bioRxivMicrobiology
Network-based identification and pharmacological targeting of host cell master regulators induced by SARS-CoV-2 infection
P. Laise, M. L. Stanifer, G. Bosker, X. Sun, S. Triana, P. Doldan, F. La Manna, M. De Menna, R. B. Realubit, S. Pampou, C. Karan, T. Alexandrov, M. Kruithof-de Julio, A. Califano, S. Boulant, M. J. Alvarez
Abstract
Precise characterization and targeting of host cell transcriptional machinery hijacked by SARS-CoV-2 remains challenging. To identify therapeutically targetable mechanisms that are critical for SARS-CoV-2 infection, here we elucidated the Master Regulator (MR) proteins representing mechanistic determinants of the gene expression signature induced by SARS-CoV-2. The analysis revealed coordinated inactivation of MR-proteins linked to regulatory programs potentiating efficiency of viral replication (detrimental host MR-signature) and activation of MR-proteins governing innate immune response programs (beneficial MR-signature). To identify MR-inverting compounds capable of rescuing activity of inactivated host MR-proteins, with-out adversely affecting the beneficial MR-signature, we developed the ViroTreat algorithm. Overall, >80% of drugs predicted to be effective by this methodology induced significant reduction of SARS-CoV-2 infection, without affecting cell viability. ViroTreat is fully generalizable and can be extended to identify drugs targeting the host cell-based MR signatures induced by virtually any pathogen.
- organism: human
- assay: bulk RNA-seq
- research focus: drug response / drug discovery
- research focus: gene regulatory network inference
- approach: deep learning
- approach: statistical model
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