Integrative Network Biology Framework Elucidates Molecular Mechanisms of SARS-CoV-2 Pathogenesis
Nilesh KumariD, Bharat MishraiD, Adeel MehmoodiD, Mohammad AthariD, M. Shahid MukhtariD
Abstract
COVID-19 (Coronavirus disease 2019) is a respiratory illness caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). While the pathophysiology of this deadly virus is complex and largely unknown, we employ a network biology-fueled approach and integrated multiomics data pertaining to lung epithelial cells-specific coexpression network and human interactome to generate Calu-3-specific human-SARS-CoV-2 Interactome (CSI). Topological clustering and pathway enrichment analysis show that SARS-CoV-2 target central nodes of host-viral network that participate in core functional pathways. Network centrality analyses discover 28 high-value SARS-CoV-2 targets, which are possibly involved in viral entry, proliferation and survival to establish infection and facilitate disease progression. Our probabilistic modeling framework elucidates critical regulatory circuitry and molecular events pertinent to COVID-19, particularly the host modifying responses and cytokine storm. Overall, our network centric analyses reveal novel molecular components, uncover structural and functional modules, and provide molecular insights into SARS-CoV-2 pathogenicity.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 66
- FWCI
- 4.63
- Field percentile
- top 3%
- Organism
- Assay
- Research Focus
- Approach
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
- Looking for pathways related to COVID-19 phenotypes: Confirmation of pathogenic mechanisms by SARS-CoV-2 - Host interactome.
F. Messina, E. Giombini, … G. Ippolito·bioRxiv·Nov 3, 2020
- COVID-19: Viral-host interactome analyzed by network based-approach model to study pathogenesis of SARS-CoV-2 infection.
Francesco Messina, Emanuela Giombini, … Nicola Segata·Journal of Translational MedicinePeer-reviewed·Jun 10, 2020
- Reprogramming of the intestinal epithelial-immune cell interactome during SARS-CoV-2 infection
Martina Poletti, Agatha Treveil, … Tamas Douglas Korcsmaros·bioRxiv·Aug 9, 2021
- Virus-host interactome and proteomic survey of PMBCs from COVID-19 patients reveal potential virulence factors influencing SARS-CoV-2 pathogenesis
- Identification of COVID-19-relevant transcriptional regulatory networks and associated kinases as potential therapeutic targets
Su Chen, Simon Rousseau, Amin Emad·bioRxiv·Dec 23, 2020
- ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways
Agatha Treveil, Balázs Bohár, … Tamas Douglas Korcsmaros·PLoS Computational BiologyPeer-reviewed·Feb 3, 2021