# ECM remodeling-associated immune signatures and hub proteins: predictive markers and therapeutic targets for metastatic gastric cancer

**Authors:** Xinyue Hu, Kai Zhao, Yaoqiang Shi, Zhongjian Liu, Yi Sun

PMC · DOI: 10.3389/fimmu.2026.1765095 · Frontiers in Immunology · 2026-02-06

## TL;DR

This study explores how changes in the extracellular matrix affect gastric cancer metastasis and identifies key proteins that could be used for treatment.

## Contribution

The study identifies hub proteins and tumor cell subtypes linked to gastric cancer metastasis through proteomics and single-cell RNA sequencing.

## Key findings

- 282 prognosis-related differential proteins were identified, including 77 extracellular matrix proteins.
- Four core hub proteins were identified using network centrality measures.
- RPS29 was validated as a functional protein in gastric cancer metastasis.

## Abstract

Gastric cancer (GC) remains one of the most prevalent malignancies worldwide. A growing number of studies have identified the extracellular matrix (ECM) as a key regulator in gastric cancer development and metastasis. Gastric cancer cells interact with the ECM, modifying its composition and structure, thereby promoting tumor invasiveness and metastatic ability. However, the specific molecular mechanisms underlying these processes remain poorly understood.

In this study, we identified metastasis-related hub proteins in the extracellular matrix by proteomics, explored the differentiation trajectories of tumor cells at the single-cell levelidentified metastasis-related trajectories and metastasis-associated tumor cell subtypes, and experimentally verified the roles and mechanisms by which metastasis-associated ECM proteins regulate the migration and invasion of gastric cancer cells.

Our proteomic analysis revealed 282 prognosis-related differential proteins between gastric cancer metastasis-free and metastasis-associated groups, including 77 extracellular matrix proteins. We constructed a protein-protein interaction (PPI) network and identified four core hub proteins using network centrality measures. Single-cell RNA sequencing provided a detailed landscape of gastric cancer cells, enabling exploration of the expression patterns of these hub proteins across different cell subtypes. Trajectory analysis uncovered distinct pathways associated with tumor metastasis and highlighted the regulatory roles of hub proteins in this process. We identified two key tumor cell subtypes critical for metastasis, and through cell communication analysis, identified significantly enriched pathways linked to metastatic progression. In vitro experiments further validated the functional role of Ribosomal Protein S29(RPS29) in the metastatic mechanisms of gastric cancer cells.

This study not only reveals the complexity of ECM remodeling in the microenvironment of gastric cancer but also provides new perspectives and potential targets for future gastric cancer treatment and brings opportunities for the development of new therapeutics, which are expected to overcome the challenge of cancer metastasis.

## Linked entities

- **Proteins:** RPS29 (ribosomal protein S29)
- **Diseases:** gastric cancer (MONDO:0001056)

