# Integrative Metabolomics and Systems Pharmacology Reveal PPARγ-Centered Antidiabetic Mechanisms of Caulerpa racemosa and Its Bioactive Compounds

**Authors:** Fahrul Nurkolis, Annette d’Arqom, Evhy Apryani, Nurmawati Fatimah, Adha Fauzi Hendrawan, Izza Afkarina, Reggie Surya, Happy Kurnia Permatasari, Dante Saksono Harbuwono, Nurpudji Astuti Taslim, Arifa Mustika, Raymond Rubianto Tjandrawinata

PMC · DOI: 10.3390/md24020082 · 2026-02-17

## TL;DR

This study explores how a marine algae extract and its compound campesterol may help treat diabetes by targeting key proteins involved in metabolism.

## Contribution

The study integrates metabolomics and systems pharmacology to reveal PPARγ-centered mechanisms of a marine algae extract and its bioactive compound.

## Key findings

- Campesterol from Caulerpa racemosa showed strong docking affinity to PPARγ and DPP-4.
- In vitro tests showed significant glucose uptake and PPARγ upregulation with no cytotoxicity.
- Molecular dynamics simulations confirmed stable PPARγ-campesterol interactions.

## Abstract

Type 2 diabetes mellitus (T2DM) is a complex metabolic disorder requiring safe, multitarget therapeutic strategies. Marine macroalgae represent an underexplored source of bioactives with pleiotropic metabolic effects. This study investigated the antidiabetic potential of an ultrasound-assisted ethanolic extract of Caulerpa racemosa (UAECr) and its key phytosterol, campesterol, through an integrative framework combining metabolomics, network pharmacology, molecular docking, molecular dynamics simulation, and in vitro validation. Untargeted ultra-high-performance liquid chromatography–high-resolution mass spectrometry (UHPLC–HRMS) metabolomics characterized UAECr constituents, followed by in silico bioactivity prediction, target-network analysis, molecular docking, and 100 ns molecular dynamics simulation of the peroxisome proliferator-activated receptor gamma (PPARγ)–campesterol complex. Functional validation was performed in differentiated 3T3-L1 adipocytes assessing glucose uptake, PPARγ expression, dipeptidyl peptidase 4 (DPP-4) inhibition, and cytotoxicity. Metabolomics identified campesterol as a prominent bioactive. Network pharmacology highlighted PPARγ as a central hub, supported by strong docking affinity of campesterol toward PPARγ (−11.4 kcal/mol) and DPP-4 (−8.3 kcal/mol). Molecular dynamics simulations demonstrated stable PPARγ–campesterol interactions, with preserved protein compactness and low residue fluctuation. In vitro, UAECr and campesterol significantly enhanced glucose uptake (up to 134% vs. control, p < 0.001), upregulated PPARγ expression (4-fold, p < 0.0001), and moderately inhibited DPP-4 activity (p < 0.01) without cytotoxicity. C. racemosa-derived extracts and campesterol exert antidiabetic effects primarily via stable PPARγ-mediated insulin sensitization with complementary DPP-4 modulation, supporting its potential as a marine-derived functional food candidate.

## Linked entities

- **Proteins:** PPARG (peroxisome proliferator activated receptor gamma), DPP4 (dipeptidyl peptidase 4)
- **Chemicals:** campesterol (PubChem CID 173183)
- **Diseases:** Type 2 diabetes mellitus (MONDO:0005148), T2DM (MONDO:0005148)
- **Species:** Caulerpa racemosa (taxon 76317)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** weight gain (MESH:D015430), metabolic disease (MESH:D008659), injury to (MESH:D014947), inflammation (MESH:D007249), metabolic syndrome (MESH:D024821), hyperglycemia (MESH:D006943), kidney failure (MESH:D051437), DM (MESH:D003920), edema (MESH:D004487), T2D (MESH:D003924), beta-cell dysfunction (MESH:D007340), hepatocellular carcinoma (MESH:D006528), neuropathy (MESH:D009422), diabetic complications (MESH:D048909), hypoglycemia (MESH:D007003), cardiovascular disease (MESH:D002318), gastrointestinal intolerance (MESH:D005767), Cytotoxicity (MESH:D064420), insulin resistance (MESH:D007333)
- **Chemicals:** H2O (MESH:D014867), AGEs (MESH:D017127), carotenoid (MESH:D002338), metformin (MESH:D008687), alpha-linolenic acid (MESH:D017962), ferulic acid (MESH:C004999), phenolic acids (MESH:C017616), sulfonylureas (MESH:D013453), terpenes (MESH:D013729), fucoxanthin (MESH:C025164), ethanol (MESH:D000431), cholesterol (MESH:D002784), blood glucose (MESH:D001786), linoleic acid (MESH:D019787), methanol (MESH:D000432), formic acid (MESH:C030544), Campesterol (MESH:C021273), Salt (MESH:D012492), formazan (MESH:D005562), linagliptin (MESH:D000069476), beta-sitosterol (MESH:C025473), Sitagliptin (MESH:D000068900), nitrogen (MESH:D009584), acetonitrile (MESH:C032159), Phytosterols (MESH:D010840), TCA (MESH:D014233), streptomycin (MESH:D013307), ATP (MESH:D000255), polyphenols (MESH:D059808), TZDs (MESH:D045162), CO2 (MESH:D002245), lipid (MESH:D008055), Pioglitazone (MESH:D000077205), sterol (MESH:D013261), KCl (MESH:D011189), caulerpin (MESH:C000392), oleic acid (MESH:D019301), H (MESH:D006859), Glucose (MESH:D005947), flavonoids (MESH:D005419), DMSO (MESH:D004121), poriferasterol (MESH:D013265), PBS (-), 2-NBDG (MESH:C098340), palmitoleic acid (MESH:C008757), silica (MESH:D012822), unsaturated fatty acids (MESH:D005231), penicillin (MESH:D010406), dexamethasone (MESH:D003907), MTT (MESH:C070243), 3-isobutyl-1-methylxanthine (MESH:D015056), fatty acid (MESH:D005227), carbohydrate (MESH:D002241)
- **Species:** Ephedra distachya (sea-grape, species) [taxon 3389], Mus musculus (house mouse, species) [taxon 10090], Caulerpa racemosa (species) [taxon 76317], PX clade (clade) [taxon 569578], Terminalia chebula (black myrobalan, species) [taxon 155022], Thymelaea hirsuta (species) [taxon 69845], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** 3T3-L1 — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_0123)

## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12941865/full.md

---
Source: https://tomesphere.com/paper/PMC12941865