# PANoptosis-related genes in rheumatoid arthritis synovial tissue: screening, validation, and functional implications

**Authors:** Yunmi Lu, Jiaxin Yang, Yasi Deng, Yuxin Chen, Ke Zhang, Liangcheng Ouyang, Yuge Zhai, Jinbo He, Chenxu Wang, Juan Huang, Wei Wang, Huanghe Yu

PMC · DOI: 10.3389/fimmu.2026.1737366 · Frontiers in Immunology · 2026-01-28

## TL;DR

This study identifies PANoptosis-related genes in rheumatoid arthritis synovial tissue and explores their role in disease progression and immune cell imbalance.

## Contribution

The study identifies key PANoptosis-related genes and their functional implications in rheumatoid arthritis synovial hyperplasia.

## Key findings

- Thirteen key PANoptosis-related genes were identified in rheumatoid arthritis synovial tissue.
- Key genes like IL-18, NLRP3, and Bcl-2 showed increased expression in RA synovial tissue.
- Immune infiltration analysis revealed pro-inflammatory immune cell enrichment in RA patients.

## Abstract

To screen and validate the expression of key PANoptosis-related genes in the synovial tissue of rheumatoid arthritis (RA) through bioinformatics approaches and in vitro/in vivo experiments, explore their role in RA synovial hyperplasia, and provide new targets for RA treatment.

Based on multiple genomic datasets from the GEO database, differentially expressed genes (DEGs) were screened using tools such as the limma package. The STRING database and Cytoscape 3.7.0 were employed to construct a Protein-Protein Interaction (PPI) network, followed by Gene Ontology (GO) functional annotation and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis. Meanwhile, the CIBERSORT algorithm was used to perform immune infiltration analysis on the merged dataset to evaluate the proportional differences of 22 immune cell subsets. Classic in vitro and in vivo RA models (RA Fibroblast-Like Synoviocytes (RAFLSs) and adjuvant-induced arthritis (AIA) rat model) were established to investigate the expression of DEGs with high diagnostic value in RA synovial tissue.

Thirteen key DEGs involved in the PANoptosis pathway were identified in RA. GO and KEGG enrichment analyses showed that these genes were mainly involved in the NOD-like receptor signaling pathway and apoptosis signaling pathway. Immune infiltration analysis revealed significant differences in the immune microenvironment between RA patients and healthy controls: the RA group showed significant enrichment of pro-inflammatory immune cell subsets, while the control group was enriched with cells with inhibitory or homeostasis-maintaining functions. Compared with normal rats, the synovial tissue of AIA rats exhibited obvious abnormal hyperplasia. Western Blot (WB) results indicated that, compared with the control group, the expression levels of IL-18, NLRP3, GBP1, TNFSF10, Caspase-1, and Bcl-2 proteins in RAFLSs and AIA rat synovial tissue were significantly increased, while the expression levels of Bax and Caspase-3 were significantly decreased.

During the pathogenesis of RA, the key PANoptosis markers (IL-18, NLRP3, GBP1, TNFSF10, Bax, Bcl-2, Caspase-1, and Caspase-3) are involved in invasive synovial hyperplasia. The characteristic immune cell imbalance in RA provides conditions for these key PANoptosis markers to regulate immune cell functions, and it is an important basis for the pathological changes of joint synovial hyperplasia in RA.

## Linked entities

- **Genes:** IL18 (interleukin 18) [NCBI Gene 3606], NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548], GBP1 (guanylate binding protein 1) [NCBI Gene 2633], TNFSF10 (TNF superfamily member 10) [NCBI Gene 8743], BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581], BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596], Caspase1 (caspase-1) [NCBI Gene 692604], Casp3 (caspase 3) [NCBI Gene 12367]
- **Proteins:** IL18 (interleukin 18), NLRP3 (NLR family pyrin domain containing 3), GBP1 (guanylate binding protein 1), TNFSF10 (TNF superfamily member 10), BAX (BCL2 associated X, apoptosis regulator), BCL2 (BCL2 apoptosis regulator), Caspase1 (caspase-1), Casp3 (caspase 3)
- **Diseases:** rheumatoid arthritis (MONDO:0008383)

