Evidence map›Paper›PMID 42043592›Full record

ArticleJournal of molecular modeling2026

In silico evaluation of selected triterpenes as potential inhibitors of BRAF and BRAFV600E kinases for cancer treatment.

Giovanny Aguilera-Durán, Alex Rivera-Vargas, Beatriz Hernández-Estrada, J M Alvarez-Baltazar, Brenda V Loera-García, Ma Del Refugio Cuevas-Flores, Antonio Romo-Mancillas

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

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0cells of the map it votes in
0citing papers in PubMed
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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

7 authors.

Giovanny Aguilera-DuránLaboratorio de Química Cuántica y Modelado Molecular, Unidad Académica de Ciencias Químicas, Universidad Autónoma de Zacatecas. Carretera Zacatecas-Guadalajara, Km 6 Ejido La Escondida S/N. Zacatecas, Zacatecas, 98160, México. giovanny.aguilerad@uaz.edu.mx.
Alex Rivera-VargasPosgrado en Ciencias Químico Biológicas, Facultad de Química, Universidad Autónoma de Querétaro, Cerro de las Campanas S/N, Querétaro, 76010, México.
Beatriz Hernández-EstradaPosgrado en Ciencias Químico Biológicas, Facultad de Química, Universidad Autónoma de Querétaro, Cerro de las Campanas S/N, Querétaro, 76010, México.
J M Alvarez-BaltazarPosgrado en Ciencias Químico Biológicas, Facultad de Química, Universidad Autónoma de Querétaro, Cerro de las Campanas S/N, Querétaro, 76010, México.
Brenda V Loera-GarcíaFacultad de Ciencias Químicas, Universidad Autónoma de San Luis Potosí. Av, Zona Universitaria Manuel Nava 6, San Luis Potosí, 78210, México.
Ma Del Refugio Cuevas-FloresLaboratorio de Química Cuántica y Modelado Molecular, Unidad Académica de Ciencias Químicas, Universidad Autónoma de Zacatecas. Carretera Zacatecas-Guadalajara, Km 6 Ejido La Escondida S/N. Zacatecas, Zacatecas, 98160, México. qkis.cuevas@uaz.edu.mx.
Antonio Romo-MancillasPosgrado en Ciencias Químico Biológicas, Facultad de Química, Universidad Autónoma de Querétaro, Cerro de las Campanas S/N, Querétaro, 76010, México. ruben.romo@uaq.mx.

Funding

Autonomous University of Queretaro FONFIVE-UAQ 2025 FQU202561Secretariat of Science, Humanities, Technology, and Innovation (SECIHTI) 637276Secretariat of Science, Humanities, Technology, and Innovation (SECIHTI) 712505Secretariat of Science, Humanities, Technology, and Innovation (SECIHTI) A1-S-17090 (SEP-CONACYT-CB2017-2018)
6 · The paper itself

Abstract

contextBRAF kinases are involved in cancer cell survival and metastasis. Mutations in BRAF are frequent in several types of cancer, occurring in more than 50% of melanomas, 50-70% of thyroid cancers, 15% of colorectal cancers, and 5-8% of non-small-cell lung cancers. The most prevalent mutation is V600E. Vemurafenib and dabrafenib are two selective BRAF inhibitors approved by the FDA for clinical use. However, due to the increasing resistance to current kinase inhibitors, there is an urgent need to identify new molecular scaffolds with potential BRAF inhibitory activity. In this work, molecular docking, molecular dynamics, and metadynamics simulations were performed on twelve triterpenes to identify the best ligands with potential binding to BRAFWT and BRAFV600E. The interaction profiles of the selected triterpenes revealed key contacts with residues ILE463, THR529, GLN530, TRP531, CYS532, and PHE583, which contribute to stabilizing the conformation of both inhibitors and triterpenes within the catalytic binding site of the proteins. The ΔG of betulinic acid (-57.46 kcal/mol) in complex with BRAFWT is comparable to the BRAF inhibitors vemurafenib-OMe and dabrafenib reported in previous work, the ΔG of β-amyrin (-51.83 kcal/mol) showed a ΔG comparable to the inhibitors with BRAFV600E; moreover, the ΔG of lupeol (-62.43 kcal/mol) and moronic acid (-61.05 kcal/mol) are more favorable with BRAFV600E than vemurafenib-OMe and dabrafenib. These computational calculations allow us to consider these triterpenes as potential candidates for drug design cycles and to optimize the binding profile for the development of new selective inhibitors for BRAFV600E to cancer treatments.

methodsMolecular docking calculations using AutoGrid 4.2.6, AutoDockGPU 1.5.3, and AutoDockTools 1.5.6 were performed. Molecular dynamics and metadynamics simulations were performed in the Desmond module of the academic version of the Schrödinger-Maestro 2021-4 program, utilizing the OPLS-2005 force field. Finally, all the protein figures presented in this article were made in the PyMOL program and the RMSD graphics were made in the statistical package R and RStudio 2025.05.1.

Indexed as

Antineoplastic AgentsNeoplasmsProtein Kinase InhibitorsProto-Oncogene Proteins B-rafTriterpenesComputer SimulationHumansMolecular Docking SimulationMolecular Dynamics SimulationMutationAntineoplastic AgentsBRAF protein, humanProtein Kinase InhibitorsProto-Oncogene Proteins B-rafTriterpenesBRAFV600EBRAFWTCancerMetadynamicsTriterpenes

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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.