## Full-text entities

- **Genes:** DDIT3 (DNA damage inducible transcript 3) [NCBI Gene 1649] {aka AltDDIT3, C/EBPzeta, CEBPZ, CHOP, CHOP-10, CHOP10}, MKI67 (marker of proliferation Ki-67) [NCBI Gene 4288] {aka KIA, MIB-, MIB-1, PPP1R105}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, RETN (resistin) [NCBI Gene 56729] {aka ADSF, FIZZ3, RENT, RETN1, RSTN, XCP1}, BACH2 (BACH transcriptional regulator 2) [NCBI Gene 60468] {aka BTBD25, IMD60}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725] {aka AP-1, AP1, c-Jun, cJUN, p39}, SRC (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 6714] {aka ASV, SRC1, THC6, c-SRC, p60-Src}, PROM1 (prominin 1) [NCBI Gene 8842] {aka AC133, CD133, CORD12, MCDR2, MSTP061, PROML1}, SLC7A11 (solute carrier family 7 member 11) [NCBI Gene 23657] {aka CCBR1, xCT}, CD44 (CD44 molecule (IN blood group)) [NCBI Gene 960] {aka CDW44, CSPG8, ECM-III, ECMR-III, H-CAM, HCELL}, BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, NR2F6 (nuclear receptor subfamily 2 group F member 6) [NCBI Gene 2063] {aka EAR-2, EAR2, ERBAL2}, VIM (vimentin) [NCBI Gene 7431], SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, RSS [NCBI Gene 140821], EGR1 (early growth response 1) [NCBI Gene 1958] {aka AT225, G0S30, KROX-24, NGFI-A, TIS8, ZIF-268}, KLF2 (KLF transcription factor 2) [NCBI Gene 10365] {aka LKLF}, ULK1 (unc-51 like autophagy activating kinase 1) [NCBI Gene 8408] {aka ATG1, ATG1A, UNC51, Unc51.1, hATG1}, BLNK (B cell linker) [NCBI Gene 29760] {aka AGM4, BASH, BLNK-S, LY57, SLP-65, SLP65}, TCF7L2 (transcription factor 7 like 2) [NCBI Gene 6934] {aka TCF-4, TCF4}, RPS15 (ribosomal protein S15) [NCBI Gene 6209] {aka RIG, S15, uS19}, IQGAP1 (IQ motif containing GTPase activating protein 1) [NCBI Gene 8826] {aka HUMORFA01, SAR1, p195}, PRKAB1 (protein kinase AMP-activated non-catalytic subunit beta 1) [NCBI Gene 5564] {aka AMPK, HAMPKb}, SCGN (secretagogin, EF-hand calcium binding protein) [NCBI Gene 10590] {aka CALBL, DJ501N12.8, SECRET, SEGN, setagin}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, USP1 (ubiquitin specific peptidase 1) [NCBI Gene 7398] {aka UBP}, CREB3L1 (cAMP responsive element binding protein 3 like 1) [NCBI Gene 90993] {aka C16DELp11.2, DEL16p11.2, OASIS, OI16}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, RAP1A (RAP1A, member of RAS oncogene family) [NCBI Gene 5906] {aka C21KG, G-22K, KREV-1, KREV1, RAP1, SMGP21}, CALM1 (calmodulin 1) [NCBI Gene 801] {aka CALML2, CAM2, CAM3, CAMB, CAMC, CAMI}, EHF (ETS homologous factor) [NCBI Gene 26298] {aka ESE3, ESE3B, ESEJ}, TFAP2A (transcription factor AP-2 alpha) [NCBI Gene 7020] {aka AP-2, AP-2alpha, AP2TF, BOFS, TFAP2}, SH3GL1 (SH3 domain containing GRB2 like 1, endophilin A2) [NCBI Gene 6455] {aka CNSA1, EEN, SH3D2B, SH3P8}, CDH2 (cadherin 2) [NCBI Gene 1000] {aka ACOGS, ADHD8, ARVD14, CD325, CDHN, CDw325}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, RPS27 (ribosomal protein S27) [NCBI Gene 6232] {aka DBA17, MPS-1, MPS1, S27, eS27}, CASP8 (caspase 8) [NCBI Gene 841] {aka ALPS2B, CAP4, Casp-8, FLICE, MACH, MCH5}, PTK2 (protein tyrosine kinase 2) [NCBI Gene 5747] {aka FADK, FADK 1, FAK, FAK1, FRNK, PPP1R71}, NUPR1 (nuclear protein 1, transcriptional regulator) [NCBI Gene 26471] {aka COM1, P8}, NAMPT (nicotinamide phosphoribosyltransferase) [NCBI Gene 10135] {aka 1110035O14Rik, PBEF, PBEF1, VF, VISFATIN}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, ELN (elastin) [NCBI Gene 2006] {aka ADCL1, SVAS, WBS, WS}, EPM2A (EPM2A glucan phosphatase, laforin) [NCBI Gene 7957] {aka EPM2, MELF, MELF2}, GPX4 (glutathione peroxidase 4) [NCBI Gene 2879] {aka GPx-4, GSHPx-4, MCSP, PHGPx, SMDS, snGPx}, CD22 (CD22 molecule) [NCBI Gene 933] {aka SIGLEC-2, SIGLEC2}, ABCD1 (ATP binding cassette subfamily D member 1) [NCBI Gene 215] {aka ABC42, ALD, ALDP, AMN}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CLEC4D (C-type lectin domain family 4 member D) [NCBI Gene 338339] {aka CD368, CLEC-6, CLEC6, CLECSF8, Dectin-3, MCL}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, RGS4 (regulator of G protein signaling 4) [NCBI Gene 5999] {aka RGP4, SCZD9}, RPS6 (ribosomal protein S6) [NCBI Gene 6194] {aka S6, eS6}, RPS29 (ribosomal protein S29) [NCBI Gene 6235] {aka DBA13, S29, uS14}, RPS3 (ribosomal protein S3) [NCBI Gene 6188] {aka S3, uS3}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, EPCAM (epithelial cell adhesion molecule) [NCBI Gene 4072] {aka Ber-Ep4, BerEp4, DIAR5, EGP-2, EGP314, EGP40}, APOB (apolipoprotein B) [NCBI Gene 338] {aka FCHL2, FLDB, LDLCQ4, apoB-100, apoB-48}
- **Diseases:** osteosarcoma (MESH:D012516), inflammatory (MESH:D007249), PDAC (MESH:D021441), prostate cancer (MESH:D011471), esophageal squamous cell carcinoma (MESH:D000077277), lung cancer (MESH:D008175), chromosomal abnormalities (MESH:D002869), cancers (MESH:D009369), cerebral ischemia (MESH:D002545), oral cancer (MESH:D009062), cholangiocarcinoma (MESH:D018281), carcinogenesis (MESH:D063646), GC (MESH:D013274), colon cancer (MESH:D015179), invasive cancer (MESH:D009362), reperfusion injury (MESH:D015427), ESTROGEN (MESH:D056828), breast cancer (MESH:D001943), triple-negative (MESH:D064726), clear cell renal cell carcinoma (MESH:D002292), glioblastoma (MESH:D005909)
- **Chemicals:** HCl (MESH:D006851), SDS (MESH:D012967), Ham's F-12 medium (-), crystal violet (MESH:D005840), paraformaldehyde (MESH:C003043), erlotinib (MESH:D000069347), CO2 (MESH:D002245), TRIFLUOPERAZINE (MESH:D014268), PVDF (MESH:C024865)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Mycoplasma (genus) [taxon 2093], Homo sapiens (human, species) [taxon 9606], Rattus norvegicus (brown rat, species) [taxon 10116]
- **Cell lines:** MKN45 — Homo sapiens (Human), Gastric adenocarcinoma, Cancer cell line (CVCL_0434), GES-1 — Homo sapiens (Human), Transformed cell line (CVCL_EQ22), AGS — Homo sapiens (Human), Gastric adenocarcinoma, Cancer cell line (CVCL_0139), HES-1 — Homo sapiens (Human), Embryonic stem cell (CVCL_D092), HGC27 — Homo sapiens (Human), Gastric carcinoma, Cancer cell line (CVCL_1279)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12920572/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920572/full.md

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Source: https://tomesphere.com/paper/PMC12920572