Title of article :
Comparison of Different Approaches in Estimating Initial Reproduction Number of SARS-CoV-2 in the Islamic Republic of Iran
Author/Authors :
Talkhi, Nasrin Department of Biostatistics - School of Health - Mashhad University of Medical Sciences, Mashhad, Iran , Esmaeilzadeh, Nayereh Department of Epidemiology - School of Health - Mashhad University of Medical Sciences, Mashhad, Iran , Shakeri, Mohammad Taghi Department of Biostatistics - School of Health - Mashhad University of Medical Sciences, Mashhad, Iran , Pasdar, Zahra Institute of Applied Health Sciences - School of Medicine - Medical Sciences and Nutrition - University of Aberdeen
Abstract :
Background: The basic reproduction number (R0) is an epidemic threshold parameter that indicates the magnitude of disease
transmission and thus allows suggestions for the planning of control measures.
Objectives: Our aim in this study was to compare different approaches for estimating R0 in the early stage of the SARS-CoV-2 out-
break and discern the best-fitting model.
Methods: The dataset was derived from cumulative laboratory-confirmed COVID-19 cases from 26th February to 30th May 2020 in
Iran. The methods of exponential growth (EG) rate, maximum likelihood (ML), time-dependent (TD) reproduction number, attack
rate (AR), and sequential Bayesian (SB) model were used. The gamma distribution (mean 4.41±3.17 days) was used for serial interval
(SI) distribution. The best-fitting method was selected according to the lowest root mean square error (RMSE).
Results: We obtained the following estimated R0 [95% confidence interval]: 1.55 [1.54; 1.55], 1.46 [1.45; 1.46], 1.31 [1.30; 1.32], and 1.40
[1.39; 1.41] using EG, ML, TD, and SB methods, respectively. Additionally, the EG and ML methods showed an overestimation of R0, and
the SB method showed to be under-fitting in the estimation of R0. The AR method estimated R0 equal to one. The TD method had
the lowest RMSE.
Conclusions: The simulated and actual R0 of TD showed that this method had a good fit for actual data and the lowest RMSE. There-
fore, the TD method is the most appropriate method with the best performance in estimating actual R0 values.
Keywords :
COVID-19 , Initial Reproduction Number , Exponential Growth Rate , Maximum Likelihood , Attack Rate , Sequential Bayesian Model , Time-dependent Reproduction Number
Journal title :
Journal of Archives in Military Medicine(JAMM)