# Primary Metabolites in Three Ocimum Species: Compositional Diversity, Network Pharmacology, and Integrin-Targeted Therapeutic Implications

**Authors:** Jingtian Yang, Jialin Li, Mei Liu, Yanping Mao, Ruijun Su, Cong Zhao, Jian Yang, Qinggui Wu, Yi Huang

PMC · DOI: 10.3390/life16020273 · 2026-02-04

## TL;DR

This study explores the primary metabolites in three basil species, revealing their potential therapeutic value through integrin-targeted mechanisms.

## Contribution

The study introduces a multi-omics approach to uncover novel integrin-mediated therapeutic mechanisms in basil primary metabolites.

## Key findings

- 291 primary metabolites were identified with significant interspecific variation across three Ocimum species.
- Network pharmacology predicted 28 core targets, including integrins and kinases, linked to key signaling pathways.
- Molecular docking confirmed strong binding potential of tripeptides to integrin subunits.

## Abstract

Ocimum (basil) is a globally significant medicinal and culinary herb. While its bioactive secondary metabolites are well-studied, the medicinal potential of its abundant primary metabolites (amino acids, vitamins, carbohydrates, steroids) remains largely unexplored. To address this gap, we employed an integrated multi-omics strategy. First, UPLC-MS/MS-based metabolomics quantified primary metabolites across six distinct Ocimum accessions (Ocimum × africanum, Ocimum tenuiflorum, Ocimum gratissimum). Profiling identified 291 primary metabolites, revealing significant interspecific variation, with 273 differential accumulated metabolites (DAMs). Subsequent network pharmacology analysis of 61 high-impact DAMs predicted 516 potential targets. Protein–protein interaction refinement yielded 28 core targets, predominantly integrins (ITGB1, ITGB3, ITGA4, ITGA2B, ITGAV) and kinases (IGF1R, PIK3CA, SRC). Enrichment analysis implicated these targets in focal adhesion, ECM-receptor interaction, and PI3K-Akt signaling pathways. Molecular docking confirmed strong potential binding (binding energy < −7 kcal/mol) between key tripeptides (e.g., Met-Ser-Tyr, Phe-Cys-Gln) and integrin subunits. Antioxidant assays (DPPH, ABTS, FRAP) further showed significant genotypic variation. This study systematically deciphers the primary metabolome of Ocimum and, through a multi-omics approach, reveals novel integrin-mediated mechanisms underpinning its potential therapeutic value, providing a foundation for developing basil-based nutraceuticals and pharmaceuticals.

## Linked entities

- **Genes:** ITGB1 (integrin subunit beta 1) [NCBI Gene 3688], ITGB3 (integrin subunit beta 3) [NCBI Gene 3690], ITGA4 (integrin subunit alpha 4) [NCBI Gene 3676], ITGA2B (integrin subunit alpha 2b) [NCBI Gene 3674], ITGAV (integrin subunit alpha V) [NCBI Gene 3685], IGF1R (insulin like growth factor 1 receptor) [NCBI Gene 3480], PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290], SRC (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 6714]
- **Species:** Ocimum tenuiflorum (taxon 204149), Ocimum gratissimum (taxon 204144)

## Full-text entities

- **Diseases:** hypotensive (MESH:D007022), autoimmune diseases (MESH:D001327), cardiomyopathy (MESH:D009202), cancer (MESH:D009369), swelling (MESH:D004487), lung injury (MESH:D055370), injury to (MESH:D014947), inflammation (MESH:D007249), fibrosis (MESH:D005355), platelet aggregation (MESH:D001791), DAMs (MESH:D012734), metastasis (MESH:D009362), thrombosis (MESH:D013927)
- **Chemicals:** gamma-aminobutyric acid (MESH:D005680), norepinephrine (MESH:D009638), Vitamin C (MESH:D001205), ethanol (MESH:D000431), NO (MESH:D009569), cholesterol (MESH:D002784), galactose (MESH:D005690), Tyr (MESH:D014443), phospholipid (MESH:D010743), water (MESH:D014867), D-Threose (MESH:C073321), peptides (MESH:D010455), N-Methylisoleucine (MESH:C000589818), terpenes (MESH:D013729), Polysaccharides (MESH:D011134), nitrogen (MESH:D009584), Vitamin E (MESH:D014810), beta-sitosterol (MESH:C025473), acetonitrile (MESH:C032159), DPPH (MESH:C004931), FeCl3 (MESH:C024555), phytosterols (MESH:D010840), 4-O-galactopyranosylxylose (MESH:C073827), Met (MESH:D008715), metal (MESH:D008670), methanol (MESH:D000432), sugars (MESH:D000073893), formic acid (MESH:C030544), acetate (MESH:D000085), Gas (MESH:D005708), dopamine (MESH:D004298), hydrogen (MESH:D006859), JA (MESH:C011006), stigmasterol (MESH:D013265), flavonoids (MESH:D005419), SCFAs (MESH:D005232), ROS (MESH:D017382), calcium (MESH:D002118), 2,4,6-tripyridyl-s-triazine (MESH:C002849), glutathione (MESH:D005978), Steroid (MESH:D013256), Gln (MESH:D005973), ABTS (MESH:C002502), Cys (MESH:D003545), sterols (MESH:D013261), arabinose (MESH:D001089), Asp (MESH:D001224), rhamnose (MESH:D012210), Vitamin K (MESH:D014812), sulfhydryl (MESH:D013438), arabinogalactans (MESH:C005653), L-Methionine Sulfoxide (MESH:C013111), Coniferyl alcohol (MESH:C010559), Amino Acids (MESH:D000596), Ser (MESH:D012694), Phe (MESH:D010649), potassium persulfate (MESH:C009007), Carbohydrates (MESH:D002241), Cys-Gln (-), disulfide (MESH:D004220)
- **Species:** Camellia fascicularis (species) [taxon 147913], Ocimum basilicum (basil, species) [taxon 39350], Brassica oleracea (wild cabbage, species) [taxon 3712], Ocimum tenuiflorum (holy basil, species) [taxon 204149], Ocimum (basils, genus) [taxon 39173], Lycium barbarum (Duke of Argyll's teatree, species) [taxon 112863], Polygonatum cyrtonema (species) [taxon 195526], Oryza sativa (Asian cultivated rice, species) [taxon 4530], Ocimum gratissimum (species) [taxon 204144], Homo sapiens (human, species) [taxon 9606], Solanum lycopersicum (tomato, species) [taxon 4081], Ocimum x africanum (lemon basil, species) [taxon 204098]
- **Mutations:** Asp-Lys, Cys-Gln, Val/Met, Val158Met, Lys-Asp
- **Cell lines:** HeLa — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_0030)

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942066/full.md

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Source: https://tomesphere.com/paper/PMC12942066