bioRxivGenomicsPreprint
Empowering Virus Sequences Research through Conceptual Modeling
Anna BernasconiiD, Arif CanakogluiD, Pietro PinoliiD, Stefano CeriiD
Abstract
The pandemic outbreak of the coronavirus disease has attracted attention towards the genetic mechanisms of viruses. We hereby present the Viral Conceptual Model (VCM), centered on the virus sequence and described from four perspectives: biological (virus type and hosts/sample), analytical (annotations and variants), organizational (sequencing project) and technical (experimental technology). VCM is inspired by GCM, our previously developed Genomic Conceptual Model, but it introduces many novel concepts, as viral sequences significantly differ from human genomes. When applied to SARS-CoV2 virus, complex conceptual queries upon VCM are able to replicate the search results of recent articles, hence demonstrating huge potential in supporting virology research. In addition to VCM, we also illustrate the data dictionary for patients phenotype used by the COVID-19 Host Genetic Initiative. Our effort is part of a broad vision: availability of conceptual models for both human genomics and viruses will provide important opportunities for research, especially if interconnected by the same human being, playing the role of virus host as well as provider of genomic and phenotype information.
- organism: virus
- assay: whole-genome sequencing
- research focus: database / resource
- approach: statistical model
- Citations
- 6
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Analysis of SARS-CoV-2 RNA-Sequences by Interpretable Machine Learning Models
Marika Kaden, Katrin Sophie Bohnsack, … Thomas Villmann·bioRxiv·May 15, 2020
- A Genotype-to-Phenotype Modeling Framework to Predict Human Pathogenicity of Novel Coronaviruses
Phillip Davis, Joseph A. Russell·bioRxiv·Sep 18, 2021
- CoV-Seq: SARS-CoV-2 Genome Analysis and Visualization
Boxiang Liu, Kaibo Liu, … Liang Huang·Journal of Medical Internet ResearchPeer-reviewed·Sep 3, 2020
- Exploring the coronavirus epidemic using the new WashU Virus Genome Browser
Jennifer A. Flynn, Deepak Purushotham, … Ting Wang·Nature GeneticsPeer-reviewed·Sep 9, 2020
- ViruSurf: an integrated database to investigate viral sequences
Arif Canakoglu, Pietro Pinoli, … Stefano Ceri·Nucleic Acids ResearchPeer-reviewed·Sep 21, 2020
- Host-virus chimeric events in SARS-CoV2 infected cells are infrequent and artifactual
B. Yan, S. Chakravorty, … M. Kazemian·Journal of VirologyPeer-reviewed·Jul 12, 2021