Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens
Viral pathogens can rapidly evolve, adapt to novel hosts, and evade human immunity. The early detection of emerging viral pathogens through biosurveillance coupled with rapid and accurate diagnostics are required to mitigate global pandemics. However, RNA viruses can mutate rapidly, hampering biosur...
Main Authors: | , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2022-01-01
|
Series: | PLOS Global Public Health |
Online Access: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10021650/?tool=EBI |
_version_ | 1797702568836595712 |
---|---|
author | Zachary R. Stromberg James Theiler Brian T. Foley Adán Myers y Gutiérrez Attelia Hollander Samantha J. Courtney Jason Gans Alina Deshpande Ebany J. Martinez-Finley Jason Mitchell Harshini Mukundan Karina Yusim Jessica Z. Kubicek-Sutherland |
author_facet | Zachary R. Stromberg James Theiler Brian T. Foley Adán Myers y Gutiérrez Attelia Hollander Samantha J. Courtney Jason Gans Alina Deshpande Ebany J. Martinez-Finley Jason Mitchell Harshini Mukundan Karina Yusim Jessica Z. Kubicek-Sutherland |
author_sort | Zachary R. Stromberg |
collection | DOAJ |
description | Viral pathogens can rapidly evolve, adapt to novel hosts, and evade human immunity. The early detection of emerging viral pathogens through biosurveillance coupled with rapid and accurate diagnostics are required to mitigate global pandemics. However, RNA viruses can mutate rapidly, hampering biosurveillance and diagnostic efforts. Here, we present a novel computational approach called FEVER (Fast Evaluation of Viral Emerging Risks) to design assays that simultaneously accomplish: 1) broad-coverage biosurveillance of an entire group of viruses, 2) accurate diagnosis of an outbreak strain, and 3) mutation typing to detect variants of public health importance. We demonstrate the application of FEVER to generate assays to simultaneously 1) detect sarbecoviruses for biosurveillance; 2) diagnose infections specifically caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); and 3) perform rapid mutation typing of the D614G SARS-CoV-2 spike variant associated with increased pathogen transmissibility. These FEVER assays had a high in silico recall (predicted positive) up to 99.7% of 525,708 SARS-CoV-2 sequences analyzed and displayed sensitivities and specificities as high as 92.4% and 100% respectively when validated in 100 clinical samples. The D614G SARS-CoV-2 spike mutation PCR test was able to identify the single nucleotide identity at position 23,403 in the viral genome of 96.6% SARS-CoV-2 positive samples without the need for sequencing. This study demonstrates the utility of FEVER to design assays for biosurveillance, diagnostics, and mutation typing to rapidly detect, track, and mitigate future outbreaks and pandemics caused by emerging viruses. |
first_indexed | 2024-03-12T04:51:54Z |
format | Article |
id | doaj.art-832dd670fb9d48158a9b885432bf606a |
institution | Directory Open Access Journal |
issn | 2767-3375 |
language | English |
last_indexed | 2024-03-12T04:51:54Z |
publishDate | 2022-01-01 |
publisher | Public Library of Science (PLoS) |
record_format | Article |
series | PLOS Global Public Health |
spelling | doaj.art-832dd670fb9d48158a9b885432bf606a2023-09-03T09:20:32ZengPublic Library of Science (PLoS)PLOS Global Public Health2767-33752022-01-0122Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogensZachary R. StrombergJames TheilerBrian T. FoleyAdán Myers y GutiérrezAttelia HollanderSamantha J. CourtneyJason GansAlina DeshpandeEbany J. Martinez-FinleyJason MitchellHarshini MukundanKarina YusimJessica Z. Kubicek-SutherlandViral pathogens can rapidly evolve, adapt to novel hosts, and evade human immunity. The early detection of emerging viral pathogens through biosurveillance coupled with rapid and accurate diagnostics are required to mitigate global pandemics. However, RNA viruses can mutate rapidly, hampering biosurveillance and diagnostic efforts. Here, we present a novel computational approach called FEVER (Fast Evaluation of Viral Emerging Risks) to design assays that simultaneously accomplish: 1) broad-coverage biosurveillance of an entire group of viruses, 2) accurate diagnosis of an outbreak strain, and 3) mutation typing to detect variants of public health importance. We demonstrate the application of FEVER to generate assays to simultaneously 1) detect sarbecoviruses for biosurveillance; 2) diagnose infections specifically caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); and 3) perform rapid mutation typing of the D614G SARS-CoV-2 spike variant associated with increased pathogen transmissibility. These FEVER assays had a high in silico recall (predicted positive) up to 99.7% of 525,708 SARS-CoV-2 sequences analyzed and displayed sensitivities and specificities as high as 92.4% and 100% respectively when validated in 100 clinical samples. The D614G SARS-CoV-2 spike mutation PCR test was able to identify the single nucleotide identity at position 23,403 in the viral genome of 96.6% SARS-CoV-2 positive samples without the need for sequencing. This study demonstrates the utility of FEVER to design assays for biosurveillance, diagnostics, and mutation typing to rapidly detect, track, and mitigate future outbreaks and pandemics caused by emerging viruses.https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10021650/?tool=EBI |
spellingShingle | Zachary R. Stromberg James Theiler Brian T. Foley Adán Myers y Gutiérrez Attelia Hollander Samantha J. Courtney Jason Gans Alina Deshpande Ebany J. Martinez-Finley Jason Mitchell Harshini Mukundan Karina Yusim Jessica Z. Kubicek-Sutherland Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens PLOS Global Public Health |
title | Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens |
title_full | Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens |
title_fullStr | Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens |
title_full_unstemmed | Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens |
title_short | Fast Evaluation of Viral Emerging Risks (FEVER): A computational tool for biosurveillance, diagnostics, and mutation typing of emerging viral pathogens |
title_sort | fast evaluation of viral emerging risks fever a computational tool for biosurveillance diagnostics and mutation typing of emerging viral pathogens |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10021650/?tool=EBI |
work_keys_str_mv | AT zacharyrstromberg fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT jamestheiler fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT briantfoley fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT adanmyersygutierrez fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT atteliahollander fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT samanthajcourtney fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT jasongans fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT alinadeshpande fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT ebanyjmartinezfinley fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT jasonmitchell fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT harshinimukundan fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT karinayusim fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens AT jessicazkubiceksutherland fastevaluationofviralemergingrisksfeveracomputationaltoolforbiosurveillancediagnosticsandmutationtypingofemergingviralpathogens |