Evidence map›Paper›PMID 41870635›Full record

ArticleJournal of computer-aided molecular design2026

Virtual screening of compounds for the development of thyroid hormone analogues for potential application in cardiac regeneration.

José de Anchieta de Oliveira Filho, Elton José Ferreira Chaves, Pedro Geraldo Pascutti, Enéas Ricardo de Morais Gomes

Abstract read
In one paragraph

Article in Journal of computer-aided molecular design, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

José de Anchieta de Oliveira FilhoDepartment of Biotechnology, Federal University of Paraiba, João Pessoa, Brazil. anchieta13.ao@gmail.com.
Elton José Ferreira ChavesDepartment of Biotechnology, Federal University of Paraiba, João Pessoa, Brazil.
Pedro Geraldo PascuttiInstitute of Biophysics Carlos Chagas Filho, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Enéas Ricardo de Morais GomesDepartment of Biotechnology, Federal University of Paraiba, João Pessoa, Brazil. eneasricardo@cbiotec.ufpb.br.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cardiovascular diseases remain the leading global cause of mortality, largely due to the limited regenerative capacity of adult cardiac tissue. Thyroid hormones, particularly tri-iodothyronine (T3), have been shown to stimulate cardiomyocyte proliferation through activation of the thyroid hormone receptor alpha (TRα), making this receptor a promising therapeutic target. Here we report a hierarchical and consensus, multi-level virtual screening pipeline integrating Molecular Mechanics (MM), Quantum Mechanics (QM), hybrid QM/MM calculations, and reactivity analysis based on the Fukui function to identify novel TRα agonists. Starting from 412 million compounds in the ZINC15 database, physicochemical filtering, validated pharmacophore matching, and docking guided by ROC curve optimization yielded 568 candidates, from which eight compounds were selected through chemically guided visual inspection. Binding affinity was evaluated with MD/MM-PBSA, PM7, and QM/MM (B3LYP/6-31G*/CHARMM36), and complemented by Fukui reactivity mapping to rationalize protein-ligand recognition. Two ligands, including the approved drug Cetraxate, consistently showed favorable interaction energies and reactivity patterns comparable to T3, suggesting agonistic potential. This work provides a rigorous, multi-scale computational framework and identifies two mechanistically supported TRα agonist candidates for future experimental validation in cardiac regeneration.

Indexed as

HeartRegenerationThyroid Hormone Receptors alphaThyroid HormonesTriiodothyronineDrug Evaluation, PreclinicalHumansLigandsMolecular Docking SimulationMolecular Dynamics SimulationMyocytes, CardiacPharmacophoreQuantum TheoryLigandsThyroid Hormone Receptors alphaThyroid HormonesTriiodothyronineCardiac InjuryCardiac regeneration and proliferationInfarctionMolecular docking

Identifiers

PMID41870635
PMCPMC13009001

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.