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.
Authors
- Srinivasa Rao Mutheneni (ORCID: https://orcid.org/0000-0003-3263-3905)
- Jhansi Venkata Nagamani Josyula (ORCID: https://orcid.org/0000-0001-9439-6584)
- Nikhila Yaladanda (ORCID: https://orcid.org/0000-0002-1573-5451)
- Ramesh Rodda
- Dileepkumar Veeragoni (ORCID: https://orcid.org/0000-0002-8031-9665)
- S. Prabhakar (ORCID: https://orcid.org/0000-0003-0922-6762)
- Vineeta Singh (ORCID: https://orcid.org/0000-0001-6787-8203)
- Yashwanth Kumar Budige
Institutions
- Indian Institute of Chemical Technology (IN)
- National Institute of Malaria Research (IN)
- Academy of Scientific and Innovative Research (IN)
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
- 0.00