INTEGRATED IN-SILICO AND MACHINE LEARNING – BASED PREDICTION OF OTOPROTECTIVE ACTIVITY OF Mentha spicata

Aminoglycoside antibiotics such as neomycin are widely used clinically but cause irreversible sensorineural hearing loss through oxidative stress, mitochondrial dysfunction, and apoptosis of cochlear hair cells. This study investigated the otoprotective potential of Mentha spicata phytoconstituents, particularly rosmarinic acid, against neomycin-induced ototoxicity using an integrated in silico approach. The ethanolic leaf extract was evaluated for antioxidant activity by DPPH free radical scavenging assay. Network pharmacology analysis was performed using SwissTargetPrediction, GeneCards, Venny 2.1, STRING, and Cytoscape to identify common drug–disease targets and enriched pathways. Molecular docking was carried out using AutoDock to assess binding affinity, followed by SwissADME profiling and AI-based prediction. The extract exhibited dose-dependent antioxidant activity, with scavenging rising from 19% to 69% across 1–50 mg/ml.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23735706
Primary Topic
Hearing, Cochlea, Tinnitus, Genetics
Type
article
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article

INTEGRATED IN-SILICO AND MACHINE LEARNING – BASED PREDICTION OF OTOPROTECTIVE ACTIVITY OF Mentha spicata

B.C. Niranjana Murthy, Dr. N. Senthil Kumar, Dr. E. Thilagam
2 links
Zenodo (CERN European Organization for Nuclear Research)
Hearing, Cochlea, Tinnitus, Genetics
article

INTEGRATED IN-SILICO AND MACHINE LEARNING – BASED PREDICTION OF OTOPROTECTIVE ACTIVITY OF Mentha spicata

B.C. Niranjana Murthy, Dr. N. Senthil Kumar, Dr. E. Thilagam
article en

Abstract

Aminoglycoside antibiotics such as neomycin are widely used clinically but cause irreversible sensorineural hearing loss through oxidative stress, mitochondrial dysfunction, and apoptosis of cochlear hair cells. This study investigated the otoprotective potential of Mentha spicata phytoconstituents, particularly rosmarinic acid, against neomycin-induced ototoxicity using an integrated in silico approach. The ethanolic leaf extract was evaluated for antioxidant activity by DPPH free radical scavenging assay. Network pharmacology analysis was performed using SwissTargetPrediction, GeneCards, Venny 2.1, STRING, and Cytoscape to identify common drug–disease targets and enriched pathways. Molecular docking was carried out using AutoDock to assess binding affinity, followed by SwissADME profiling and AI-based prediction. The extract exhibited dose-dependent antioxidant activity, with scavenging rising from 19% to 69% across 1–50 mg/ml.

Zenodo (CERN European Organization for Nuclear Research)
Good health and well-being
Openalex Percentile: Top 15%
Hearing, Cochlea, Tinnitus, Genetics
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