A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis
BackgroundThe severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has been growing exponentially, affecting over 4 million people and causing enormous distress to economies and societies worldwide. A plethora of analyses based on viral sequences has already...
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doaj-a70bfce838f5473f9694279e2dad748f2021-05-02T19:28:48ZengJMIR PublicationsJMIR Public Health and Surveillance2369-29602020-06-0162e1917010.2196/19170A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data AnalysisMavian, CarlaMarini, SimoneProsperi, MattiaSalemi, Marco BackgroundThe severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has been growing exponentially, affecting over 4 million people and causing enormous distress to economies and societies worldwide. A plethora of analyses based on viral sequences has already been published both in scientific journals and through non–peer-reviewed channels to investigate the genetic heterogeneity and spatiotemporal dissemination of SARS-CoV-2. However, a systematic investigation of phylogenetic information and sampling bias in the available data is lacking. Although the number of available genome sequences of SARS-CoV-2 is growing daily and the sequences show increasing phylogenetic information, country-specific data still present severe limitations and should be interpreted with caution. ObjectiveThe objective of this study was to determine the quality of the currently available SARS-CoV-2 full genome data in terms of sampling bias as well as phylogenetic and temporal signals to inform and guide the scientific community. MethodsWe used maximum likelihood–based methods to assess the presence of sufficient information for robust phylogenetic and phylogeographic studies in several SARS-CoV-2 sequence alignments assembled from GISAID (Global Initiative on Sharing All Influenza Data) data released between March and April 2020. ResultsAlthough the number of high-quality full genomes is growing daily, and sequence data released in April 2020 contain sufficient phylogenetic information to allow reliable inference of phylogenetic relationships, country-specific SARS-CoV-2 data sets still present severe limitations. ConclusionsAt the present time, studies assessing within-country spread or transmission clusters should be considered preliminary or hypothesis-generating at best. Hence, current reports should be interpreted with caution, and concerted efforts should continue to increase the number and quality of sequences required for robust tracing of the epidemic.http://publichealth.jmir.org/2020/2/e19170/ |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mavian, Carla Marini, Simone Prosperi, Mattia Salemi, Marco |
spellingShingle |
Mavian, Carla Marini, Simone Prosperi, Mattia Salemi, Marco A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis JMIR Public Health and Surveillance |
author_facet |
Mavian, Carla Marini, Simone Prosperi, Mattia Salemi, Marco |
author_sort |
Mavian, Carla |
title |
A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis |
title_short |
A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis |
title_full |
A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis |
title_fullStr |
A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis |
title_full_unstemmed |
A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis |
title_sort |
snapshot of sars-cov-2 genome availability up to april 2020 and its implications: data analysis |
publisher |
JMIR Publications |
series |
JMIR Public Health and Surveillance |
issn |
2369-2960 |
publishDate |
2020-06-01 |
description |
BackgroundThe severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has been growing exponentially, affecting over 4 million people and causing enormous distress to economies and societies worldwide. A plethora of analyses based on viral sequences has already been published both in scientific journals and through non–peer-reviewed channels to investigate the genetic heterogeneity and spatiotemporal dissemination of SARS-CoV-2. However, a systematic investigation of phylogenetic information and sampling bias in the available data is lacking. Although the number of available genome sequences of SARS-CoV-2 is growing daily and the sequences show increasing phylogenetic information, country-specific data still present severe limitations and should be interpreted with caution.
ObjectiveThe objective of this study was to determine the quality of the currently available SARS-CoV-2 full genome data in terms of sampling bias as well as phylogenetic and temporal signals to inform and guide the scientific community.
MethodsWe used maximum likelihood–based methods to assess the presence of sufficient information for robust phylogenetic and phylogeographic studies in several SARS-CoV-2 sequence alignments assembled from GISAID (Global Initiative on Sharing All Influenza Data) data released between March and April 2020.
ResultsAlthough the number of high-quality full genomes is growing daily, and sequence data released in April 2020 contain sufficient phylogenetic information to allow reliable inference of phylogenetic relationships, country-specific SARS-CoV-2 data sets still present severe limitations.
ConclusionsAt the present time, studies assessing within-country spread or transmission clusters should be considered preliminary or hypothesis-generating at best. Hence, current reports should be interpreted with caution, and concerted efforts should continue to increase the number and quality of sequences required for robust tracing of the epidemic. |
url |
http://publichealth.jmir.org/2020/2/e19170/ |
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