1.Predictive value of NUF2 for prognosis and immunotherapy responses in pan-cancer.
Yaobin WANG ; Liuyan CHEN ; Yiling LUO ; Jiqing SHEN ; Sufang ZHOU
Journal of Southern Medical University 2025;45(1):137-149
OBJECTIVES:
To investigate the association of NUF2 expression with tumor prognosis and its regulatory role in tumor microenvironment.
METHODS:
We analyzed NUF2 expression, its prognostic value, and is immune-related functions across different cancer types using datasets from the Human Protein Atlas (HPA), TCGA, GTEx, CCLE, and TIMER. RT-qPCR, Western blotting, and immunohistochemistry were used to detect NUF2 expression in liver cancer cell lines and tissue and blood samples from patients with liver cancer. GO, KEGG, and GSEA analyses were conducted to explore the molecular mechanisms of NUF2 and its related genes, and a competitive endogenous RNA (ceRNA) network for NUF2 in liver cancer was constructed.
RESULTS:
NUF2 expression was upregulated in the tumor tissues of 27 cancers and was associated with clinical stages in several cancers. High NUF2 expressions were correlated with poor overall survival, disease-specific survival, progression-free survival, and disease-free survival of cancer patients. NUF2 expression levels were positively correlated with tumor mutational burden, microsatellite instability, infiltrating immune cells, immune cell marker genes and immune checkpoint genes in different cancers. RT-qPCR, Western blotting, and immunohistochemistry confirmed that NUF2 expression was upregulated in liver cancer cell lines and tumor tissues and blood samples of liver cancer patients, and was decreased significantly after operation. GO, KEGG and GSEA analyses indicated that NUF2 was involved in chromosome segregation and cell cycle and was associated with glycine, serine and threonine metabolism.
CONCLUSIONS
NUF2 expression is upregulated in 27 cancers and is associated with clinical stage and poor prognosis in some malignancies. NUF2 expression is closely correlated with immune cell infiltration in different cancers, suggesting its potential value for predicting immunotherapy response in these cancers.
Humans
;
Prognosis
;
Immunotherapy
;
Tumor Microenvironment
;
Liver Neoplasms/metabolism*
;
Cell Line, Tumor
;
Neoplasms/genetics*
;
Gene Expression Regulation, Neoplastic
;
Biomarkers, Tumor/genetics*
2.A pan-cancer analysis of PYCR1 and its predictive value for chemotherapy and immunotherapy responses in bladder cancer.
Yutong LI ; Xingyu SONG ; Ruixu SUN ; Xuan DONG ; Hongwei LIU
Journal of Southern Medical University 2025;45(4):880-892
OBJECTIVES:
To explore the potential of pyrroline-5-carboxylate reductase 1 (PYCR1) as a pan-cancer biomarker and investigate its expression, function, and clinical significance in bladder cancer (BLCA).
METHODS:
Bioinformatics analysis was conducted to evaluate the associations of PYCR1 with prognosis, immune microenvironment remodeling, tumor mutation burden (TMB), and microsatellite instability (MSI) in cancer patients. Using the TCGA-BLCA dataset, univariate and multivariate regression analyses were performed to assess the potential of PYCR1 as an independent prognostic risk factor for BLCA, and a clinical decision model was constructed. The IMvigor210 cohort was utilized to evaluate the potential of PYCR1 for independently predicting the efficacy of immunotherapy. The pRRophetic was employed to screen candidate chemotherapeutic agents for treating BLCA with high PYCR1 expression. The CMap-XSum algorithm and molecular docking techniques were used to explore and validate small molecule inhibitors of PYCR1.
RESULTS:
A high expression of PYCR1 was significantly associated with poor prognosis, immune cell infiltration, TMB and MSI in various tumors (r>0.3). PYCR1 was overexpressed in BLCA, and high PYCR1 expression was closely related to poor prognosis in BLCA patients (HR: 1.14, 95% CI: 1.02-1.68, P=0.006). The IC50 of the anti-cancer drugs cetuximab, 5-fluorouracil, and doxorubicin increased significantly in BLCA cell lines with high PYCR1 expressions (P<0.0001).
