# Integrating Metabolomics and Network Pharmacology: Investigating the Therapeutic Mechanism of Atractylodes Rhizome Against Rheumatoid Arthritis

**Authors:** Rou Wen, Cheng Xu, Hailian Zheng, Chao Li, Huan Yu

PMC · DOI: 10.3390/ph19020262 · 2026-02-03

## TL;DR

This study explores how Atractylodes Rhizome treats rheumatoid arthritis by combining metabolomics and network pharmacology to identify key compounds and pathways.

## Contribution

The study integrates metabolomics and network pharmacology to reveal the therapeutic mechanism of Atractylodes Rhizome in rheumatoid arthritis.

## Key findings

- AR regulated 28 differential metabolites linked to lipid metabolism pathways in RA.
- Key compounds like Wogonin and Atractylenolide II were identified, acting through cancer and PI3K-Akt pathways.
- AR reduced inflammation and cytokine levels in RA rats and modulated the JAK2/SRC-STAT3 pathway.

## Abstract

Purpose: The purpose of this study is to investigate the bioactive constituents of Atractylodes Rhizome (AR) and to explore its mechanism of action in the treatment of rheumatoid arthritis (RA). Methods: The research mainly adopts the methods of tissue metabolomics and network pharmacology. Firstly, we employed a metabolomics strategy to obtain the metabolite profile and utilized PCA/OPLS-DA analyses to identify the differential metabolites involved in the treatment of RA by AR. Subsequently, we determined the key target metabolic pathways of AR in RA treatment. Next, a network pharmacology approach was employed to identify active compounds, potential targets, and signaling pathways for AR in RA treatment, with a PPI network constructed. These predictions were then validated through molecular docking simulations, followed by in vivo verification using a CFA-induced RA rat model. The anti-RA efficacy was evaluated through synovial histopathology and cytokine assays, with the key mechanistic insights being confirmed at the molecular level by RT-qPCR and WB. Results: The results of the metabolomics study showed that AR regulated 28 differential metabolites linked to glycerophospholipid, linoleic acid, and alpha-linolenic acid metabolism. Network pharmacology identified Wogonin, Atractyloyne, and Atractylenolide II as key active compounds, acting through pathways such as Pathways in cancer and PI3K-Akt signaling, combined with the metabolites to jointly analyze the metabolic pathways, and were verified by correlation analysis. Molecular docking confirmed the main active ingredients’ strong binding to core targets. In AIA rats, AR treatment reduced synovial inflammation and lowered serum levels of IL-6 and MMP-9. At the molecular level, AR up-regulated Bcl-2, down-regulated Bax, and inhibited the SRC/JAK2-STAT3 pathway by decreasing EGFR, SRC, JAK2, and p-STAT3 expression. Conclusion: These findings may illuminate the mechanism by which Atractylodes Rhizome exerts its effects via the JAK2/SRC-STAT3 axis, thereby revealing its potential mechanism of action against rheumatoid arthritis.

## Linked entities

- **Genes:** BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596], BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581], EGFR (epidermal growth factor receptor) [NCBI Gene 1956], SRC (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 6714], JAK2 (Janus kinase 2) [NCBI Gene 3717]
- **Chemicals:** Wogonin (PubChem CID 5281703), Atractylenolide II (PubChem CID 10399057), IL-6 (PubChem CID 165368475)
- **Diseases:** rheumatoid arthritis (MONDO:0008383)

