Machine learning-driven discovery of TGFBR1 inhibitors from Mangifera indica for Atorvastatin-based antidiabetic therapy.

Authors

Raghuvir Keni, Farmiza Begum, Niraja Ranadive, Pawan G Nayak, Vijayakumar Murugesan, Kommu Pradeep, Mangirish Deshpande, Nandakumar Krishnadas, Panneerselvam Theivendren

Published in

3 Biotech. Volume 16. Issue 11. Pages 458. Epub Oct 12, 2026.

Abstract

Mangiferin, a C-glucosyl xanthone from Mangifera indica, has known antidiabetic activity, but the specific protein target underlying this activity, and its compatibility with existing antidiabetic drugs such as Atorvastatin, were not defined. In this work, machine learning, network pharmacology, molecular dynamics simulations, and experimental validation identified and validated TGFBR1 as a novel molecular target of Mangiferin and evaluated a Mangiferin-Atorvastatin combination for diabetes therapy. A curated collection of TGFBR1 inhibitors from BindingDB was used to train several supervised learning models, with the best performance from Random Forest (94.68% accuracy, κ = 0.8981) and robust external validation (79.35%) on 868 unseen compounds. Screening of 545 M. indica phytochemicals with this model identified Mangiferin, Fisetin, Isochinomin, Mangiferolic acid, and Astragalin as high-confidence TGFBR1 inhibitors. Network pharmacology identified TGF-β as the most central protein in the interaction network (cumulative score 350), and molecular docking showed that Mangiferin forms stable hydrogen bonds with SER-287, ILE-211, and GLU-208 at the TGFBR1 binding site, together with hydrophobic contacts. This binding pose remained structurally stable (RMSD 1.50-1.75 Å) over 100 nanoseconds of molecular dynamics simulation, with ligand-residue occupancy > 85%. ADMET profiling showed favorable drug-likeness (Lipinski compliance, low predicted toxicity) with a moderate permeability limitation (TPSA 201.28 Ų), and DFT analysis showed a HOMO-LUMO gap of 2.85937 eV, supporting antioxidant activity. In cultured cells, Atorvastatin combined with Mangiferin increased apoptosis through the mitochondrial pathway (Bcl-xL downregulation, BAK upregulation, cytochrome c release, caspase-7/8 activation) and enhanced insulin sensitivity, shown by increased glucose uptake (2-NBDG assay) and higher GLUT-4 and pIRS-1(Tyr896) expression. In high-fat diet-fed rats, Atorvastatin plus Mangiferin given for 24 weeks significantly improved glucose tolerance and reduced HbA1c, total cholesterol, triglycerides, and random blood sugar relative to untreated high-fat diet controls, with preserved pancreatic architecture and increased muscle GLUT-4 expression. These findings identify TGFBR1 as a plausible molecular target of Mangiferin and provide a mechanistic rationale for the Mangiferin-Atorvastatin combination as a candidate antidiabetic therapy.
The online version contains supplementary material available at https://doi.org/10.1007/s13205-026-05088-0.

PMID:
42871457
Bibliographic data and abstract were imported from PubMed on 14 Oct 2026.

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