1.Progress of scRNA-seq technology in nasopharyngeal carcinoma research.
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(9):889-893
Nasopharyngeal carcinoma(NPC) is a distinct type of head and neck cancer closely associated with Epstein-Barr virus(EBV) infection and exhibits significant geographic variations in its incidence. Despite recent advancements in radiotherapy techniques and precision medicine for NPC, the overall survival rate remains unsatisfactory due to tumor metastasis, recurrence, and drug resistance. Single-cell RNA sequencing(scRNA-seq) is an emerging technology that allows for the analysis of gene expression at single-cell resolution, providing a clearer understanding of tumor cell subpopulations, the evolutionary trajectory of tumor cells, and the functional roles and interactions of cells within the tumor microenvironment. This provides new ideas for the development of precision medicine in NPC. Here, we review the applications of scRNA-seq in exploring the mechanisms of NPC pathogenesis, tumor heterogeneity, the tumor microenvironment, drug resistance, and therapeutic response.
Humans
;
Nasopharyngeal Neoplasms/genetics*
;
Tumor Microenvironment
;
Nasopharyngeal Carcinoma
;
Single-Cell Analysis
;
Sequence Analysis, RNA
;
Precision Medicine
;
Drug Resistance, Neoplasm
;
Epstein-Barr Virus Infections
;
Herpesvirus 4, Human
;
Single-Cell Gene Expression Analysis
2.Circadian genes CLOCK and BMAL1 in cancer: mechanistic insights and therapeutic strategies.
Yuli SHEN ; Yuqian ZHAO ; Xue SUN ; Guimei JI ; Daqian XU ; Zheng WANG
Journal of Zhejiang University. Science. B 2025;26(10):935-948
The circadian clock is a highly conserved timekeeping system in organisms, which maintains physiological homeostasis by precisely regulating periodic fluctuations in gene expression. Substantial clinical and experimental evidence has established a close association between circadian rhythm disruption and the development of various malignancies. Research has revealed characteristic alterations in the circadian gene expression profiles in tumor tissues, primarily manifested as a dysfunction of core clock components (particularly circadian locomotor output cycles kaput (CLOCK) and brain and muscle ARNT-like 1 (BMAL1)) and the widespread dysregulation of their downstream target genes. Notably, CLOCK demonstrates non-canonical oncogenic functions, including epigenetic regulation via histone acetyltransferase activity and the circadian-independent modulation of cancer pathways. This review systematically elaborates on the oncogenic mechanisms mediated by CLOCK/BMAL1, encompassing multidimensional effects such as cell cycle control, DNA damage response, metabolic reprogramming, and tumor microenvironment (TME) remodeling. Regarding the therapeutic strategies, we focus on cutting-edge approaches such as chrononutritional interventions, chronopharmacological modulation, and treatment regimen optimization, along with a discussion of future perspectives. The research breakthroughs highlighted in this work not only deepen our understanding of the crucial role of circadian regulation in cancer biology but also provide novel insights for the development of chronotherapeutic oncology, particularly through targeting the non-canonical functions of circadian proteins to develop innovative anti-cancer strategies.
Humans
;
ARNTL Transcription Factors/physiology*
;
Neoplasms/therapy*
;
CLOCK Proteins/physiology*
;
Circadian Clocks/genetics*
;
Animals
;
Circadian Rhythm/genetics*
;
Tumor Microenvironment
;
Epigenesis, Genetic
;
Gene Expression Regulation, Neoplastic
3.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*
4.High expression of hexokinase 2 promotes proliferation, migration and invasion of colorectal cancer cells by activating the JAK/STAT pathway and regulating tumor immune microenvironment.
Journal of Southern Medical University 2025;45(3):542-553
OBJECTIVES:
To explore the expression of hexokinase 2 (HK2) in colorectal cancer (CRC) and its possible mechanisms for regulating tumor cell behaviors and tumor immune microenvironment.
METHODS:
We analyzed HK2 expression in CRC and its impact on patient prognosis and tumor immune microenvironment using public databases. HK2 expression was also examined in 8 CRC and paired adjacent tissues using immunohistochemistry, Western blotting and RT-qPCR. In cultured CRC cell lines CT26 and HCT116 with low HK2 expression, the effects of lentivirus-mediated HK2 overexpression and JAK/STAT3 inhibitors on cell proliferation, migration, and invasion were assessed using CCK-8 assay, colony formation assay and Transwell assay and in a subcutaneous tumor-bearing mouse model; the changes were also observed in MC38 and CACO2 cells with high HK2 expressions following treatment with HK2 inhibitor 3-BP. Western blotting was performed to verify the relationship between HK2 and JAK/STAT signaling pathway protein expressions.
