,
19- Khurana S
- Brusselle GG
- Bel EH
- et al.
Long-term safety and clinical benefit of mepolizumab in patients with the most severe eosinophilic asthma: the COSMEX study.
the exacerbation rate was reduced to 1 event/y compared with 5 events/y in the 12 months before enrollment in the initial lead-in trial; this reduction was sustained throughout the 172-week COSMEX extension study.
19- Khurana S
- Brusselle GG
- Bel EH
- et al.
Long-term safety and clinical benefit of mepolizumab in patients with the most severe eosinophilic asthma: the COSMEX study.
Furthermore, the present data are consistent with findings from other studies in patients with asthma or severe eosinophilic asthma in clinical practice, in which reductions in the rates of exacerbations were observed with mepolizumab initiation, compared with a pre–mepolizumab treatment period.
20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
, 21- van Toor JJ
- van der Mark SC
- Kappen JH
- In 't Veen J
- Braunstahl GJ
Mepolizumab add-on therapy in a real world cohort of patients with severe eosinophilic asthma: response rate, effectiveness, and safety.
, 22- Schleich F
- Graff S
- Nekoee H
- et al.
Real-world experience with mepolizumab: does it deliver what it has promised?.
, 23- Ortega H
- Hahn B
- Bogart M
- Bell C
- Bancroft T
- Chastek B
- Llanos J.
Impact of mepolizumab on exacerbations in severe asthma: results from a US insurance claims database.
,36- Schatz M
- Meckley LM
- Kim M
- Stockwell BT
- Castro M.
Asthma exacerbation rates in adults are unchanged over a 5-year period despite high-intensity therapy.
Collectively, these findings suggest that mepolizumab is of clinical benefit in patients with life-threatening asthma who are treated in real world clinical practice.
20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
, 21- van Toor JJ
- van der Mark SC
- Kappen JH
- In 't Veen J
- Braunstahl GJ
Mepolizumab add-on therapy in a real world cohort of patients with severe eosinophilic asthma: response rate, effectiveness, and safety.
, 22- Schleich F
- Graff S
- Nekoee H
- et al.
Real-world experience with mepolizumab: does it deliver what it has promised?.
, 23- Ortega H
- Hahn B
- Bogart M
- Bell C
- Bancroft T
- Chastek B
- Llanos J.
Impact of mepolizumab on exacerbations in severe asthma: results from a US insurance claims database.
, 24- Harrison T
- Canonica GW
- Chupp G
- et al.
Real-world mepolizumab in the prospective severe asthma REALITI-A study: initial analysis.
This is important because asthma disease severity, as indicated by high-intensity asthma treatment, has been linked to an increased risk for further exacerbations,
3- Suruki RY
- Daugherty JB
- Boudiaf N
- Albers FC.
The frequency of asthma exacerbations and healthcare utilization in patients with asthma from the UK and USA.
,36- Schatz M
- Meckley LM
- Kim M
- Stockwell BT
- Castro M.
Asthma exacerbation rates in adults are unchanged over a 5-year period despite high-intensity therapy.
and severe and frequent exacerbations have been associated with an irreversible decline in lung function, resulting in long-term adverse structural and functional changes in the airways.
37- Bai TR
- Vonk JM
- Postma DS
- Boezen HM.
Severe exacerbations predict excess lung function decline in asthma.
,38- Matsunaga K
- Hirano T
- Oka A
- et al.
Progression of irreversible airflow limitation in asthma: correlation with severe exacerbations.
Moreover, recent hospitalizations or emergency department visits for the treatment of asthma have been associated with an increased risk for asthma-related mortality.
39- D'Amato G
- Vitale C
- Molino A
- et al.
Asthma-related deaths.
Therefore, a reduction in the exacerbation rate in these patients may not only lower the acute exacerbation–related burden, the risk for death, and the irreversible decline in lung function resulting from asthma, but also may ameliorate the overall long-term health care burden associated with life-threatening asthma.
3- Suruki RY
- Daugherty JB
- Boudiaf N
- Albers FC.
The frequency of asthma exacerbations and healthcare utilization in patients with asthma from the UK and USA.
,4- O'Byrne P
- Fabbri LM
- Pavord ID
- Papi A
- Petruzzelli S
- Lange P.
Asthma progression and mortality: the role of inhaled corticosteroids.
,40- Ortega H
- Yancey SW
- Keene ON
- Gunsoy NB
- Albers FC
- Howarth PH.
Asthma exacerbations associated with lung function decline in patients with severe eosinophilic asthma.
We also observed significant reductions from baseline in the percentages of both patients with burst and long-term OCS use. Of those in whom mean daily OCS use was reduced, most patients experienced a 50% or greater reduction. These data support and extend results from clinical trials and real-world study results in severe and/or eosinophilic asthma.
