TY - JOUR
T1 - Improving tuberculosis control
T2 - Assessing the value of medical masks and case detection - a multi-country study with cost-effectiveness analysis
AU - Aldila, Dipo
AU - Fardian, Basyar Lauzha
AU - Chukwu, Chidozie Williams
AU - Hifzhudin Noor Aziz, Muhamad
AU - Kamalia, Putri Zahra
N1 - © 2024 The Authors.
PY - 2024/6/20
Y1 - 2024/6/20
N2 - Tuberculosis (TB) remains a significant global health concern, necessitating effective control strategies. This article presents a mathematical model to evaluate the comparative effectiveness of medical mask usage and case detection in TB control. The model is constructed as a system of ordinary differential equations and incorporates crucial aspects of TB dynamics, including slow-fast progression, medical mask use, case detection, treatment interventions and differentiation between symptomatic and asymptomatic cases. A key objective of TB control is to ensure that the reproduction number, Rc, remains below unity to achieve TB elimination or persistence if Rc exceeds 1. Our mathematical analysis reveals the presence of a transcritical bifurcation when the Rc=1 signifies a critical juncture in TB control strategies. These results confirm that the effectiveness of case detection in diminishing the endemic population of symptomatic individuals within a TB-endemic equilibrium depends on exceeding a critical threshold value. Furthermore, our model is calibrated using TB yearly case incidence data per 100 000 population from Indonesia, India, Lesotho and Angola. We employed the bootstrap resampling residual approach to assess the uncertainty inherent in our parameter estimates which provides a comprehensive distribution of the parameter values. Despite a declining trend in new incidence, these four countries exhibit a reproduction number greater than 1, indicating persistent TB cases in the presence of ongoing TB control programmes. We employ the partial rank correlation coefficient in conjunction with the Latin hypercube sampling method to conduct a global sensitivity analysis of the Rc parameter for each fitted parameter in every country. We find that the medical mask use is more sensitive to reduce Rc compared with the case detection implementation. To further gain insight into the necessary control strategy, we formulated an optimal control and studied the cost-effectiveness analysis of our model to investigate the impact of case detection and medical mask use as control measures in TB spread. Cost-effectiveness analysis demonstrates that combining these interventions emerges as the most cost-effective strategy for TB control. Our findings highlight the critical importance of medical masks and their efficacy coupled with case detection in shaping TB control dynamics, elucidating the primary parameter of concern for managing the control reproduction number. We envisage our findings to have implications and be vital for TB control if implemented by policymakers and healthcare practitioners involved in TB control efforts.
AB - Tuberculosis (TB) remains a significant global health concern, necessitating effective control strategies. This article presents a mathematical model to evaluate the comparative effectiveness of medical mask usage and case detection in TB control. The model is constructed as a system of ordinary differential equations and incorporates crucial aspects of TB dynamics, including slow-fast progression, medical mask use, case detection, treatment interventions and differentiation between symptomatic and asymptomatic cases. A key objective of TB control is to ensure that the reproduction number, Rc, remains below unity to achieve TB elimination or persistence if Rc exceeds 1. Our mathematical analysis reveals the presence of a transcritical bifurcation when the Rc=1 signifies a critical juncture in TB control strategies. These results confirm that the effectiveness of case detection in diminishing the endemic population of symptomatic individuals within a TB-endemic equilibrium depends on exceeding a critical threshold value. Furthermore, our model is calibrated using TB yearly case incidence data per 100 000 population from Indonesia, India, Lesotho and Angola. We employed the bootstrap resampling residual approach to assess the uncertainty inherent in our parameter estimates which provides a comprehensive distribution of the parameter values. Despite a declining trend in new incidence, these four countries exhibit a reproduction number greater than 1, indicating persistent TB cases in the presence of ongoing TB control programmes. We employ the partial rank correlation coefficient in conjunction with the Latin hypercube sampling method to conduct a global sensitivity analysis of the Rc parameter for each fitted parameter in every country. We find that the medical mask use is more sensitive to reduce Rc compared with the case detection implementation. To further gain insight into the necessary control strategy, we formulated an optimal control and studied the cost-effectiveness analysis of our model to investigate the impact of case detection and medical mask use as control measures in TB spread. Cost-effectiveness analysis demonstrates that combining these interventions emerges as the most cost-effective strategy for TB control. Our findings highlight the critical importance of medical masks and their efficacy coupled with case detection in shaping TB control dynamics, elucidating the primary parameter of concern for managing the control reproduction number. We envisage our findings to have implications and be vital for TB control if implemented by policymakers and healthcare practitioners involved in TB control efforts.
KW - case detection
KW - medical mask
KW - reproduction number
KW - sensitivity analysis
KW - transcritical bifurcation
KW - tuberculosis
UR - https://www.scopus.com/pages/publications/85200779846
UR - https://royalsocietypublishing.org/doi/10.1098/rsos.231715
U2 - 10.1098/rsos.231715
DO - 10.1098/rsos.231715
M3 - Article
C2 - 39100187
SN - 2054-5703
VL - 11
JO - Royal Society Open Science
JF - Royal Society Open Science
IS - 6
M1 - 231715
ER -