RESULTS:
Informatics analyses suggested that HK2 expression was significantly higher in CRC tissues than in adjacent tissues (P<0.001), and patients with high HK2 expressions had worse prognosis (P=0.09). In the 8 clinical CRC tissues, HK2 expressions were significantly higher in the tumor tissues than in the adjacent tissues (P<0.01). In CT26 and HCT116 cells, HK2 overexpression significantly enhanced cell proliferation, migration and invasion, while in HK2-overexpressing MC38 and CACO2 cells, inhibiting HK2 with 3-BP strongly suppressed these changes. HK2 overexpression promoted STAT3 phosphorylation, and JAK/STAT3 inhibitors effectively suppressed tumor cell proliferation, migration and invasion. TIMER and MCPcounter analyses indicated correlations between HK2 and immune cells, and TCGA and GEO analyses suggested significant positive correlations between HK2 and the immune checkpoints including PDCD1.
CONCLUSIONS
HK2 is upregulated in CRC to promote tumor cell proliferation, migration and invasion possibly by activating the JAK-STAT signaling pathway and modulating tumor immune microenvironment.
Humans
;
Colorectal Neoplasms/metabolism*
;
Cell Proliferation
;
Hexokinase/genetics*
;
Tumor Microenvironment
;
Cell Movement
;
Signal Transduction
;
Animals
;
STAT3 Transcription Factor/metabolism*
;
Mice
;
Neoplasm Invasiveness
;
Cell Line, Tumor
;
Janus Kinases/metabolism*
;
HCT116 Cells
;
Caco-2 Cells
5.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
6.WW domain-containing ubiquitin E3 ligase 1 regulates immune infiltration in tumor microenvironment of ovarian cancer.
Xiaojuan GUO ; Ruijuan DU ; Liping CHEN ; Kelei GUO ; Biao ZHOU ; Hua BIAN ; Li HAN
Journal of Southern Medical University 2025;45(5):1063-1073
OBJECTIVES:
To explore the association of the expression of WW domain-containing ubiquitin E3 ligase 1 (WWP1) with immune infiltration in tumor microenvironment (TME) of ovarian cancer.
METHODS:
Ovarian cancer patient data from The Cancer Genome Atlas (TCGA) were used to analyze the association of WWP1 expression with patient prognosis. TISCH2 was utilized to analyze the changes in immune cell subtypes in TME of metastatic tumor and after chemotherapy. The impact of WWP1 on immune cell infiltration, somatic copy number alterations of WWP1 and evolution of immune cell subtypes was evaluated using TIMER and TIGER pseudo-time analysis. A deep learning model was used to analyze TCGA pathological images to investigate the effect of WWP1 on TME of ovarian cancer. RNA-seq analysis was conducted to identify the differentially expressed genes in WWP1-overexpressing SKOV3 cells and validate immune infiltration. Multicolor immunofluorescence assay was used to analyze the immune markers in SKOV3 and SKOV3/DDP cell xenografts in nude mice.
RESULTS:
The patients with high WWP1 expression levels had significantly lower overall survival rate (P=0.0012). High WWP1 expression levels and Stage IV disease were both associated with a poor prognosis (P<0.05). In metastatic ovarian cancer or after chemotherapy, the percentages of malignant tumor cells and tumor-associated fibroblasts increased in the TME, accompanied by elevated WWP1 levels. WWP1 expression level was positively correlated with pro-tumorigenic immunosuppressive cells (r=0.1323-0.3955, P<0.05) and negatively with tumor-inhibiting immune cells (r=-0.1949- -0.1333, P<0.05). Specific copy number alterations of WWP1 also influenced CD8+ T cell percentage and neutrophil infiltration levels in the TME. RNA-seq analysis of WWP1-overexpressing SKOV3 cells and immunofluorescence assay of the tumor-bearing mice yielded findings consistent with those of bioinformatics analysis.
CONCLUSIONS
WWP1 may serve as a prognostic biomarker and a potential target for immune regulation in the TME of ovarian cancer.
Female
;
Ovarian Neoplasms/genetics*
;
Humans
;
Ubiquitin-Protein Ligases/metabolism*
;
Tumor Microenvironment/immunology*
;
Animals
;
Mice
;
Cell Line, Tumor
;
Mice, Nude
;
Prognosis
;
Gene Expression Regulation, Neoplastic
7.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.Single-cell and spatial transcriptomics reveals an anti-tumor neutrophil subgroup in microwave thermochemotherapy-treated lip cancer.
Bingjun CHEN ; Huayang FAN ; Xin PANG ; Zeliang SHEN ; Rui GAO ; Haofan WANG ; Zhenwei YU ; Tianjiao LI ; Mao LI ; Yaling TANG ; Xinhua LIANG
International Journal of Oral Science 2025;17(1):40-40
Microwave thermochemotherapy (MTC) has been applied to treat lip squamous cell carcinoma (LSCC), but a deeper understanding of its therapeutic mechanisms and molecular biology is needed. To address this, we used single-cell transcriptomics (scRNA-seq) and spatial transcriptomics (ST) to highlight the pivotal role of tumor-associated neutrophils (TANs) among tumor-infiltrating immune cells and their therapeutic response to MTC. MNDA+ TANs with anti-tumor activity (N1-phenotype) are found to be abundantly infiltrated by MTC with benefit of increased blood perfusion, and these TANs are characterized by enhanced cytotoxicity, ameliorated hypoxia, and upregulated IL1B, activating T&NK cells and fibroblasts via IL1B-IL1R. In this highly anti-tumor immunogenic and hypoxia-reversed microenvironment under MTC, fibroblasts accumulated in the tumor front (TF) can recruit N1-TANs via CXCL2-CXCR2 and clear N2-TANs (pro-tumor phenotype) via CXCL12-CXCR4, which results in the aggregation of N1-TANs and extracellular matrix (ECM) deposition. In addition, we construct an N1-TANs marker, MX2, which positively correlates with better prognosis in LSCC patients, and employ deep learning techniques to predict expression of MX2 from hematoxylin-eosin (H&E)-stained images so as to conveniently guide decision making in clinical practice. Collectively, our findings demonstrate that the N1-TANs/fibroblasts defense wall formed in response to MTC effectively combat LSCC.
