AI-driven molecular diversification and ligand-based optimization of macitentan derivatives targeting VEGFR1 and endothelin signaling pathways

Preeclampsia is a hypertensive disorder of pregnancy marked by angiogenic imbalance and endothelial dysfunction, driven largely by over expression of soluble fms-like tyrosine kinase-1 (sFlt-1) and up-regulation of endothelin-1 (ET-1). Targeting both VEGFR1 and ET-1 receptor could offer a dual-action therapeutic approach. In this study, macitentan, a dual ETA/ ETB antagonist, was used as a scaffold for AI-assisted derivative generation aimed at dual inhibition of these receptors. A comprehensive computational pipeline was applied including molecular docking, pharmacophore modeling, molecular dynamics (MD) simulation, DFT, MM/GBSA, and ADMET analysis. Derivative 24 showed high binding affinity toward VEGFR1 (-7.7 kcal/mol), while Derivative 15 exhibited superior interaction with ET-1 receptor (-9.2 kcal/mol), both outperforming macitentan. MD simulations over 500 ns confirmed complex stability with RMSD stabilization around 0.2-0.3 nm and consistent hydrogen bonds. MM/GBSA binding energies further supported strong receptor interactions (-17.15 kcal/mol for Derivative 24-VEGFR1; -28.72 kcal/mol for Derivative 15-ET-1 receptor). DFT results showed reduced HOMO-LUMO gaps (3.55 eV for Derivative 24; 3.30 eV for Derivative 15), while MEP analysis indicated favorable electrostatic potential for target interaction. Pharmacophore and ADMET profiling revealed improved drug-likeness, high GI absorption, and reduced predicted toxicity. This study presents Derivatives 15 and 24 as promising dual-target leads against preeclampsia-induced endothelial dysfunction. However, experimental validation remains necessary to confirm efficacy and safety before translational application.

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Journal
PLoS ONE
Published
2026-06-30
DOI
https://doi.org/10.1371/journal.pone.0352451
Primary Topic
Pregnancy and preeclampsia studies
Type
article
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article

AI-driven molecular diversification and ligand-based optimization of macitentan derivatives targeting VEGFR1 and endothelin signaling pathways

Nouman Safdar Ali, Sümeyra Koç Sahin
PLoS ONE
Pregnancy and preeclampsia studies
article

AI-driven molecular diversification and ligand-based optimization of macitentan derivatives targeting VEGFR1 and endothelin signaling pathways

Nouman Safdar Ali, Sümeyra Koç Sahin
article en

Abstract

Preeclampsia is a hypertensive disorder of pregnancy marked by angiogenic imbalance and endothelial dysfunction, driven largely by over expression of soluble fms-like tyrosine kinase-1 (sFlt-1) and up-regulation of endothelin-1 (ET-1). Targeting both VEGFR1 and ET-1 receptor could offer a dual-action therapeutic approach. In this study, macitentan, a dual ETA/ ETB antagonist, was used as a scaffold for AI-assisted derivative generation aimed at dual inhibition of these receptors. A comprehensive computational pipeline was applied including molecular docking, pharmacophore modeling, molecular dynamics (MD) simulation, DFT, MM/GBSA, and ADMET analysis. Derivative 24 showed high binding affinity toward VEGFR1 (-7.7 kcal/mol), while Derivative 15 exhibited superior interaction with ET-1 receptor (-9.2 kcal/mol), both outperforming macitentan. MD simulations over 500 ns confirmed complex stability with RMSD stabilization around 0.2-0.3 nm and consistent hydrogen bonds. MM/GBSA binding energies further supported strong receptor interactions (-17.15 kcal/mol for Derivative 24-VEGFR1; -28.72 kcal/mol for Derivative 15-ET-1 receptor). DFT results showed reduced HOMO-LUMO gaps (3.55 eV for Derivative 24; 3.30 eV for Derivative 15), while MEP analysis indicated favorable electrostatic potential for target interaction. Pharmacophore and ADMET profiling revealed improved drug-likeness, high GI absorption, and reduced predicted toxicity. This study presents Derivatives 15 and 24 as promising dual-target leads against preeclampsia-induced endothelial dysfunction. However, experimental validation remains necessary to confirm efficacy and safety before translational application.

PLoS ONEVol. 21(6)
Rashid Latif Medical College (PK), Seirei Sakura Citizen Hospital (JP)
Good health and well-being
Openalex Percentile: Top 7%
Pregnancy and preeclampsia studies
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