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About:
Computer-aided medical microbiology monitoring tool: a strategy to adapt to the SARS-CoV-2 epidemic and that highlights RT-PCR consistency
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covidontheweb.inria.fr
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Academic Article
research paper
schema:ScholarlyArticle
isDefinedBy
Covid-on-the-Web dataset
title
Computer-aided medical microbiology monitoring tool: a strategy to adapt to the SARS-CoV-2 epidemic and that highlights RT-PCR consistency
Creator
Greub, Gilbert
Scherz, Valentin
Jaton, Katia
Opota, Onya
Mueller, Linda
source
MedRxiv
abstract
Since the beginning of the COVID-19 pandemic, important health and regulatory decisions relied on the SARS-CoV-2 reverse transcription polymerase chain reaction (RT-PCR) results. Our diagnostic laboratory faced a rapid increase in the number of SARS-CoV-2 RT-PCR, with up to 1,007 tests per day. To maintain a rapid turnaround time to support patient management and public health authorities' decisions, we moved from a case-by-case validation of RT-PCR to an automated validation and immediate transmission of the results to clinicians. To maintain high quality and to track possible aberrant results, we developed a quality-monitoring tool based on a homemade algorithm coded in R. We present the results of this quality-monitoring tool applied to 35,137 RT-PCR results corresponding to 30,198 patients. Patients tested several times led to 4,939 pairwise comparisons; 88% concordant and 12% discrepant. Among the 573 discrepancies, 428 were automatically solved by the algorithm. The most likely explanation for these 573 discrepancies was related for 44.9% of the situations to %22Clinical evolution%22, 27.9% to %22Preanalytical%22 problems, and 25.3% to %22Stochastic%22. Finally, 11 discrepant results could not be explained, including 8 received from external partners for which clinical data were not available. The implemented quality-monitoring strategy allowed to: i) assist the investigation of discrepant results ii) focus the attention of medical microbiologists onto results requiring a specific expertise and iii) maintain an acceptable TAT. This work highlighted the high RT-PCR consistency for the detection of SARS-CoV-2 and the importance of automated processes to handle a huge number of samples while preserving quality.
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2020-07-29
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bibo:doi
10.1101/2020.07.27.20162123
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medrxiv
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31baefd2a992342a9db115ca64ff6f165db9e8bd
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https://doi.org/10.1101/2020.07.27.20162123
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Computer-aided medical microbiology monitoring tool: a strategy to adapt to the SARS-CoV-2 epidemic and that highlights RT-PCR consistency
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covid:31baefd2a992342a9db115ca64ff6f165db9e8bd#body_text
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named entity 'COVID-19 pandemic'
named entity 'algorithm'
named entity 'medical microbiologists'
named entity 'algorithm'
named entity 'SARS-CoV-2'
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