# Therapeutic Insights and Immune Pathway Connections Revealed by Core Symptom Gene Network Analysis in Ankylosing Spondylitis

**Authors:** La Yoon Choi, Mi Hye Kim, Dae Yong Kim

PMC · DOI: 10.3390/cimb48020199 · 2026-02-11

## TL;DR

This study introduces a new approach to understand ankylosing spondylitis by linking specific symptoms to their molecular causes, offering insights for personalized treatments.

## Contribution

The novel contribution is a symptom-centered network pharmacology framework that connects clinical symptoms to molecular mechanisms and drug targets.

## Key findings

- Symptom-centered analysis identified 145 genes linked to specific AS symptoms like inflammatory back pain.
- Key genes like PTEN, TLR4, JAK2, NRAS, and NR3C1 were significantly upregulated in AS patients.
- A refined 24-gene module showed enrichment in interleukin- and cytokine-mediated signaling pathways.

## Abstract

Ankylosing spondylitis (AS) exhibits marked clinical heterogeneity that is poorly captured by conventional disease-centric analyses, hindering the development of personalized therapies. We propose a symptom-centered network pharmacology framework that directly links individual clinical symptoms to their underlying molecular mechanisms and therapeutic targets. AS- and symptom-associated genes were collected from GeneCards and prioritized using centrality analysis within protein–protein interaction networks. Symptom relevance was validated using patient-derived transcriptomic datasets. Network proximity between symptom modules and FDA-approved drug targets was assessed. A refined gene set, integrating TNF-associated neighbors and highly central nodes, was subjected to pathway enrichment analysis. Disease-centric analysis yielded a restricted 18-gene core enriched mainly in broad immune pathways. In contrast, the symptom-centered network identified 145 genes associated with specific symptoms such as inflammatory back pain and morning stiffness. Key genes, including PTEN, TLR4, JAK2, NRAS, and NR3C1, were significantly upregulated in AS patients. TNF showed local connectivity but limited global proximity, while IL17A- and JAK inhibitor-related targets were absent. A refined 24-gene module revealed enrichment in interleukin- and cytokine-mediated signaling pathways. Symptom-centered network analysis more effectively captures molecular heterogeneity in AS, providing a robust framework for symptom-specific target discovery and personalized therapeutic strategies.

## Linked entities

- **Genes:** PTEN (phosphatase and tensin homolog) [NCBI Gene 5728], TLR4 (toll like receptor 4) [NCBI Gene 7099], JAK2 (Janus kinase 2) [NCBI Gene 3717], NRAS (NRAS proto-oncogene, GTPase) [NCBI Gene 4893], NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 2908], TNF (tumor necrosis factor) [NCBI Gene 7124], IL17A (interleukin 17A) [NCBI Gene 3605]
- **Diseases:** ankylosing spondylitis (MONDO:0005306), AS (MONDO:0007113)

## Full-text entities

- **Genes:** TAP2 (transporter 2, ATP binding cassette subfamily B member) [NCBI Gene 6891] {aka ABC18, ABCB3, APT2, D6S217E, MHC1D2, PSF-2}, IL1RN (interleukin 1 receptor antagonist) [NCBI Gene 3557] {aka CRMO2, DIRA, ICIL-1RA, IL-1RN, IL-1ra, IL-1ra3}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, NOD2 (nucleotide binding oligomerization domain containing 2) [NCBI Gene 64127] {aka ACUG, BLAU, BLAUS, CARD15, CD, CLR16.3}, LIN54 (lin-54 DREAM MuvB core complex component) [NCBI Gene 132660] {aka CXCDC1, JC8.6, MIP120, TCX1}, FN1 (fibronectin 1) [NCBI Gene 2335] {aka CIG, ED-B, FINC, FN, FNZ, GFND}, IL23A (interleukin 23 subunit alpha) [NCBI Gene 51561] {aka IL-23, IL-23A, IL23P19, P19, SGRF}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, MMP9 (matrix metallopeptidase 9) [NCBI Gene 4318] {aka CLG4B, GELB, MANDP2, MMP-9}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, TNFSF15 (TNF superfamily member 15) [NCBI Gene 9966] {aka TL1, TL1A, TNLG1B, VEGI, VEGI192A}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, IL23R (interleukin 23 receptor) [NCBI Gene 149233] {aka PSORS7}, USP50 (ubiquitin specific peptidase 50) [NCBI Gene 373509], IL4 (interleukin 4) [NCBI Gene 3565] {aka BCGF-1, BCGF1, BSF-1, BSF1, IL-4}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, IL13 (interleukin 13) [NCBI Gene 3596] {aka IL-13, P600}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, ERAP2 (endoplasmic reticulum aminopeptidase 2) [NCBI Gene 64167] {aka L-RAP, LRAP}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, ERAP1 (endoplasmic reticulum aminopeptidase 1) [NCBI Gene 51752] {aka A-LAP, ALAP, APPILS, ARTS-1, ARTS1, ERAAP}, FRG2C (FSHD region gene 2 family member C) [NCBI Gene 100288801], ZNF354A (zinc finger protein 354A) [NCBI Gene 6940] {aka EZNF, HEL104, HKL1, KID-1, KID1, TCF17}, 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}, TLR4 (toll like receptor 4) [NCBI Gene 7099] {aka ARMD10, CD284, TLR-4, TOLL}, MMP3 (matrix metallopeptidase 3) [NCBI Gene 4314] {aka CHDS6, MMP-3, SL-1, STMY, STMY1, STR1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 2908] {aka GCCR, GCR, GCRST, GR, GRL}, HLA-B (major histocompatibility complex, class I, B) [NCBI Gene 3106] {aka AS, B-4901, HLAB}, NRAS (NRAS proto-oncogene, GTPase) [NCBI Gene 4893] {aka ALPS4, CMNS, N-ras, NCMS, NRAS1, NS6}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, TAP1 (transporter 1, ATP binding cassette subfamily B member) [NCBI Gene 6890] {aka ABC17, ABCB2, APT1, D6S114E, MHC1D1, PSF-1}
- **Diseases:** infections (MESH:D007239), gastrointestinal, cardiovascular, and renal toxicity (MESH:D005767), axial spondyloarthritis (MESH:D000089183), rheumatic disease (MESH:D012216), bamboo spine (MESH:D016135), peripheral arthritis (MESH:D001168), Symptom (MESH:D012816), stiffness (MESH:C566112), back pain (MESH:D001416), chronic (MESH:D002908), musculoskeletal involvement (MESH:D009140), IBD (MESH:D015212), Parkinson's symptom (MESH:D010302), changes (MESH:D009402), gut dysbiosis (MESH:D064806), malignancies (MESH:D009369), injury to (MESH:D014947), respiratory tract infections (MESH:D012141), inflammation (MESH:D007249), morning stiffness (MESH:D048968), postural deformities (MESH:D013575), pain (MESH:D010146), radiographic ankylosis (MESH:D000844), genetic defects (MESH:D030342), psoriasis (MESH:D011565), anterior uveitis (MESH:D014606), autoimmune disease (MESH:D001327), uveitis (MESH:D014605), Ankylosing Spondylitis (MESH:D013167), vitamin D (MESH:D014808)
- **Chemicals:** ixekizumab (MESH:C549079), golimumab (MESH:C529000), tofacitinib (MESH:C479163), upadacitinib (MESH:C000613732), secukinumab (MESH:C555450), adalimumab (MESH:D000068879)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12939522/full.md

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Source: https://tomesphere.com/paper/PMC12939522