CONCLUSIONS
High PYCR1 expression is an independent risk factor for poor prognosis in BLCA patients and can serve as a significant indicator for clinical decision-making as well as a marker for predicting sensitivity to chemotherapeutic agents and the efficacy of immunotherapy.
Humans
;
Urinary Bladder Neoplasms/genetics*
;
Immunotherapy
;
Prognosis
;
Pyrroline Carboxylate Reductases/metabolism*
;
Biomarkers, Tumor/genetics*
;
delta-1-Pyrroline-5-Carboxylate Reductase
;
Microsatellite Instability
;
Tumor Microenvironment
;
Mutation
;
Computational Biology
;
Molecular Docking Simulation
3.High expression of ELFN1 is a prognostic biomarker and promotes proliferation and metastasis of colorectal cancer cells.
Kang WANG ; Haibin LI ; Jing YU ; Yuan MENG ; Hongli ZHANG
Journal of Southern Medical University 2025;45(7):1543-1553
OBJECTIVES:
To explore the correlation of ELFN1 expression level with prognosis of colorectal cancer and its regulatory role in colorectal cancer cell proliferation and metastasis.
METHODS:
We analyzed the expression levels of ELFN1 across 33 cancer types using publicly available databases and identified differential genes related to ELFN1 in colorectal cancer. Gene function annotation and enrichment analysis were used to identify the involved signaling pathways. Logistic analysis, Kaplan-Meier analysis and Cox regression analysis were performed to evaluate the correlation between ELFN1 expression and clinicopathological parameters and survival of colorectal cancer patients. qPCR and Western blotting were used to validate the expression levels of ELFN1 in different colorectal cancer cell lines and tissues, and Transwell and EDU experiments were carried out to assess the effect of ELFN1 knockdown on biological behaviors of SW480 cells.
RESULTS:
ELFN1 was highly expressed in 14 cancers, and its expression was significantly higher in colon cancer tissues than in adjacent tissues. A high expression of ELFN1 mRNA was associated with a poorer overall survival of colorectal cancer patients. Cox regression analysis indicated that ELFN1 expression was an independent prognostic factor for overall survival of the patients. ELFN1 was significantly enriched in tumor metastasis and proliferation and participated in several tumor signaling pathways. The colon cancer cell lines showed significantly higher expression levels of ELFN1 than normal cells, ELFN1 knockdown obviously inhibited proliferation and migration of SW480 cells in vitro.
CONCLUSIONS
ELFN1 is overexpressed in colorectal cancer and is associated with poor clinical prognosis of the patients. A high ELFN1 expression is associated with malignant phenotypes of colorectal cancer and promotes cancer cell proliferation and metastasis, suggesting its potential as a prognostic biomarker for colorectal cancer.
Humans
;
Colorectal Neoplasms/diagnosis*
;
Cell Proliferation
;
Prognosis
;
Cell Line, Tumor
;
Biomarkers, Tumor/metabolism*
;
Neoplasm Metastasis
;
Gene Expression Regulation, Neoplastic
;
Nerve Tissue Proteins/metabolism*
;
Female
;
Male
4.PDZ-binding kinase as a prognostic biomarker for pancreatic cancer: a pan-cancer analysis and validation in pancreatic adenocarcinoma cells.
Jinguo WANG ; Yang MA ; Zhaoxin LI ; Lifei HE ; Yingze HUANG ; Xiaoming FAN
Journal of Southern Medical University 2025;45(10):2210-2222
OBJECTIVES:
To investigate the prognostic significance of PDZ-binding kinase (PBK) in pan-cancer and its potential as a therapeutic target for pancreatic cancer.