## Full-text entities

- **Genes:** Mmp9 (matrix metallopeptidase 9) [NCBI Gene 81687], Actb (actin, beta) [NCBI Gene 81822] {aka Actx}, Mpo (myeloperoxidase) [NCBI Gene 17523] {aka mKIAA4033}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, MMP9 (matrix metallopeptidase 9) [NCBI Gene 4318] {aka CLG4B, GELB, MANDP2, MMP-9}, Akt1 (AKT serine/threonine kinase 1) [NCBI Gene 24185] {aka Akt}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, Jak2 (Janus kinase 2) [NCBI Gene 24514], BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, Casp3 (caspase 3) [NCBI Gene 25402] {aka CPP32-beta, Lice, Yama}, Bcl2 (BCL2, apoptosis regulator) [NCBI Gene 24224] {aka Bcl-2}, ACHE (acetylcholinesterase (Yt blood group)) [NCBI Gene 43] {aka ACEE, ARACHE, N-ACHE, YT}, Akt1 (Akt serine/threonine kinase 1) [NCBI Gene 11651] {aka Akt, LTR-akt, PKB, PKB/Akt, PKBalpha, Rac}, Vip (vasoactive intestinal peptide) [NCBI Gene 117064] {aka vip/phi27}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, Ptgs2 (prostaglandin-endoperoxide synthase 2) [NCBI Gene 29527] {aka COX-2, Cox2, PGHS-2, PHS II, Pghs2}, Stat3 (signal transducer and activator of transcription 3) [NCBI Gene 25125], Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 24383] {aka BARS-38, Gapd}, SRC (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 6714] {aka ASV, SRC1, THC6, c-SRC, p60-Src}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, Src (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 83805], BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, DGKI (diacylglycerol kinase iota) [NCBI Gene 9162] {aka DGK-IOTA}, Nfkb1 (nuclear factor of kappa light polypeptide gene enhancer in B cells 1, p105) [NCBI Gene 18033] {aka NF-KB1, NF-kappaB, NF-kappaB1, p105, p50, p50/p105}, Il1b (interleukin 1 beta) [NCBI Gene 24494] {aka IL-1F2}, Pik3cb (phosphatidylinositol-4,5-bisphosphate 3-kinase, catalytic subunit beta) [NCBI Gene 85243], Tnf (tumor necrosis factor) [NCBI Gene 24835] {aka RATTNF, TNF-alpha, Tnfa}, Mapk3 (mitogen activated protein kinase 3) [NCBI Gene 50689] {aka ERK1, ERT2, Erk-1, Esrk1, MAPK1, MNK1}, Il6 (interleukin 6) [NCBI Gene 24498] {aka ILg6, Ifnb2}, Bax (BCL2 associated X, apoptosis regulator) [NCBI Gene 24887], Fdxr (ferredoxin reductase) [NCBI Gene 14149] {aka AR}, Pik3r1 (phosphoinositide-3-kinase regulatory subunit 1) [NCBI Gene 18708] {aka PI3K, p50alpha, p55alpha, p85alpha}, Fdxr (ferredoxin reductase) [NCBI Gene 79122] {aka AR}, Ctnnb1 (catenin beta 1) [NCBI Gene 84353] {aka Catnb}, Naglu (alpha-N-acetylglucosaminidase (Sanfilippo disease IIIB)) [NCBI Gene 27419], Egfr (epidermal growth factor receptor) [NCBI Gene 24329] {aka ERBB1, ErbB-1, Errp}, Esr1 (estrogen receptor 1) [NCBI Gene 24890] {aka ER-alpha, Esr, RNESTROR}
- **Diseases:** oedema (MESH:C536897), synovitis (MESH:D013585), joint damage (MESH:D007592), joint pain (MESH:D018771), Arthritis (MESH:D001168), metastasis (MESH:D009362), RA (MESH:D001172), atherosclerosis (MESH:D050197), joint destruction (MESH:D008105), necrosis (MESH:D009336), synovial hyperplasia (MESH:D006965), joint injury (MESH:D000092464), rheumatoid nodules (MESH:D012218), joint tenderness (MESH:D063806), cancer (MESH:D009369), AIA (MESH:D001169), gouty arthritis (MESH:D015210), swelling (MESH:D004487), inflammation (MESH:D007249), injury to (MESH:D014947), morning stiffness (MESH:D048968), pain (MESH:D010146), acute gout (MESH:D006073), synovial structural abnormalities (MESH:C566527), fatigue (MESH:D005221)
- **Chemicals:** phosphatidylcholines (MESH:D010713), Atractylenolide II (MESH:C458582), phosphatidylserines (MESH:D010718), AF6022 (-), Wogonin (MESH:C085514), hematoxylin (MESH:D006416), CB (MESH:C063451), eosin (MESH:D004801), ATP (MESH:D000255), phosphatidylethanolamines (MESH:D010714), Sodium carboxymethyl cellulose (MESH:D002266), lipid (MESH:D008055), paraformaldehyde (MESH:C003043), sesquiterpenes (MESH:D012717), xylene (MESH:D014992), Nitrogen (MESH:D009584), acetonitrile (MESH:C032159), paraffin (MESH:D010232), saline (MESH:D012965), Costunolide (MESH:C002602), Linoleic acid (MESH:D019787), methanol (MESH:D000432), Glycerophospholipid (MESH:D020404), formic acid (MESH:C030544), carrageenan (MESH:D002351), ethanol (MESH:D000431), Stigmasterol 3-O-beta-D-glucopyranoside (MESH:C525613), water (MESH:D014867), MTX (MESH:D008727), alpha-Linolenic acid (MESH:D017962), Trizol (MESH:C411644)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116], Homo sapiens (human, species) [taxon 9606], Atractylodes chinensis (species) [taxon 69404], Mus musculus (house mouse, species) [taxon 10090]

## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12944266/full.md

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Source: https://tomesphere.com/paper/PMC12944266