# Adverse clinical outcomes and immunosuppressive microenvironment of RHO-GTPase activation pattern in hepatocellular carcinoma

**Authors:** Qi Yang, Zewei Zhuo, Xinqi Qiu, Ruibang Luo, Kehang Guo, Huihuan Wu, Rui Jiang, Jingwei Li, Qizhou Lian, Pengfei Chen, Weihong Sha, Hao Chen

PMC · DOI: 10.1186/s12967-024-04926-0 · 2024-01-31

## TL;DR

This study shows that a high Rho GTPase-related gene score in liver cancer is linked to worse survival and a less responsive immune environment, suggesting potential for personalized treatment strategies.

## Contribution

The RGPRG score is introduced as a novel gene-based predictor of survival and immunotherapy response in hepatocellular carcinoma.

## Key findings

- High RGPRG score correlates with worse survival and increased immunosuppressive cells in HCC patients.
- Low RGPRG score is associated with immune-active tumor microenvironment and better immunotherapy outcomes.
- RGPRG score is linked to survival in 27 other cancers and inhibits HCC cell growth when targeting SFN.

## Abstract

Emerging evidence suggests that Rho GTPases play a crucial role in tumorigenesis and metastasis, but their involvement in the tumor microenvironment (TME) and prognosis of hepatocellular carcinoma (HCC) is not well understood.

We aim to develop a tumor prognosis prediction system called the Rho GTPases-related gene score (RGPRG score) using Rho GTPase signaling genes and further bioinformatic analyses.

Our work found that HCC patients with a high RGPRG score had significantly worse survival and increased immunosuppressive cell fractions compared to those with a low RGPRG score. Single-cell cohort analysis revealed an immune-active TME in patients with a low RGPRG score, with strengthened communication from T/NK cells to other cells through MIF signaling networks. Targeting these alterations in TME, the patients with high RGPRG score have worse immunotherapeutic outcomes and decreased survival time in the immunotherapy cohort. Moreover, the RGPRG score was found to be correlated with survival in 27 other cancers. In vitro experiments confirmed that knockdown of the key Rho GTPase-signaling biomarker SFN significantly inhibited HCC cell proliferation, invasion, and migration.

This study provides new insight into the TME features and clinical use of Rho GTPase gene pattern at the bulk-seq and single-cell level, which may contribute to guiding personalized treatment and improving clinical outcome in HCC.

The online version contains supplementary material available at 10.1186/s12967-024-04926-0.

## Linked entities

- **Genes:** SFN (stratifin) [NCBI Gene 2810]
- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256)

