Evidence map›Paper›PMID 35566079›Full record

ArticleMolecules (Basel, Switzerland)2022

Monte Carlo Method and GA-MLR-Based QSAR Modeling of NS5A Inhibitors against the Hepatitis C Virus.

Wissal Liman, Mehdi Oubahmane, Ismail Hdoufane, Imane Bjij, Didier Villemin, Rachid Daoud, Driss Cherqaoui, Achraf El Allali

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
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  4. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Wissal LimanAfrican Genome Center, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco.ORCID 0000-0003-0670-5709
Mehdi OubahmaneDepartment of Chemistry, Faculty of Sciences Semlalia, BP 2390, Marrakech 40000, Morocco.ORCID 0000-0003-2465-0537
Ismail HdoufaneDepartment of Chemistry, Faculty of Sciences Semlalia, BP 2390, Marrakech 40000, Morocco.ORCID 0000-0002-1435-5131
Imane BjijInstitut Supérieur des Professions Infirmières et Techniques de Santé (ISPITS), Dakhla 73000, Morocco.ORCID 0000-0002-4393-6867
Didier VilleminEcole Nationale Supérieure d'Ingénieurs (ENSICAEN) Laboratoire de Chimie Moléculaire et Thioorganique, UMR 6507 CNRS, INC3M, FR3038, Labex EMC3, Labex SynOrg ENSICAEN & Université de Caen, 14118 Caen, France.ORCID 0000-0002-6266-3817
Rachid DaoudAfrican Genome Center, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco.
Driss CherqaouiDepartment of Chemistry, Faculty of Sciences Semlalia, BP 2390, Marrakech 40000, Morocco.
Achraf El AllaliAfrican Genome Center, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco.ORCID 0000-0002-4561-2161

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hepatitis C virus (HCV) is a serious disease that threatens human health. Despite consistent efforts to inhibit the virus, it has infected more than 58 million people, with 300,000 deaths per year. The HCV nonstructural protein NS5A plays a critical role in the viral life cycle, as it is a major contributor to the viral replication and assembly processes. Therefore, its importance is evident in all currently approved HCV combination treatments. The present study identifies new potential compounds for possible medical use against HCV using the quantitative structure-activity relationship (QSAR). In this context, a set of 36 NS5A inhibitors was used to build QSAR models using genetic algorithm multiple linear regression (GA-MLR) and Monte Carlo optimization and were implemented in the software CORAL. The Monte Carlo method was used to build QSAR models using SMILES-based optimal descriptors. Four splits were performed and 24 QSAR models were developed and verified through internal and external validation. The model created for split 3 produced a higher value of the determination coefficients using the validation set (R

Indexed as

Hepatitis CQuantitative Structure-Activity RelationshipHepacivirusHumansLinear ModelsMonte Carlo Methodchemoinformaticsdrug discoveryHCVmolecular descriptorsNS5AQSAR

Identifiers

PMID35566079
PMCPMC9099611

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.