2021
DOI: 10.1109/tcbb.2021.3049617
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2019nCoVAS: Developing the Web Service for Epidemic Transmission Prediction, Genome Analysis, and Psychological Stress Assessment for 2019-nCoV

Abstract: Since the COVID-19 epidemic is still expanding around the world and poses a serious threat to human life and health, it is necessary for us to carry out epidemic transmission prediction, whole genome sequence analysis, and public psychological stress assessment for 2019-nCoV. However, transmission prediction models are insufficiently accurate and genome sequence characteristics are not clear, and it is difficult to dynamically assess the public psychological stress state under the 2019-nCoV epidemic. Therefore… Show more

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Cited by 22 publications
(17 citation statements)
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References 48 publications
(57 reference statements)
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“…To overcome these shortcomings, we will employ natural language processing technology 58 , 59 to improve manual update efficiency and use high-performance computing 60 , 61 , 62 to reduce the processing time for similarity computing. Finally, we will make MDCB as a highly integrated web-based MC-related data platform by integrating more advanced bioinformatics applications and algorithms 27 , 63 , 64 , 65 , 66 , 67 , 68 , 69 in the future.…”
Section: Discussionmentioning
confidence: 99%
“…To overcome these shortcomings, we will employ natural language processing technology 58 , 59 to improve manual update efficiency and use high-performance computing 60 , 61 , 62 to reduce the processing time for similarity computing. Finally, we will make MDCB as a highly integrated web-based MC-related data platform by integrating more advanced bioinformatics applications and algorithms 27 , 63 , 64 , 65 , 66 , 67 , 68 , 69 in the future.…”
Section: Discussionmentioning
confidence: 99%
“…Furthermore, the cosine similarity function is being employed to compute the pairwise distance between composition vectors of the sequences. The distance matrix acquired by this process can be used to construct a phylogenetic tree using algorithms like UPGMA and neighbour joining [15].…”
Section: Literature Surveymentioning
confidence: 99%
“…The established approach for streamline analysis is well recognized. First, bacterial genomic DNA is extracted and subjected to sequencing according to the guidelines of the commercial platform; then, the obtained results are analyzed using bioinformatics software ( Zhang et al, 2019a ; Zhang et al, 2019d ; Lei et al, 2020 ; Wu et al, 2020 ; You et al, 2020 ; Zhang et al, 2021a ; Gao et al, 2021 ; Lei Zhang et al, 2021 ) or suitable platform databases ( Xiao et al, 2020 ; Zhang et al, 2021b ; Xiao et al, 2021 ) for the assembly and annotation of genomes, determination of SNPs, identification of antimicrobial resistance genes ( Lv et al, 2021 ) and virulence-associated factors, building phylogenetic trees, etc. ( Seemann, 2014 ; Johansen et al, 2018 ; Yasuhiro et al, 2018 ; Ledwaba et al, 2021 ; Liu et al, 2021 ).…”
Section: Introductionmentioning
confidence: 99%