Green synthesis of silver nanoparticles using <i>Padina tetrastromatica</i> against malaria and deciphering the mechanism through machine learning driven metabolomics and network pharmacology

Malaria remains a major public health challenge due to drug and insecticide resistance, underscoring the need for novel therapies with distinct mechanisms of action. In this study, silver nanoparticles were green-synthesized using the brown marine algae Padina tetrastromatica (Ag-PT) and evaluated through integrated in vitro, in vivo, metabolomics, network pharmacology, and in silico approaches. Ag-PT showed potent antiplasmodial activity, with significantly lower IC₅₀ values and superior parasite suppression compared to chemically synthesized silver nanoparticles (Ag-NP). Untargeted metabolomics revealed that Ag-PT treatment specifically restored malaria-induced disruptions in fatty acid, arginine, and arachidonic acid metabolism. This included elevating precursors of specialised pro-resolving mediators (SPMs) such as DHA, 14-HDHA, and 18-HEPE, and replenishing L-arginine to improve nitric oxide synthesis and vascular function. Integration with network pharmacology identified COX-2 (PTGS2) as a key hub gene. Molecular docking and dynamics confirmed strong binding of the Ag-PT phytochemical eriodictyol to COX-2, suggesting inhibition that shifts arachidonic acid metabolism toward anti-inflammatory SPM production. Collectively, these findings reveal that Ag-PT offers a multifaceted therapeutic strategy by simultaneously targeting the parasite while modulating host inflammatory and metabolic pathways. This integrated therapeutic strategy highlights the potential of eco-friendly, plant-based nanomedicines as a next-generation intervention for malaria management.

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Publication Details

Journal
Molecular Omics
Published
2026-03-07
DOI
https://doi.org/10.1093/molecular-omics/aaiag011
Primary Topic
Malaria Research and Control
Type
article
Field-Weighted Citation Impact
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article

Green synthesis of silver nanoparticles using Padina tetrastromatica against malaria and deciphering the mechanism through machine learning driven metabolomics and network pharmacology

Srinivasa Rao Mutheneni, Jhansi Venkata Nagamani Josyula, Nikhila Yaladanda, Ramesh Rodda et al.
Molecular Omics
Malaria Research and Control
article

Green synthesis of silver nanoparticles using Padina tetrastromatica against malaria and deciphering the mechanism through machine learning driven metabolomics and network pharmacology

Srinivasa Rao Mutheneni, Jhansi Venkata Nagamani Josyula, Nikhila Yaladanda, Ramesh Rodda, Dileepkumar Veeragoni, S. Prabhakar, Vineeta Singh, Yashwanth Kumar Budige
article en

Abstract

Malaria remains a major public health challenge due to drug and insecticide resistance, underscoring the need for novel therapies with distinct mechanisms of action. In this study, silver nanoparticles were green-synthesized using the brown marine algae Padina tetrastromatica (Ag-PT) and evaluated through integrated in vitro, in vivo, metabolomics, network pharmacology, and in silico approaches. Ag-PT showed potent antiplasmodial activity, with significantly lower IC₅₀ values and superior parasite suppression compared to chemically synthesized silver nanoparticles (Ag-NP). Untargeted metabolomics revealed that Ag-PT treatment specifically restored malaria-induced disruptions in fatty acid, arginine, and arachidonic acid metabolism. This included elevating precursors of specialised pro-resolving mediators (SPMs) such as DHA, 14-HDHA, and 18-HEPE, and replenishing L-arginine to improve nitric oxide synthesis and vascular function. Integration with network pharmacology identified COX-2 (PTGS2) as a key hub gene. Molecular docking and dynamics confirmed strong binding of the Ag-PT phytochemical eriodictyol to COX-2, suggesting inhibition that shifts arachidonic acid metabolism toward anti-inflammatory SPM production. Collectively, these findings reveal that Ag-PT offers a multifaceted therapeutic strategy by simultaneously targeting the parasite while modulating host inflammatory and metabolic pathways. This integrated therapeutic strategy highlights the potential of eco-friendly, plant-based nanomedicines as a next-generation intervention for malaria management.

Molecular Omics
Indian Institute of Chemical Technology (IN), National Institute of Malaria Research (IN), Academy of Scientific and Innovative Research (IN)
Openalex Percentile: Top 35%
Malaria Research and Control
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