Healthcare expenditure and its socio-demographic and clinical predictors in Australians with poorly controlled asthma
PLOS ONE
RESEARCH ARTICLE
Healthcare expenditure and its sociodemographic and clinical predictors in
Australians with poorly controlled asthma
Stella T. Lartey ID1,2*, Thomas Lung3,4, Sarah Serhal ID5,6, Luke Bereznicki7,
Bonnie Bereznicki8, Lynne Emmerton ID9, Sinthia Bosnic-Anticevich5,6, Bandana Saini5,6,
Laurent Billot3,10, Ines Krass6, Carol Armour5,11, Stephen Jan3,10
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1 Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, United Kingdom,
2 NIHR Applied Research Collaboration, East of England, United Kingdom, 3 The George Institute for Global
Health, Sydney, Australia, 4 School of Public Health, Faculty of Medicine and Health, The University of
Sydney, Sydney, New South Wales, Australia, 5 Woolcock Institute of Medical Research, Sydney, New
South Wales, Australia, 6 School of Pharmacy, The University of Sydney, Sydney, New South Wales,
Australia, 7 College of Health and Medicine, University of Tasmania, Hobart, Australia, 8 Tasmanian School
of Medicine, Hobart, Tasmania, Australia, 9 Curtin Medical School, Curtin University, Perth, Western
Australia, Australia, 10 Faculty of Medicine, University of New South Wales, Sydney, New South Wales,
Australia, 11 Central Sydney Area Health Service, Sydney, New South Wales, Australia
*
OPEN ACCESS
Citation: Lartey ST, Lung T, Serhal S, Bereznicki L,
Bereznicki B, Emmerton L, et al. (2023) Healthcare
expenditure and its socio-demographic and clinical
predictors in Australians with poorly controlled
asthma. PLoS ONE 18(1): e0279748. https://doi.
org/10.1371/journal.pone.0279748
Editor: Siew Chin Ong, Universiti Sains Malaysia,
MALAYSIA
Abstract
Introduction
Asthma has substantial and increasing health and economic burden worldwide. This study
aimed to estimate healthcare expenditure and determine the factors that increase expenditure in Australians with poorly controlled asthma.
Received: April 3, 2022
Accepted: December 1, 2022
Published: January 5, 2023
Copyright: © 2023 Lartey et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: The data presented in
this article can be accessed and are subject to
approval by Services Australia prior to distribution.
Access requires processes due to the General Data
Protection Regulations (or Australian Privacy
Principles) for data distribution. Once these
processes are duly followed, raw data will be
granted by Service Australia. Further information
and contact to request data from Services Australia
can be found here: https://www.servicesaustralia.
gov.au/statistical-information-and-data?context=
1#a1.
Methods
Individuals �18 years of age with poorly controlled asthma, as determined by a score �1.5
on the Asthma Control Questionnaire, were included in the study. Healthcare utilization
costs from medical services and medications were estimated over an average follow-up of
12 months from administratively linked data: the Medicare Benefits Schedule and Pharmaceutical Benefits Scheme. A generalized linear model with gamma distribution and log link
was used to predict participants’ key baseline characteristics associated with variations in
healthcare costs.
Results
A total of 341 participants recruited through community pharmacies were included. The
mean (standard deviation, SD) age of participants was 56.6 (SD 17.6) years, and approximately 71% were females. The adjusted average monthly healthcare expenditure per participant was $AU386 (95% CI: 336, 436). On top of the average monthly costs, an incremental
expenditure was found for each year increase in age ($AU4; 95% CI: 0.78, 7), being unemployed ($AU201; 95% CI: 91, 311), one unit change in worsening quality of life ($AU35; 95%
CI: 9, 61) and being diagnosed with depression and anxiety ($AU171; 95% CI: 36, 306).
PLOS ONE | https://doi.org/10.1371/journal.pone.0279748 January 5, 2023
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PLOS ONE
Funding: This work was supported by the
Commonwealth of Australia as represented by the
Department of Health via the Sixth Community
Pharmacy Agreement (6CPA). The authors declare
that the research was conducted in the absence of
any commercial or financial relationships that
could be construed as a potential conflict of
interest. The funders had no role in the design of
the study, in the collection, analyses, or
interpretation of data or in the writing of this
manuscript.
Competing interests: Sinthia Bosnic-anticevich
has received honorarium for invited lectures and
consultancy on expert advisory boards for Teva,
AsteraZeneca, Sanofi, GSK, Mylan, Boehringer
Ingelheim and research grants from AstraZeneca,
Teva, Mylan, Viatris and GSK, the Australian
Research Council, Department of Health and Aging,
University of Sydney, Commonwealth Govt of
Australia (Guild Govt Agreement Scheme),
Commonwealth Govt of Australia (Rural and
Remote Pharmacy Workforce Development
Program), NHMRC Co-operative Research Centre
for Asthma, NHMRC Centre for Research
Excellence in Severe Asthma, Asthma Foundation
of NSW, Research in Real Life Pty (UK), University
of Michigan, USA. All other co-authors declare no
conflict of interest and no competing interests. The
authors declare that the research was conducted in
the absence of any commercial or financial
relationships that could be construed as a potential
conflict of interest. This does not alter our
adherence to PLOS ONE policies on sharing data
and materials.
Healthcare expenditure predictors in Australians with poorly controlled asthma
Conclusions
In a cohort of Australian patients, characterized by poor asthma control and co-morbidities
individuals impose substantial economic burden in terms of Medicare funded medical services and medications. Programs addressing strategies to improve the quality of life and
manage co-morbid anxiety and depression and encourage asthma patients’ engagement in
clinically tolerable jobs, may result in significant cost savings to the health system.
Introduction
Asthma is a major cause of disease burden worldwide, with an estimated prevalence of approximately 358 million people and 400,000 deaths in 2015 [1]. This prevalence has increased
over the last decade [1–3] and is predicted to reach 400 million cases by 2025 [4]. Asthma is
among the top-ranked causes of disability-adjusted life-years (DALYs)–being one of the top 30
conditions in terms of disease burden in under 24 years and over 50 years age groups [5]. This
results in substantial healthcare expenditure and overall economic burden [2, 6–8], which has
been observed to increase notably with severity and with poorer asthma control [7, 9]. Individuals with poorly controlled asthma tend to have frequent and intense episodes of symptoms,
leading to emergency department visits and hospitalization [6, 7, 10].
In Aus (...truncated)