From Gas Chromatography–Mass Spectrometry (GC–MS) to Network Pharmacology: System-Level Insights into the Multi-Target Biological Potential of Flaveria trinervia (Spreng.) C. Mohr
Year: 2026
Type: article
Abstract: Flaveria trinervia (Spreng) C. Mohr is a plant traditionally used in Mexican medicine. In this study, gas chromatography–mass spectrometry (GC–MS) combined with network pharmacology was employed to characterize volatile and semi-volatile metabolites from F. trinervia leaves and to explore their potential system-level mechanisms of action in inflammatory and tumor-related disorders. A dual extraction strategy (hexane/dichloromethane and acetone/chloroform) was applied, followed by GC–MS-based compound identification. Putative molecular targets were predicted using established pharmacological databases, and protein–protein interaction networks were constructed to identify topological features and enriched biological pathways. A total of 11 bioactive compounds were tentatively identified with an identity level of ≥80%, with seven shared between both extracts, including phytol, germacrene D, caryophyllene oxide, pinene isomers, squalene, and 2,2′:5′,2″-terthiophene, metabolites previously reported to exhibit antioxidant, anti-inflammatory, and cytotoxic activities. Network topology analysis identified ESR1, RXRA/B/G, NCOA2, and CYP19A1 as central nodes, reflecting convergence on signaling axes involved in apoptosis, cell proliferation, immune modulation, and transcriptional regulation pathways. Functional enrichment analysis revealed significant associations with KEGG pathways related to immune modulation, neuroendocrine regulation, and cancer-associated pathways. Collectively, these findings suggest a multitarget biological and multipathway pharmacological profile for F. trinervia, consistent with previously reported biological activities. The concordance between in silico predictions and existing experimental evidence strengthens the pharmacological relevance of the identified metabolites and supports their prioritization for further experimental validation, including mechanistic and pharmacokinetic studies, in metabolic, immune, neurological, and cancer-related contexts.
DOI: 10.3390/cimb48020160
Authors: Christopher Torres Flores, Eduardo Pérez-Campos, Laura Pérez-Campos Mayoral, Luis Ángel Laguna-Barrios, Karen Beatriz Méndez-Rodríguez, Francisco Javier Pérez-Vázquez, Eduardo Pérez Campos-Mayoral, Carlos Mauricio Lastre-Domínguez, Efrén Emmanuel Jarquín González, Margarito Martínez Cruz, María del Socorro Pina Canseco, Zoila Mora Guzmán, Karol Celeste López Montesinos, Hector A. Cabrera-Fuentes, María Teresa Hernández-Huerta
Institutions: Benito Juárez Autonomous University of Oaxaca, Instituto Tecnológico de Oaxaca, Tecnológico Nacional de México, Autonomous University of San Luis Potosí, Secretaria de Salud, Instituto Tecnológico de Tijuana, Imam Abdulrahman Bin Faisal University, Secretaría de Ciencia, Humanidades, Tecnología e Innovación
Language: English
Topic: Medicinal Plant Research
Subfield: Plant Science
Domain: Life Sciences
Open Access status: gold
Estimated APC paid: $2,654
OpenAlex ID: W7126436295
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