Evidence map›Paper›PMID 41720958›Full record

ArticleScientific reports2026

Carvacrol from Moringa oleifera as a potential antidiabetic agent using integrated in-silico approach inhibiting TCF7L2.

Amna Saleem, Nouman Ali, Adeeba Ali, Erkabay Eshchanov, Shakhlokhon Kurbanova

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

5 authors.

Amna SaleemDepartment of Biotechnology, Faculty of Science and Technology, University of Central Punjab, Lahore, Punjab, Pakistan. amna.saleem4367@gmail.com.
Nouman AliDepartment of Biotechnology, Faculty of Science and Technology, University of Central Punjab, Lahore, Punjab, Pakistan. Nouman.ali.anwar336@gmail.com.
Adeeba AliDepartment of Biotechnology, Faculty of Science and Technology, University of Central Punjab, Lahore, Punjab, Pakistan.
Erkabay EshchanovDepartment of Chemistry, Urgench State University, Urgench, Uzbekistan.
Shakhlokhon KurbanovaDepartment of Psychology and Medicine, Mamun University, Khiva, Uzbekistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diabetes mellitus is a major health concern worldwide; lifestyle and rising urbanization are the key contributing factors. The genetic factors implicated in type 2 diabetes include the transcription factor 7-like 2 (TCF7L2) gene on chromosome 10q25.3, which has been greatly linked with diabetes, but the mechanisms and therapeutic effect on this gene are yet to be clearly defined. The objective of the research was to discover and screen natural phytochemicals of Moringa oleifera, especially carvacrol, as promising TCF7L2 inhibitors through combined in-silico methods. We have used a computational pipeline that includes ADMET profiling, molecular docking, molecular, dynamics (MD) simulations, and density functional theory (DFT) analysis. The ADMET analysis demonstrated that carvacrol has desirable pharmacokinetics, such as high gastrointestinal absorption, drug-likeness, and low-predicted oral toxicity. Molecular docking studies showed that carvacrol has a high binding affinity with the TCF7L2 protein with a binding energy of -5.5 kcal/mol. The conformational stability of the carvacrol-TCF7L2 complex was further validated through an extended 200 ns MD simulation, where the protein backbone RMSD stabilized after ~ 40 ns within ~ 0.25–0.35 nm (2.5–3.5 A), while the ligand RMSD remained consistently low at ~ 0.01–0.02 nm (0.1–0.2 A), supported by a persistent hydrogen-bond network throughout the trajectory. The chemical stability and reactivity of the compound were confirmed by DFT calculations. These findings indicate that carvacrol has potential as a lead compound against TCF7L2 in the treatment of type 2 diabetes. These results are in support of the therapeutic relevance of carvacrol, though experiments are necessary to prove its efficacy and safety in biological systems.

Indexed as

CymenesHypoglycemic AgentsMoringa oleiferaTranscription Factor 7-Like 2 ProteinComputer SimulationDiabetes Mellitus, Type 2HumansMolecular Docking SimulationMolecular Dynamics SimulationMonoterpenesProtein BindingcarvacrolCymenesHypoglycemic AgentsMonoterpenesTCF7L2 protein, humanTranscription Factor 7-Like 2 ProteinCarvacrolDiabetes mellitusMolecular dynamics simulationsMoringa oleiferaTCF7L2

Identifiers

PMID41720958
PMCPMC13022503

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.