Evidence map›Paper›PMID 39348084›Full record

ArticleMolecular diversity2025

Comprehensive investigation of network pharmacology, computational modeling, and pharmacokinetic assessment to evaluate the efficacy of flavonoids in rheumatoid arthritis.

Sukanya Vijayan, Thirumal Margesan

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Article in Molecular diversity, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

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5citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Review
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  5. Frontiers in nutrition · 2025
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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Sukanya VijayanDepartment of Pharmacognosy, SRM College of Pharmacy, SRM Institute of Science and Technology, Kattankulathur, Chengalpattu, Tamil Nadu, 603203, India.
Thirumal MargesanDepartment of Pharmacognosy, SRM College of Pharmacy, SRM Institute of Science and Technology, Kattankulathur, Chengalpattu, Tamil Nadu, 603203, India. thirumam@srmist.edu.in.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rheumatoid arthritis is a chronic autoimmune disease characterized by inflammation and joint damage, imposing a significant burden on affected individuals worldwide. Flavonoids, a class of natural compounds abundant in various plant-based foods, have shown promising anti-inflammatory and immunomodulatory effects, suggesting their potential as therapeutic agents for RA. In this study, we conducted a comprehensive investigation of identified LCMS compounds utilizing network pharmacology, computational modeling, in silico approaches, and pharmacokinetic assessment to evaluate the efficacy of flavonoids in RA treatment. The study identified 5 flavonoid structures with common targets via LCMS and Integration of network pharmacology approaches enabled a comprehensive evaluation of the pharmacological profile of flavonoids in the context of RA treatment, guiding the selection of promising candidates for further experimental validation and clinical development. The top 10 targets were AKT1, PI3KR1, CDK2, EGFR, CDK6, NOS2, FLT3, ALOX5, CCNB1, and PTPRS via PPI network. The investigation emphasized several pathways, including the AGE-RAGE signaling pathway, resistance to EGFR tyrosine kinase inhibitors, the PI3K-AKT signaling network, and the Rap 1 signaling pathway. In silico studies estimated binding affinities that ranged from - 7.0 to - 10.0 kcal/mol. Schaftoside and Vitexin showed no toxicity in computational approach and found suitable for further investigations. Overall, our study underscores the potential of flavonoids as therapeutic agents for RA and highlights the utility of integrative approaches combining network pharmacology, computational modeling, in silico methods, and pharmacokinetic assessment in drug discovery and development processes.

Indexed as

Arthritis, RheumatoidFlavonoidsNetwork PharmacologyComputer SimulationHumansMolecular Docking SimulationSignal TransductionFlavonoidsCirsimaritinComputational approachDelphinidinHemipholinIn silicoNetwork pharmacologyRheumatoid arthritisSchaftosideVitexin

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.