## Full-text entities

- **Genes:** VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, IL18 (interleukin 18) [NCBI Gene 3606] {aka IGIF, IL-18, IL-1g, IL1F4}, GSDMD (gasdermin D) [NCBI Gene 79792] {aka DF5L, DFNA5L, FKSG10, GSDMDC1}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, Bax (BCL2 associated X, apoptosis regulator) [NCBI Gene 24887], GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, Casp3 (caspase 3) [NCBI Gene 25402] {aka CPP32-beta, Lice, Yama}, Bcl2 (BCL2, apoptosis regulator) [NCBI Gene 24224] {aka Bcl-2}, Il18 (interleukin 18) [NCBI Gene 29197] {aka IL-1 gamma, IL-18}, IFI27 (interferon alpha inducible protein 27) [NCBI Gene 3429] {aka FAM14D, ISG12, ISG12A, P27}, ELANE (elastase, neutrophil expressed) [NCBI Gene 1991] {aka ELA2, GE, HLE, HNE, NE, PMN-E}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, Tlr8 (toll-like receptor 8) [NCBI Gene 684440], AIM2 (absent in melanoma 2) [NCBI Gene 9447] {aka PYHIN4}, Capn1 (calpain 1) [NCBI Gene 29153] {aka CANP 1, muCANP}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, PYCARD (PYD and CARD domain containing) [NCBI Gene 29108] {aka ASC, CARD5, TMS, TMS-1, TMS1}, Casp8 (caspase 8) [NCBI Gene 64044] {aka CASP-8}, Tnfsf10 (TNF superfamily member 10) [NCBI Gene 246775] {aka Tnlg6a, Trail}, Actb (actin, beta) [NCBI Gene 81822] {aka Actx}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Hmgb1 (high mobility group box 1) [NCBI Gene 25459] {aka Ac2-008, Hmg1}, GBP1 (guanylate binding protein 1) [NCBI Gene 2633] {aka hGBP1}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, Tnfrsf17 (TNF receptor superfamily member 17) [NCBI Gene 287034], Nfkb1 (nuclear factor kappa B subunit 1) [NCBI Gene 81736] {aka EBP-1, NF-kB, NFKB-p50, p50}, CASP1 (caspase 1) [NCBI Gene 834] {aka ICE, IL1BC, P45}, Casp1 (caspase 1) [NCBI Gene 25166] {aka Ice, Il1bc, p45}, BIRC3 (baculoviral IAP repeat containing 3) [NCBI Gene 330] {aka AIP1, API2, CIAP2, HAIP1, HIAP1, IAP-1}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, Tnf (tumor necrosis factor) [NCBI Gene 24835] {aka RATTNF, TNF-alpha, Tnfa}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548] {aka AGTAVPRL, AII, AVP, C1orf7, CIAS1, CLR1.1}, Tp53 (tumor protein p53) [NCBI Gene 24842] {aka Trp53, p53}, Gbp1 (guanylate binding protein 1) [NCBI Gene 304266], MAPK8 (mitogen-activated protein kinase 8) [NCBI Gene 5599] {aka JNK, JNK-46, JNK1, JNK1A2, JNK21B1/2, PRKM8}, TNFSF10 (TNF superfamily member 10) [NCBI Gene 8743] {aka APO2L, Apo-2L, CD253, TANCR, TL2, TNLG6A}, BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, Nlrp3 (NLR family, pyrin domain containing 3) [NCBI Gene 287362] {aka Cias1}, TRIM21 (tripartite motif containing 21) [NCBI Gene 6737] {aka RNF81, RO52, Ro/SSA, SSA, SSA1, TRIM21/Ro52}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}
- **Diseases:** joint tissue damage (MESH:D017695), sepsis (MESH:D018805), articular cartilage impairment (MESH:D002357), osteoarthritis (MESH:D010003), hyperplasia (MESH:D006965), weight gain (MESH:D015430), autoimmune disease (MESH:D001327), multiple organ failure (MESH:D009102), joint damage (MESH:D007592), AIA (MESH:D001169), bone erosion (MESH:D014077), Paw swelling (MESH:D004487), infection (MESH:D007239), inflammatory damage (MESH:D018746), tumor (MESH:D009369), synovitis (MESH:D013585), death (MESH:D003643), HFLS (MESH:C537419), pain (MESH:D010146), chronic inflammation (MESH:D007249), arthritis (MESH:D001168), RA (MESH:D001172)
- **Chemicals:** Glucose (MESH:D005947), PBS (MESH:D007854), eosin (MESH:D004801), PVDF (MESH:C024865), SDS (MESH:D012967), paraformaldehyde (MESH:C003043), isoflurane (MESH:D007530), LPS (MESH:D008070), Water (MESH:D014867), ATP (MESH:D000255), CO2 (MESH:D002245), Streptomycin (MESH:D013307), F-12 (MESH:C007782), nitrogen (MESH:D009584), EDTA (MESH:D004492), hematoxylin (MESH:D006416), oxygen (MESH:D010100), Penicillin (MESH:D010406), paraffin (MESH:D010232), AF0120 (-), H&amp;E (MESH:D006371)
- **Species:** Homo sapiens (human, species) [taxon 9606], Rattus norvegicus (brown rat, species) [taxon 10116], Mycobacterium tuberculosis (species) [taxon 1773]
- **Cell lines:** HFLS — Canis lupus familiaris (Dog), Spontaneously immortalized cell line (CVCL_AP75), LM22 — Homo sapiens (Human), Astrocytoma, Cancer cell line (CVCL_A1IU)

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12926709/full.md

## References

29 references — full list in the complete paper: https://tomesphere.com/paper/PMC12926709/full.md

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Source: https://tomesphere.com/paper/PMC12926709