Humans
;
Neutrophils/metabolism*
;
Single-Cell Analysis
;
Lip Neoplasms/genetics*
;
Hyperthermia, Induced/methods*
;
Microwaves/therapeutic use*
;
Transcriptome
;
Carcinoma, Squamous Cell/immunology*
;
Tumor Microenvironment
9.Engineering and targeting potential of CAR NK cells in colorectal cancer.
Muhammad Babar KHAWAR ; Ali AFZAL ; Shuangshuang DONG ; Yue SI ; Haibo SUN
Chinese Medical Journal 2025;138(13):1529-1539
Colorectal cancer (CRC), a major global health concern, necessitates innovative treatments. Chimeric antigen receptor (CAR) T cells have shown promises, yet they grapple with challenges. The spotlight pivots to the rising heroes: CAR natural killer (NK) cells, offering advantages such as higher safety profiles, cost-effectiveness, and efficacy against solid tumors. Nevertheless, the specific mechanisms underlying CAR NK cell trafficking and their interplay within the complex tumor microenvironment require further in-depth exploration. Herein, we provide insights into the design and engineering of CAR NK cells, antigen targets in CRC, and success in overcoming resistance mechanisms with an emphasis on the potential for clinical trials.
Colorectal Neoplasms/immunology*
;
Humans
;
Killer Cells, Natural/metabolism*
;
Receptors, Chimeric Antigen/genetics*
;
Immunotherapy, Adoptive/methods*
;
Tumor Microenvironment/immunology*
;
Animals
10.Decoding the immune microenvironment of secondary chronic myelomonocytic leukemia due to diffuse large B-cell lymphoma with CD19 CAR-T failure by single-cell RNA-sequencing.
Xudong LI ; Hong HUANG ; Fang WANG ; Mengjia LI ; Binglei ZHANG ; Jianxiang SHI ; Yuke LIU ; Mengya GAO ; Mingxia SUN ; Haixia CAO ; Danfeng ZHANG ; Na SHEN ; Weijie CAO ; Zhilei BIAN ; Haizhou XING ; Wei LI ; Linping XU ; Shiyu ZUO ; Yongping SONG
Chinese Medical Journal 2025;138(15):1866-1881
BACKGROUND:
Several studies have demonstrated the occurrence of secondary tumors as a rare but significant complication of chimeric antigen receptor T (CAR-T) cell therapy, underscoring the need for a detailed investigation. Given the limited variety of secondary tumor types reported to date, a comprehensive characterization of the various secondary tumors arising after CAR-T therapy is essential to understand the associated risks and to define the role of the immune microenvironment in malignant transformation. This study aims to characterize the immune microenvironment of a newly identified secondary tumor post-CAR-T therapy, to clarify its pathogenesis and potential therapeutic targets.
METHODS:
In this study, the bone marrow (BM) samples were collected by aspiration from the primary and secondary tumors before and after CD19 CAR-T treatment. The CD45 + BM cells were enriched with human CD45 microbeads. The CD45 + cells were then sent for 10× genomics single-cell RNA sequencing (scRNA-seq) to identify cell populations. The Cell Ranger pipeline and CellChat were used for detailed analysis.
RESULTS:
In this study, a rare type of secondary chronic myelomonocytic leukemia (CMML) were reported in a patient with diffuse large B-cell lymphoma (DLBCL) who had previously received CD19 CAR-T therapy. The scRNA-seq analysis revealed increased inflammatory cytokines, chemokines, and an immunosuppressive state of monocytes/macrophages, which may impair cytotoxic activity in both T and natural killer (NK) cells in secondary CMML before treatment. In contrast, their cytotoxicity was restored in secondary CMML after treatment.
CONCLUSIONS
This finding delineates a previously unrecognized type of secondary tumor, CMML, after CAR-T therapy and provide a framework for defining the immune microenvironment of secondary tumor occurrence after CAR-T therapy. In addition, the results provide a rationale for targeting macrophages to improve treatment strategies for CMML treatment.
Humans
;
Lymphoma, Large B-Cell, Diffuse/therapy*
;
Tumor Microenvironment/genetics*
;
Antigens, CD19/metabolism*
;
Leukemia, Myelomonocytic, Chronic/genetics*
;
Immunotherapy, Adoptive/adverse effects*
;
Male
;
Single-Cell Analysis/methods*
;
Female
;
Sequence Analysis, RNA/methods*
;
Receptors, Chimeric Antigen
;
Middle Aged

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