## Full-text entities

- **Genes:** PRC1 (protein regulator of cytokinesis 1) [NCBI Gene 9055] {aka ASE1, MAP65}, HRAS (HRas proto-oncogene, GTPase) [NCBI Gene 3265] {aka C-BAS/HAS, C-H-RAS, C-HA-RAS1, CTLO, H-RASIDX, HAMSV}, ARHGEF38 (Rho guanine nucleotide exchange factor 38) [NCBI Gene 54848], CENPU (centromere protein U) [NCBI Gene 79682] {aka CENP50, CENPU50, KLIP1, MLF1IP, PBIP1}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, RHO (rhodopsin) [NCBI Gene 6010] {aka CSNBAD1, OPN2, RP4}, CENPF (centromere protein F) [NCBI Gene 1063] {aka CENF, CILD31, PRO1779, STROMS, hcp-1}, DEPDC7 (DEP domain containing 7) [NCBI Gene 91614] {aka TR2, dJ85M6.4}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, CENPM (centromere protein M) [NCBI Gene 79019] {aka C22orf18, CENP-M, PANE1}, CENPA (centromere protein A) [NCBI Gene 1058] {aka CENP-A, CenH3}, CYP4F3 (cytochrome P450 family 4 subfamily F member 3) [NCBI Gene 4051] {aka CPF3, CYP4F, CYPIVF3, LTB4H}, RAC1 (Rac family small GTPase 1) [NCBI Gene 5879] {aka MIG5, MRD48, Rac-1, TC-25, p21-Rac1}, CD44 (CD44 molecule (IN blood group)) [NCBI Gene 960] {aka CDW44, CSPG8, ECM-III, ECMR-III, H-CAM, HCELL}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, ARHGEF26 (Rho guanine nucleotide exchange factor 26) [NCBI Gene 26084] {aka CSGEF, HMFN1864, SGEF}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, SYDE2 (synapse defective Rho GTPase homolog 2) [NCBI Gene 84144], YWHAQ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein theta) [NCBI Gene 10971] {aka 14-3-3, 1C5, HS1}, TNFRSF8 (TNF receptor superfamily member 8) [NCBI Gene 943] {aka CD30, D1S166E, Ki-1}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, CFL1 (cofilin 1) [NCBI Gene 1072] {aka CFL, HEL-S-15, cofilin}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, TSC1 (TSC complex subunit 1) [NCBI Gene 7248] {aka LAM, TSC}, CXCR4 (C-X-C motif chemokine receptor 4) [NCBI Gene 7852] {aka CD184, D2S201E, FB22, HM89, HSY3RR, LCR1}, IQGAP3 (IQ motif containing GTPase activating protein 3) [NCBI Gene 128239], SGO2 (shugoshin 2) [NCBI Gene 151246] {aka SGOL2, TRIPIN}, PAK1 (p21 (RAC1) activated kinase 1) [NCBI Gene 5058] {aka IDDMSSD, PAKalpha, alpha-PAK, p65-PAK}, AURKB (aurora kinase B) [NCBI Gene 9212] {aka AIK2, AIM-1, AIM1, ARK-2, ARK2, AurB}, REXO2 (RNA exonuclease 2) [NCBI Gene 25996] {aka CGI-114, REX2, RFN, SFN}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, CDC20 (cell division cycle 20) [NCBI Gene 991] {aka CDC20A, OOMD14, OZEMA14, bA276H19.3, p55CDC}, ECT2 (epithelial cell transforming 2) [NCBI Gene 1894] {aka ARHGEF31}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, CDCA8 (cell division cycle associated 8) [NCBI Gene 55143] {aka BOR, BOREALIN, DasraB, MESRGP}, SFN (stratifin) [NCBI Gene 2810] {aka YWHAS}, RHOA (ras homolog family member A) [NCBI Gene 387] {aka ARH12, ARHA, EDFAOB, RHO12, RHOH12}, ARHGAP11A (Rho GTPase activating protein 11A) [NCBI Gene 9824] {aka GAP (1-12)}, KIF18A (kinesin family member 18A) [NCBI Gene 81930] {aka MS-KIF18A, PPP1R99}, CD74 (CD74 molecule) [NCBI Gene 972] {aka CLIP, DHLAG, HLADG, II, Ia-GAMMA, p33}, CYBB (cytochrome b-245 beta chain) [NCBI Gene 1536] {aka AMCBX2, CGD, CGDX, GP91-1, GP91-PHOX, GP91PHOX}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CENPE (centromere protein E) [NCBI Gene 1062] {aka CENP-E, KIF10, MCPH13, PPP1R61}, BUB1B (BUB1 mitotic checkpoint serine/threonine kinase B) [NCBI Gene 701] {aka BUB1beta, BUBR1, Bub1A, MAD3L, MVA1, SSK1}
- **Diseases:** TNM (MESH:D008207), TGCT (MESH:C563236), ALL (MESH:D054198), death (MESH:D003643), HCC (MESH:D006528), breast cancer (MESH:D001943), and coagulation (MESH:D001778), Tumor Immune Dysfunction (MESH:D007154), PR (MESH:D008151), ESCC (MESH:D000077277), Dysfunction (MESH:D006331), PD (MESH:D010300), primary immunodeficiency (MESH:D000081207), KICH (MESH:D007674), Cervical Adenosquamous (MESH:D018196), Pan-cancer (MESH:D009369), metastasis (MESH:D009362), tumorigenesis (MESH:D063646), bladder cancer (MESH:D001749), SD (MESH:D012735), colon cancer metastasis (MESH:D015179), DLBC (MESH:D016403), lymphoma (MESH:D008223), immunodeficiency (MESH:D007153), II (MESH:C537730), USC (MESH:D002296)
- **Chemicals:** retinol (MESH:D014801), AZD.0530 (MESH:C515233), SDS (MESH:D012967), CEP.701 (MESH:C119379), Etoposide (MESH:D005047), PVDF (MESH:C024865), Imatinib (MESH:D000068877), fatty acid (MESH:D005227), Erlotinib (MESH:D000069347), BI.2536 (MESH:C518477), BMS.708163 (MESH:C554092), Crystal violet (MESH:D005840), GW843682X (MESH:C524135), ABT.888 (MESH:C521013), Dulbecco's Modified Eagle Medium (-), PD.173074 (MESH:C115711), threonine (MESH:D013912), A.443654 (MESH:C504035), penicillin (MESH:D010406), Bicinchoninic Acid (MESH:C047117), CO2 (MESH:D002245), Gemcitabine (MESH:D000093542), streptomycin (MESH:D013307), LFM.A13 (MESH:C118451), AMG.706 (MESH:C000625785), lipid (MESH:D008055), CCT007093 (MESH:C000591540), Rapamycin (MESH:D020123)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** G2022030047L
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), HCCLM3 — Homo sapiens (Human), Adult hepatocellular carcinoma, Cancer cell line (CVCL_6832), SK-Hep-1 — Homo sapiens (Human), Liver and intrahepatic bile duct epithelial neoplasm, Cancer cell line (CVCL_0525), SMMC7721 — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_0534), HepG2 — Homo sapiens (Human), Hepatoblastoma, Cancer cell line (CVCL_0027), Hep3B — Homo sapiens (Human), Childhood hepatocellular carcinoma, Cancer cell line (CVCL_0326), Huh7 — Homo sapiens (Human), Adult hepatocellular carcinoma, Cancer cell line (CVCL_0336), L02 — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_6926)

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC10832138/full.md

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Source: https://tomesphere.com/paper/PMC10832138