ABSTRACT
Understanding the impact of non-pharmaceutical interventions as well as acscounting for the unascertained cases remain critical challenges for epidemiological models for understanding the transmission dynamics of COVID-19 spread. In this paper, we propose a new epidemiological model (eSEIRD) that extends the widely used epidemiological models such as extended Susceptible-Infected-Removed model (eSIR) and SAPHIRE (initially developed and used for analyzing data from Wuhan). We fit these models to the daily ascertained infected (and removed) cases from March 15, 2020 to Dec 31, 2020 in South Africa that reported the largest number of confirmed COVID-19 cases and deaths from the WHO African region. Using the eSEIRD model, the COVID-19 transmission dynamics in South Africa was characterized by the estimated basic reproduction number (R0) starting at 3.22 (95%CrI: [3.19, 3.23]) then dropping below 2 following a mandatory lockdown implementation and subsequently increasing to 3.27 (95%CrI: [3.27, 3.27]) by the end of 2020. The initial decrease of effective reproduction number followed by an increase suggest the effectiveness of early interventions and the combined effect of relaxing strict interventions and emergence of a new coronavirus variant in South Africa. The low estimated ascertainment rate was found to vary from 1.65% to 9.17% across models and time periods. The overall infection fatality ratio (IFR) was estimated as 0.06% (95%CrI: [0.04%, 0.22%]) accounting for unascertained cases and deaths while the reported case fatality ratio was 2.88% (95% CrI: [2.45%, 6.01%]). The models predict that from December 31, 2020, to April 1, 2021, the predicted cumulative number of infected would reach roughly 70% of total population in South Africa. Besides providing insights on the COVID-19 dynamics in South Africa, we develop powerful forecasting tools that enable estimation of ascertainment rates and IFR while quantifying the effect of intervention measures on COVID-19 spread. AMS ClassificationPlace Classification here. Leave as is, if there is no classification
ABSTRACT
OBJECTIVE@#To study the in vivo efficacy of these two ACTs in the treatment of Plasmodium falciparum (P. falciparum malaria) in Kolkata and to determine the prevalence of mutant S769N codon of the PfATPase6 gene among field isolates of P. falciparum collected from the study area.@*METHODS@#A total of 207P. falciparum positive cases were enrolled randomly in two study arms and followed up for 42 days as per WHO (2009) protocol. A portion of PfATPase6 gene spanning codon S769N was amplified and sequenced by direct sequencing method.@*RESULTS@#It was observed that the efficacy of both the ACT regimens were highly effective in the study area and no mutant S769N was detected from any isolate.@*CONCLUSIONS@#The used, combination AS+SP is effective and the other combination AM+LF might be an alternative, if needed.
