2020
DOI: 10.1101/2020.12.29.424715
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Design of Specific Primer Set for Detection of B.1.1.7 SARS-CoV-2 Variant using Deep Learning

Abstract: The SARS-CoV-2 variant B.1.1.7 lineage, also known as clade GR from Global Initiative on Sharing All Influenza Data (GISAID), Nextstrain clade 20B, or Variant Under Investigation in December 2020 (VUI – 202012/01), appears to have an increased transmissability in comparison to other variants. Thus, to contain and study this variant of the SARS-CoV-2 virus, it is necessary to develop a specific molecular test to uniquely identify it. Using a completely automated pipeline involving deep learning techniques, we d… Show more

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Cited by 23 publications
(18 citation statements)
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“…Furthermore, the P681H mutation of the S protein might influence the cleavage of the S protein due to its proximity to the S1/S2 furin cleavage site [ 18 ]. Identification of new mutations is crucial for designing diagnostic reagents [ 19 ], slowing transmission, and reconfiguring vaccines against new variants. In addition, particular mutations, besides those specific to B.1.1.7, may in the future aid in tracing virus movements across Romania and worldwide.…”
Section: Resultsmentioning
confidence: 99%
“…Furthermore, the P681H mutation of the S protein might influence the cleavage of the S protein due to its proximity to the S1/S2 furin cleavage site [ 18 ]. Identification of new mutations is crucial for designing diagnostic reagents [ 19 ], slowing transmission, and reconfiguring vaccines against new variants. In addition, particular mutations, besides those specific to B.1.1.7, may in the future aid in tracing virus movements across Romania and worldwide.…”
Section: Resultsmentioning
confidence: 99%
“…Besides the SGTF tests, two recent preprint papers from the same group describe a deep learning approach that was used to design two primer/probe sets targeting a synonymous mutation C16176T in the ORF1a gene or a nonsynonymous mutation in the spike gene (S982A) that were found to be specific to the B.1.1.7 variant 31,32 . However, the primer design raises questions because both mutations in the ORF1a and S genes appear in the middle of the respective forward primers, making it unlikely that either primer set would specifically amplify only the B.1.1.7 variant, since discrimination of SNPs generally requires the mutated base to be located near the 3'-terminal to inhibit extension by the polymerase.…”
Section: Discussionmentioning
confidence: 99%
“…Specifically, some novel mutations of SARS-CoV-2 have already been identified as B.1.1.7, B.1.351, P.1, N501Y, and HV69-70del (74,75). A one-step reverse transcription and real-time PCR (RT-qPCR) test is developed for screening Spike N501Y and HV69-70del mutations in 40 min.…”
Section: Real-time Reverse Transcriptase-polymerase Chain Reaction Analysismentioning
confidence: 99%