iScienceSystems BiologyPeer-reviewed journal article
Synthetic lethality-based prediction of anti-SARS-CoV-2 targets
Lipika R. PaliD, Kuoyuan ChengiD, Nishanth Ulhas NairiD, Laura Martin‐SanchoiD, Sanju SinhaiD, Yuan PuiD, Laura RivaiD, Xin YiniD, Fiorella SchischlikiD, Joo Sang LeeiD, Sumit K. ChandaiD, Eytan RuppiniD
Abstract
Novel strategies are needed to identify drug targets and treatments for the COVID-19 pandemic. The altered gene expression of virus-infected host cells provides an opportunity to specifically inhibit viral propagation via targeting the synthetic lethal (SL) partners of such altered host genes. Pursuing this antiviral strategy, here we comprehensively analyzed multiple in vitro and in vivo bulk and single-cell RNA-sequencing datasets of SARS-CoV-2 infection to predict clinically relevant candidate antiviral targets that are SL with altered host genes. The predicted SL-based targets are highly enriched for infected cell inhibiting genes reported in four SARS-CoV-2 CRISPR-Cas9 genome-wide genetic screens. Integrating our predictions with the results of these screens, we further selected a focused subset of 26 genes that we experimentally tested in a targeted siRNA screen using human Caco-2 cells. Notably, as predicted, knocking down these targets reduced viral replication and cell viability only under the infected condition without harming non-infected cells. Our results are made publicly available, to facilitate their in vivo testing and further validation.
- organism: human
- assay: bulk RNA-seq
- assay: scRNA-seq
- research focus: differential expression
- research focus: drug response / drug discovery
- approach: statistical model
- approach: experimental assay
- Citations
- 8
- FWCI
- 0.98
- Field percentile
- top 25%
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