tetano
Editor, Senior Moderator
Wellcome Open Res
. 2022 Feb 18;6:255.
doi: 10.12688/wellcomeopenres.17247.2. eCollection 2021.
Date of introduction and epidemiologic patterns of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in Mogadishu, Somalia: estimates from transmission modelling of satellite-based excess mortality data in 2020
Mihaly Koltai[SUP] 1 [/SUP], Abdihamid Warsame[SUP] 1 [/SUP], Farah Bashiir[SUP] 2 [/SUP], Terri Freemantle[SUP] 3 [/SUP], Chris Reeve[SUP] 3 [/SUP], Chris Williams[SUP] 3 [/SUP], Mark Jit[SUP] 1 [/SUP], Stefan Flasche[SUP] 1 [/SUP], Nicholas G Davies[SUP] 1 [/SUP], CMMID COVID-19 working group; Ahmed Aweis[SUP] 3 [/SUP], Mohamed Ahmed[SUP] 3 [/SUP], Abdirisak Dalmar[SUP] 2 [/SUP], Francesco Checchi[SUP] 1 [/SUP]
Affiliations
Abstract
Background: In countries with weak surveillance systems, confirmed coronavirus disease 2019 (COVID-19) deaths are likely to underestimate the pandemic's death toll. Many countries also have incomplete vital registration systems, hampering excess mortality estimation. Here, we fitted a dynamic transmission model to satellite imagery data of cemeteries in Mogadishu, Somalia during 2020 to estimate the date of introduction and other epidemiologic parameters of the early spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in this low-income, crisis-affected setting. Methods: We performed Markov chain Monte Carlo (MCMC) fitting with an age-structured compartmental COVID-19 model to provide median estimates and credible intervals for the date of introduction, the basic reproduction number ( R [SUB]0[/SUB] ) and the effect of non-pharmaceutical interventions (NPIs) up to August 2020. Results: Under the assumption that excess deaths in Mogadishu March-August 2020 were attributable to SARS-CoV-2 infections, we arrived at median estimates of November-December 2019 for the date of introduction and low R [SUB]0[/SUB] estimates (1.4-1.7) reflecting the slow and early rise and long plateau of excess deaths. The date of introduction, the amount of external seeding, the infection fatality rate (IFR) and the effectiveness of NPIs are correlated parameters and not separately identifiable in a narrow range from deaths data. Nevertheless, to obtain introduction dates no earlier than November 2019 a higher population-wide IFR (≥0.7%) had to be assumed than obtained by applying age-specific IFRs from high-income countries to Somalia's age structure. Conclusions: Model fitting of excess mortality data across a range of plausible values of the IFR and the amount of external seeding suggests an early SARS-CoV-2 introduction event may have occurred in Somalia in November-December 2019. Transmissibility in the first epidemic wave was estimated to be lower than in European settings. Alternatively, there was another, unidentified source of sustained excess mortality in Mogadishu from March to August 2020.
Keywords: COVID-19; COVID-19 in low-income countries; SARS-CoV-2; Somalia; excess mortality; transmission model; underascertainment.
. 2022 Feb 18;6:255.
doi: 10.12688/wellcomeopenres.17247.2. eCollection 2021.
Date of introduction and epidemiologic patterns of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in Mogadishu, Somalia: estimates from transmission modelling of satellite-based excess mortality data in 2020
Mihaly Koltai[SUP] 1 [/SUP], Abdihamid Warsame[SUP] 1 [/SUP], Farah Bashiir[SUP] 2 [/SUP], Terri Freemantle[SUP] 3 [/SUP], Chris Reeve[SUP] 3 [/SUP], Chris Williams[SUP] 3 [/SUP], Mark Jit[SUP] 1 [/SUP], Stefan Flasche[SUP] 1 [/SUP], Nicholas G Davies[SUP] 1 [/SUP], CMMID COVID-19 working group; Ahmed Aweis[SUP] 3 [/SUP], Mohamed Ahmed[SUP] 3 [/SUP], Abdirisak Dalmar[SUP] 2 [/SUP], Francesco Checchi[SUP] 1 [/SUP]
Affiliations
- PMID: 35299709
- PMCID: PMC8902262
- DOI: 10.12688/wellcomeopenres.17247.2
Abstract
Background: In countries with weak surveillance systems, confirmed coronavirus disease 2019 (COVID-19) deaths are likely to underestimate the pandemic's death toll. Many countries also have incomplete vital registration systems, hampering excess mortality estimation. Here, we fitted a dynamic transmission model to satellite imagery data of cemeteries in Mogadishu, Somalia during 2020 to estimate the date of introduction and other epidemiologic parameters of the early spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in this low-income, crisis-affected setting. Methods: We performed Markov chain Monte Carlo (MCMC) fitting with an age-structured compartmental COVID-19 model to provide median estimates and credible intervals for the date of introduction, the basic reproduction number ( R [SUB]0[/SUB] ) and the effect of non-pharmaceutical interventions (NPIs) up to August 2020. Results: Under the assumption that excess deaths in Mogadishu March-August 2020 were attributable to SARS-CoV-2 infections, we arrived at median estimates of November-December 2019 for the date of introduction and low R [SUB]0[/SUB] estimates (1.4-1.7) reflecting the slow and early rise and long plateau of excess deaths. The date of introduction, the amount of external seeding, the infection fatality rate (IFR) and the effectiveness of NPIs are correlated parameters and not separately identifiable in a narrow range from deaths data. Nevertheless, to obtain introduction dates no earlier than November 2019 a higher population-wide IFR (≥0.7%) had to be assumed than obtained by applying age-specific IFRs from high-income countries to Somalia's age structure. Conclusions: Model fitting of excess mortality data across a range of plausible values of the IFR and the amount of external seeding suggests an early SARS-CoV-2 introduction event may have occurred in Somalia in November-December 2019. Transmissibility in the first epidemic wave was estimated to be lower than in European settings. Alternatively, there was another, unidentified source of sustained excess mortality in Mogadishu from March to August 2020.
Keywords: COVID-19; COVID-19 in low-income countries; SARS-CoV-2; Somalia; excess mortality; transmission model; underascertainment.