Cost-effectiveness of a medication event monitoring system for tuberculosis management in Morocco
PLOS ONE
RESEARCH ARTICLE
Cost-effectiveness of a medication event
monitoring system for tuberculosis
management in Morocco
Jangmi Yang1☯, Hae-Young Kim2☯, Seup Park3, Ilham Sentissi4, Nathan Green5, Byung
Kwon Oh3, Yujin Kim1, Kyung Hyun Oh6,7, Eunseong Paek3, Young Joon Park3, InHwan Oh8, Seung Heon Lee ID3,9*
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OPEN ACCESS
Citation: Yang J, Kim H-Y, Park S, Sentissi I, Green
N, Oh BK, et al. (2022) Cost-effectiveness of a
medication event monitoring system for
tuberculosis management in Morocco. PLoS ONE
17(4): e0267292. https://doi.org/10.1371/journal.
pone.0267292
Editor: Kevin Schwartzman, McGill University,
CANADA
1 National Evidence Based Health Care Collaborating Agency, Seoul, Republic of Korea, 2 Department of
Population Health, New York University Grossman School of Medicine, New York, NY, United States of
America, 3 Global Care International, Seoul, Republic of Korea, 4 Chief Public Health Service and
Epidemiological Surveillance, Moroccan League Against Tuberculosis (Ligue Marocaine de Lute Contre la
Tuberculosis, LMCT), Rabat, Morocco, 5 Department of Statistical Science, University College London,
London, United Kingdom, 6 Korean Institute of Tuberculosis, Korean National Tuberculosis Association,
Cheongju, Republic of Korea, 7 End TB and Leprosy Unit, World Health Organization Regional Office for the
Western Pacific, Manila, Philippines, 8 Department of Preventive Medicine, School of Medicine, Kyung Hee
University, Seoul, Republic of Korea, 9 Division of Pulmonary, Sleep and Critical Care Medicine, Department
of Internal Medicine, Korea University Ansan Hospital, Ansan-City, Republic of Korea
☯ These authors contributed equally to this work.
*
Abstract
Background
Digital health technologies have been used to enhance adherence to TB medication, but the
cost-effectiveness remains unclear.
Received: January 4, 2022
Accepted: April 5, 2022
Methods
Published: April 19, 2022
We used the real data from the study conducted from April 2014 to December 2020 in
Morocco using a smart pillbox with a web-based medication monitoring system, called Medication Event Monitoring Systems (MEMS). Cost-effectiveness was evaluated using a decision analysis model including Markov model for Multi-drug resistant (MDR) TB from the
health system perspective. The primary outcome was the incremental cost-effectiveness
ratio (ICER) per disability adjusted life-year (DALY) averted. Two-way sensitive analysis
was done for the treatment success rate between MEMS and standard of care.
Copyright: © 2022 Yang 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: All data generated or
analysed during this study are included in this
article. Further specific data is available on request,
because the data contain potentially identifying
patient information. For researchers who meet the
criteria for access to confidential data, the data are
available from the Global Care International
(, ).
Funding: S. Park, E. Paek, and Y. J. Park received
support from the Korea International Cooperation
Agency (KOICA) fund (2014-0027/2018-031). S. H.
Results
The average total per-patient health system costs for treating a new TB patient under
MEMS versus standard of care were $398.70 and $155.70, respectively. The MEMS strategy would reduce the number of drug-susceptible TB cases by 0.17 and MDR-TB cases by
0.01 per patient over five years. The ICER of MEMS was $434/DALY averted relative to
standard of care, and was most susceptible to the TB treatment success rate of both strategies followed by the managing cost of MEMS.
PLOS ONE | https://doi.org/10.1371/journal.pone.0267292 April 19, 2022
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PLOS ONE
Lee received a grant from the Korea Health
Technology R&D Project through the Korea Health
Industry Development Institute (KHIDI), funded by
the Ministry of Health and Welfare, Republic of
Korea (Grant number: HI20C1068). The roles of
funders were monitoring the outcomes.
Competing interests: The authors have declared
that no competing interests exist.
Cost-effective intervention for TB control
Conclusion
MEMS is considered cost-effective for managing infectious active TB in Morocco.
Introduction
Tuberculosis (TB) is the leading cause of mortality among infectious diseases, accounting for
1.5 million deaths worldwide in 2018 [1]. In high TB burden countries, the successful completion of TB treatment is one of the critical TB control strategies to prevent TB transmission
through the community [2]. Poor adherence to TB treatment can increase the risk of treatment
failure, relapse, as well as the development of drug resistance [3]. However, adherence to TB
treatment is often suboptimal despite various treatment interventions, including directly
observed treatment (DOT).
Recently, digital health technologies and management have been used to enhance adherence to TB medication. Many studies have reported that digital adherence technology (DAT)
substantially improved adherence [4] and led to cost savings up to 58% compared to traditional DOT [5]. In 2017, the World Health Organization (WHO) reported that DAT for TB
treatment can be used as a substitute of traditional DOTS [6] and recommended its implementation as part of national tuberculosis control programs (NTP) [5]. In order to scale up DAT at
a national level, it is important to understand the cost-effectiveness of DAT [7], considering
TB burden and the strategic TB program in a given setting [8]. Furthermore, financial and
case management strategies should be reassessed to accomplish the goals of global TB strategy
[9].
In Morocco, where TB incidence in 2018 was 99/100,000 nationwide and 130/100,000
in cities like Kenitra [10], the overall treatment success rate was 84%, and the loss to follow-up (non-adherence) rate was as high as 15% [11]. We previously reported the demonstrable effectiveness of a smart pillbox (SP) with a web-based medication monitoring
system, called a Medication Event Monitoring System (MEMS), as a tailored adherencemonitoring intervention to improve patients’ adherence to TB treatment among active TB
patients in Morocco [12]. We used the epidemiological and cost data from this study to
evaluate the cost-effectiveness of MEMS to monitor TB treatment among infectious active
TB patients in Morocco.
Methods
KOICA project in Morocco
The study was conducted in Salé, Morocco by the Korean International Cooperation Agency
(KOICA) in collaboration with Global Care International and the Ministry of Health and Welfare of Morocco from April 2014 to December 2020. Briefly, the study enrolled and provided
patients a smart pillbox with a web-based medication monitoring system, called MEMS, which
reminded patients to take medication at certain times [13]. (...truncated)