METHODS:
PBK expression levels were investigated in 33 cancer types based on data from TCGA, GEO and CPTAC databases. RT-PCR and Western blotting were employed to examine PBK expression in clinical pancreatic cancer specimens and cell lines. The diagnostic and prognostic value of PBK in pancreatic cancer was evaluated using survival analysis, Cox regression analysis, ROC curve analysis, and clinical correlation studies. Gene enrichment and immune correlation analyses were conducted to explore the potential role of PBK in tumor microenvironment, and its correlation with drug sensitivity was investigated using GDSC and CTRP datasets. In pancreatic cancer BXPC-3 cells, the effects of lentivirus-mediated PBK knockdown on cell proliferation, migration, and invasion were examined using CCK-8, colony formation, and Transwell assays. The interaction between PBK and non-SMC condensin II complex subunit G2 (NCAPG2) was analyzed using co-immunoprecipitation and Western blotting.
RESULTS:
PBK was overexpressed in multiple cancer types, including pancreatic cancer. A high PBK expression was associated with a poor prognosis of the patients and correlated with immune infiltration and alterations in the tumor microenvironment. Elevated PBK expression was positively correlated with the sensitivity to MEK inhibitors (Trametinib) and EGFR inhibitors (Afatinib) but negatively with the sensitivity to Bcl-2 inhibitors (TW37) and niclosamide. In BXPC-3 cells, PBK knockdown significantly suppressed NCAPG2 expression and inhibited cell proliferation, migration, and invasion. Co-immunoprecipitation confirmed a direct binding between PBK and NCAPG2.
CONCLUSIONS
PBK is a key regulator of pancreatic cancer and interacts with NCAPG2 to promote tumor progression, suggesting its value as a potential biomarker and therapeutic target for pancreatic cancer.
Humans
;
Pancreatic Neoplasms/genetics*
;
Prognosis
;
Biomarkers, Tumor/genetics*
;
Cell Line, Tumor
;
Cell Proliferation
;
Adenocarcinoma/metabolism*
;
Tumor Microenvironment
;
Cell Movement
;
Mitogen-Activated Protein Kinase Kinases
8.CCDC97 influences the immune microenvironment and biological functions in HCC.
Lingling MO ; Xinyue WU ; Xiaohua PENG ; Chuang CHEN
Chinese Journal of Cellular and Molecular Immunology 2025;41(1):23-30
Objective To explore the clinical and immunological significance of CCDC97 in hepatocellular carcinoma (HCC). Methods Clinical data and RNA sequencing results from HCC patients were retrieved from TCGA and ICGC databases. Bioinformatics analysis and in vitro experiments were performed to investigate the role of CCDC97 in HCC. Results The expression level of CCDC97 was elevated in HCC patients and HCC cells, closely associated with pathological features and prognosis. CCDC97 was identified as a novel prognostic biomarker. It is linked to the spliceosome pathway, which is significantly active in tumors and potentially promotes carcinogenesis. CCDC97 is also highly expressed in various immune cells and is associated with microenvironment. Furthermore, knocking down CCDC97 in vitro suppressed cell migration, invasion, and proliferation. Conclusion CCDC97 plays a critical role in HCC progression and the immune microenvironment, making it a potential target for prognosis and therapeutic intervention.
Humans
;
Carcinoma, Hepatocellular/metabolism*
;
Liver Neoplasms/metabolism*
;
Tumor Microenvironment/genetics*
;
Cell Movement/genetics*
;
Cell Proliferation
;
Prognosis
;
Cell Line, Tumor
;
Gene Expression Regulation, Neoplastic
;
Biomarkers, Tumor/genetics*
;
Male
9.Sialyltransferase ST3GAL1 promotes malignant progression in glioma.
