2021
DOI: 10.3389/fmolb.2021.671263
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Current Strategies of Antiviral Drug Discovery for COVID-19

Abstract: SARS-CoV-2 belongs to the family of enveloped, single-strand RNA viruses known as Betacoronavirus in Coronaviridae, first reported late 2019 in China. It has since been circulating world-wide, causing the COVID-19 epidemic with high infectivity and fatality rates. As of the beginning of April 2021, pandemic SARS-CoV-2 has infected more than 130 million people and led to more than 2.84 million deaths. Given the severity of the epidemic, scientists from academia and industry are rushing to identify antiviral str… Show more

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Cited by 81 publications
(74 citation statements)
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“…The development of computational approaches that can assist in the rational and fast discovery of treatments is critical for emergent infectious diseases such as COVID-19. [1][2][3]6,48 Drug repositioning, the re-use of drugs already on the market, can help to speed up the development of such treatments by prioritizing known safein-human drugs for clinical trials involving COVID-19 patients. In this paper, we proposed two machine learning approaches that can assist in the prioritization of drugs, together with a human-inthe-loop website tool, CoREx, to assist current research efforts for finding drugs with therapeutic efficacy against SARS-CoV-2.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…The development of computational approaches that can assist in the rational and fast discovery of treatments is critical for emergent infectious diseases such as COVID-19. [1][2][3]6,48 Drug repositioning, the re-use of drugs already on the market, can help to speed up the development of such treatments by prioritizing known safein-human drugs for clinical trials involving COVID-19 patients. In this paper, we proposed two machine learning approaches that can assist in the prioritization of drugs, together with a human-inthe-loop website tool, CoREx, to assist current research efforts for finding drugs with therapeutic efficacy against SARS-CoV-2.…”
Section: Discussionmentioning
confidence: 99%
“…A growing corpus of literature identifies several categories of treatment that revolves around the use of drugs with a mode of action that targets the molecular structure of the virus (virally targeted agents), or its cellular processes in the host (host-targeted agents), or those based on combinatorial therapies. [4][5][6][7] In this paper, we present two different machine learning approaches, and a webtool, for drug repurposing for COVID-19. Our first machine learning approach focuses on virally targeted agents and aims at ranking broad-spectrum antiviral (BSA) drugs.…”
Section: Introductionmentioning
confidence: 99%
“…Potent neutralizing mAbs often neutralize the receptor in S1, disabling receptor interactions [ 4 ]. The spike proteins of SARS-CoV-2 (SARS2-S) and SARS-CoV (SARS-S) are 77.5% identical by primary amino acid sequence, are structurally very similar and commonly bind the human angiotensin-converting enzyme 2 (ACE2) protein through their S1B domain [ 5 , 6 ]. Receptor interaction is known to cause irreversible conformational modifications in coronavirus spike proteins enabling membrane fusion [ 7 ].…”
Section: Monoclonal Antibodies Against Sars-cov-2: Pharmacological Considerationsmentioning
confidence: 99%
“…Accordingly, the discovery of curative treatments is essential to fight COVID-19. Therefore, many strategies are being followed to discover more and better treatments for COVID-19, for example, the development of inhibitors of the key enzymes of SARS-CoV-2 like RNA-dependent RNA polymerase (favipiravir and remdesivir), papain-like protease (disulfiram), helicase (ivermectin), and 3-chymotrypsin-like protease (lopinavir and ritonavir) [ 11 ]. The therapeutic strategies to combat COVID-19 also revolve around the drug repurposing approach, i.e., identification of effective treatment from the pool of existing drugs [ 12 ].…”
Section: Introductionmentioning
confidence: 99%