17- Bel EH
- Wenzel SE
- Thompson PJ
- et al.
Oral glucocorticoid-sparing effect of mepolizumab in eosinophilic asthma.
,20- Llanos JP
- Ortega H
- Bogart M
- et al.
Real-world effectiveness of mepolizumab in patients with severe asthma: An examination of exacerbations and costs.
,23- Ortega H
- Hahn B
- Bogart M
- Bell C
- Bancroft T
- Chastek B
- Llanos J.
Impact of mepolizumab on exacerbations in severe asthma: results from a US insurance claims database.
,41- Taille C
- Chanez P
- Devouassoux G
- et al.
Mepolizumab in a population with severe eosinophilic asthma and corticosteroid dependence: results from a French early access programme.
Long-term, high-dose OCS use in patients with asthma has demonstrable cumulative burden on health care resources and costs.
6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
,10- Lefebvre P
- Duh MS
- Lafeuille MH
- et al.
Acute and chronic systemic corticosteroid-related complications in patients with severe asthma.
,12- Voorham J
- Xu X
- Price DB
- et al.
Healthcare resource utilization and costs associated with incremental systemic corticosteroid exposure in asthma.
As patients with life-threatening asthma require high-dose and/or long-term OCS treatment for disease management,
34Global Initiative For Asthma. Global Strategy for Asthma Management and Prevention. Vol 20212021, https://ginasthma.org/gina-reports/. 26 November, 2021.
the risk for OCS-associated adverse events is increased, and the associated burden is extensive,
13- Sweeney J
- Patterson CC
- Menzies-Gow A
- et al.
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.
including cardiovascular, gastrointestinal, bone (osteoporosis, fractures), ocular, and metabolic (obesity, type 2 diabetes) complications.
6- Chastek B
- Korrer S
- Nagar SP
- et al.
Economic burden of illness among patients with severe asthma in a managed care setting.
,10- Lefebvre P
- Duh MS
- Lafeuille MH
- et al.
Acute and chronic systemic corticosteroid-related complications in patients with severe asthma.
, 11- Sullivan PW
- Ghushchyan VH
- Globe G
- Schatz M.
Oral corticosteroid exposure and adverse effects in asthmatic patients.
, 12- Voorham J
- Xu X
- Price DB
- et al.
Healthcare resource utilization and costs associated with incremental systemic corticosteroid exposure in asthma.
, 13- Sweeney J
- Patterson CC
- Menzies-Gow A
- et al.
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.
Therefore, any reduction in OCS use is clinically significant in these patients, given that it may mitigate the disease burden resulting from OCS-associated adverse events, and that it may reduce the associated strain on health care resources. The results from the present study provide further evidence of the OCS-sparing effect of mepolizumab that has been demonstrated in formal clinical trials and previous studies in clinical practice.
21- van Toor JJ
- van der Mark SC
- Kappen JH
- In 't Veen J
- Braunstahl GJ
Mepolizumab add-on therapy in a real world cohort of patients with severe eosinophilic asthma: response rate, effectiveness, and safety.
,28- Whitaker HJ
- Hocine MN
- Farrington CP.
The methodology of self-controlled case series studies.
,39- D'Amato G
- Vitale C
- Molino A
- et al.
Asthma-related deaths.
Acknowledgment
Medical writing support was provided by Roisin McCorkell, MSc, Fishawack Indicia Ltd (UK), part of Fishawack Health, and was funded by GlaxoSmithKline.
Author Contributions
J.S., M.B., E.R.P., D.M., J.W., and B.H. were involved in the conception or design of the study. E.R.P. and B.H. were involved in the acquisition of data, and J.S., N.M., M.B., E.P., D.M., J.W., and B.H. contributed to the analysis or interpretation of data. J.S., N.M., M.B., E.R.P., D.M., J.W., and B.H. drafted the work or revised it critically for important intellectual content, gave final approval of the version to be published, and agreed to be accountable for all aspects of the work.
Disclosure
This study was funded by GlaxoSmithKline (report no. 209656, HO-19-19603). GlaxoSmithKline supported the study design, data collection, analysis, manuscript preparation, and data interpretation for the manuscript. All of the authors approved the manuscript for submission.
J.S., M.B., and B.H. are employees of GlaxoSmithKline and hold stocks/shares in GlaxoSmithKline. J.S. is a former employee of Partners Healthcare/Brigham and Women's Hospital/Harvard Medical School. N.M. is a former employee of GlaxoSmithKline and is employed by, and holds stocks/shares in, Amgen. E.R.P., D.M., and J.W. are employees of IBM Watson Health, which received funds from GlaxoSmithKline for this study. The authors have indicated that they have no other conflicts of interest with regard to the content of this article.
Article info
Publication history
Published online: December 07, 2021
Accepted:
October 14,
2021
Copyright
© 2022 The Authors. Published by Elsevier Inc.