Zihao ZHAO ; Wenjing ZHENG ; Lingling ZHANG ; Wenjie SONG ; Tao WANG
Chinese Journal of Cellular and Molecular Immunology 2025;41(4):308-317
Objective To investigate the clinical relevance and diagnostic or prognostic value of ST3β-galactoside α-2, 3-sialyltransferase 1 (ST3GAL1) in glioma and to confirm its role in promoting malignant phenotypes. Methods Using data from The Cancer Genome Atlas (TCGA) database, we analyzed the correlation between ST3GAL1 expression levels in glioma and clinical parameters to evaluate its diagnostic and prognostic value. The impact of ST3GAL1 on malignant phenotypes of glioma cells-including proliferation, cell cycle progression, apoptosis, and invasion was further validated through ST3GAL1 knockdown experiments. Results The expression level of ST3GAL1 was significantly higher in glioma tissues compared to healthy brain tissues and showed a strong correlation with clinical characteristics of glioma patients. Survival analysis and receiver operating characteristic (ROC) curve demonstrated that ST3GAL1 could serve as a potential diagnostic and prognostic biomarker for glioma. Knockdown of ST3GAL1 suppressed proliferation, invasion, and migration capabilities of glioma cell lines, and induced G1-phase cell cycle arrest. Conclusion ST3GAL1 promotes malignant phenotypes in glioma and plays a critical role in its malignant progression, suggesting its potential as a biomarker for glioma diagnosis and prognosis.
Humans
;
Sialyltransferases/metabolism*
;
Glioma/diagnosis*
;
Cell Proliferation/genetics*
;
Cell Line, Tumor
;
Brain Neoplasms/enzymology*
;
beta-Galactoside alpha-2,3-Sialyltransferase
;
Disease Progression
;
Prognosis
;
Cell Movement/genetics*
;
Apoptosis/genetics*
;
Male
;
Female
;
Gene Expression Regulation, Neoplastic
;
Biomarkers, Tumor/metabolism*
;
Middle Aged
10.The expression characteristics of TXN in pan cancer and its impact on tumor immunity and prognosis.
Annan SUN ; Luna SUN ; Hao WU ; Pu LI
Chinese Journal of Cellular and Molecular Immunology 2025;41(8):706-716
Objective TXN is a thioredoxin (TXN) that participates in many redox reactions and plays a crucial role in various signaling pathways. However, the role of TXN in many cancers is still unclear. The objective of this study is to investigate and visualize the diagnostic, prognostic, and immunological implications of TXN expression across various cancer types. Methods The clinical data were downloaded from the cancer genome mapping project(TCGA) database to analyze the expression level of TXN in pan cancer, and the expression level was preliminarily verified by human protein mapping (HPA)(https://www.proteinatlas.org/)database. The ESTIMATE algorithm and CIBERSORT algorithm were applied to calculate the correlation between TXN expression and immune cell infiltration. The correlation between TXN and microsatellite instability (MSI) and tumor mutation burden (TMB) was analyzed using Spearman method. Gene Set Enrichment Analysis (GSEA) is used for gene biology functional analysis and sensitivity analysis of genes to pan cancer therapeutic drugs. Results TXN is highly expressed in most malignant tumors. The high expression of TXN is associated with overall survival (OS), disease-specific survival (DSS), disease-free interval (DFI), and progression free interval (PFI) in various cancers. Moreover, TXN expression is associated with TMB, MSI, tumor microenvironment, chemotherapy sensitivity and so on. Conclusion TXN may become a potential prognostic biomarker in pan cancer, providing strong theoretical basis for future tumor diagnosis and prognosis judgment. The retinoic acid-inducible gene-I (RIG-I)-like receptor signaling pathway, Toll-like receptor (TLR) signaling pathway, and nucleotide binding oligomerization domain (NOD)-like receptor signaling pathway may be crucial pathways through which TXN influences tumor immunity.
Humans
;
Prognosis
;
Neoplasms/diagnosis*
;
Thioredoxins/metabolism*
;
Microsatellite Instability
;
Gene Expression Regulation, Neoplastic
;
Biomarkers, Tumor/genetics*
;
Mutation
;
Tumor Microenvironment

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