Evidence map›Paper›PMID 34132933›Full record

ArticleMolecular diversity2021

Machine learning models to select potential inhibitors of acetylcholinesterase activity from SistematX: a natural products database.

Chonny Herrera-Acevedo, Camilo Perdomo-Madrigal, Kenyi Herrera-Acevedo, Ericsson Coy-Barrera, Luciana Scotti, Marcus Tullius Scotti

Abstract read
PubMed Publisher
In one paragraph

Article in Molecular diversity, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
2.4field-weighted citation impact, top 12% of its field
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

10 citing papers in PubMed, 21 citations in OpenAlex.

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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

6 authors at 4 institutions in 2 countries.

Chonny Herrera-AcevedoPost-Graduate Program in Natural and Synthetic Bioactive Products, Federal University of Paraíba, João Pessoa, PB, 58051-900, Brazil.ORCID http://orcid.org/0000-0002-6220-9091
Camilo Perdomo-MadrigalSchool of Science, Universidad de Ciencias Aplicadas y Ambientales, Calle 222 # 55-37, Bogotá D.C., Colombia.ORCID http://orcid.org/0000-0001-7162-4054
Kenyi Herrera-AcevedoDepartamento de Química, Facultad de Ciencias, Universidad Nacional de Colombia, Carrera 45 # 26- 85, Bogotá D.C., Colombia.ORCID http://orcid.org/0000-0002-5949-2439
Ericsson Coy-BarreraBioorganic Chemistry Laboratory, Facultad de Ciencias Básicas y Aplicadas, Universidad Militar Nueva Granada, 250247, Cajicá, Colombia.ORCID http://orcid.org/0000-0002-3553-9749
Luciana ScottiPost-Graduate Program in Natural and Synthetic Bioactive Products, Federal University of Paraíba, João Pessoa, PB, 58051-900, Brazil.ORCID http://orcid.org/0000-0003-1866-4107
Marcus Tullius ScottiPost-Graduate Program in Natural and Synthetic Bioactive Products, Federal University of Paraíba, João Pessoa, PB, 58051-900, Brazil. mtscotti@gmail.com.ORCID http://orcid.org/0000-0003-4863-8057
Universidade Federal da Paraíba · BRMilitary University Nueva Granada · COUniversidad Nacional de Colombia · COUniversity of Applied and Environmental Sciences · CO

Funding

Conselho Nacional de Desenvolvimento Científico e Tecnológico 309648/2019-0 and 309648/2019-0
6 · The paper itself

Abstract

Alzheimer's disease is the most common form of dementia, representing 60-70% of dementia cases. The enzyme acetylcholinesterase (AChE) cleaves the ester bonds in acetylcholine and plays an important role in the termination of acetylcholine activity at cholinergic synapses in various regions of the nervous system. The inhibition of acetylcholinesterase is frequently used to treat Alzheimer's disease. In this study, a merged BindingDB and ChEMBL dataset containing molecules with reported half-maximal inhibitory concentration (IC

Indexed as

Databases, PharmaceuticalMachine LearningModels, MolecularAcetylcholinesteraseAlgorithmsArea Under CurveBiological ProductsCheminformaticsCholinesterase InhibitorsDrug DiscoveryHumansMolecular Docking SimulationMolecular Dynamics SimulationROC CurveStructure-Activity RelationshipWorkflowAcetylcholinesteraseBiological ProductsCholinesterase InhibitorsAcetylcholinesteraseLigand-based virtual screeningMachine learningNatural productsSistematX database

Identifiers

PMID34132933
OpenAlexW3170860869

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.