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Xia P, Zhou J, Shen R, Wang D. Deciphering the cellular and molecular landscape of cervical cancer progression through single-cell and spatial transcriptomics. NPJ Precis Oncol 2025; 9:158. [PMID: 40437003 PMCID: PMC12120119 DOI: 10.1038/s41698-025-00948-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Accepted: 05/12/2025] [Indexed: 06/01/2025] Open
Abstract
Cervical cancer represents a significant global health challenge, with complex cellular and molecular mechanisms driving its progression from HPV infection to invasive malignancy. This study employed an integrated approach combining single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (stRNA-seq) to comprehensively characterize the tumor microenvironment (TME) across different stages of cervical cancer development. Through analysis of samples from normal cervix, HPV-infected normal cervix, high-grade squamous intraepithelial lesions (HSIL), and invasive cervical cancer, we identified distinct cellular populations and their dynamic changes during disease progression. Our findings revealed significant heterogeneity in immune cell populations, particularly highlighting the role of SPP1+ macrophages that were substantially enriched in cervical cancer compared to precancerous and normal tissues. Cell-cell communication networks and spatial mapping demonstrated that SPP1+ macrophages interact extensively with immune cells through the SPP1-CD44 signaling axis. This interaction contributes to an immunosuppressive microenvironment through modulation of T cell function and promotion of tumor cell survival. Furthermore, high expression of SPP1 correlated with advanced tumor stages and poor overall survival in cervical cancer patients, highlighting its potential as a prognostic biomarker. Our comprehensive characterization of the cellular landscape and intercellular communication networks in cervical cancer progression provides valuable insights for the development of targeted therapeutic strategies aimed at modulating the TME, particularly through disruption of the SPP1-CD44 axis. These findings establish a foundation for more effective personalized approaches to improve clinical outcomes in cervical cancer patients.
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Affiliation(s)
- Peng Xia
- Department of Anatomy and Histology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Juanhong Zhou
- The First Clinical Medical College of Gansu University of Chinese Medicine, Lanzhou, China
| | - Rong Shen
- Department of Anatomy and Histology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China.
| | - Degui Wang
- Department of Anatomy and Histology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China.
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Li P, Tao Z, Gao Y, Mu Z, Tian J, Zhang Y, Yang W, Li Y, Zhao X. Ability of SPP1 to Alleviate Post-Intracerebral Hemorrhage Ferroptosis via Nrf2/HO1 Pathway. Brain Behav 2025; 15:e70493. [PMID: 40321093 PMCID: PMC12050950 DOI: 10.1002/brb3.70493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2025] [Revised: 03/31/2025] [Accepted: 04/01/2025] [Indexed: 05/08/2025] Open
Abstract
PURPOSE This study aimed to investigate the role of secretory phosphoprotein 1 (SPP1/OPN) in modulating iron-induced cell death (ferroptosis) following intracerebral hemorrhage (ICH). By integrating transcriptomic analysis and experimental validation, we sought to identify key molecular pathways and therapeutic targets associated with ferroptosis in ICH. METHOD The Gene Expression Omnibus Series GSE24265 dataset was analyzed using the limma package (R platform) to identify differentially expressed genes. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway and Gene Ontology (GO) enrichment analyses were performed to elucidate biological functions. Genes associated with iron-induced mortality were identified by cross-referencing transcriptomic profiles with the FerrDb database. A protein-protein interaction network was constructed using Cytoscape, and hub genes were identified. An experimental ICH model was developed in mice using stereotactic instrumentation, and the effects of OPN administration were evaluated through neurological assessments, biochemical assays (superoxide dismutase, glutathione, malondialdehyde), Western immunoblotting (GPX4, ACSL4), Prussian blue histochemistry, and electron microscopy. FINDING Transcriptomic analysis identified 27 hub genes, with CD44 and ITGB3 characterized as receptors for OPN. In the ICH model, OPN administration improved neurological outcomes, elevated antioxidant markers, and reduced lipid peroxidation. OPN upregulated GPX4 while suppressing ACSL4, indicating anti-ferroptotic effects. These protective effects were mediated through the Nrf2 pathway, as confirmed by inhibitor ML385. Prussian blue staining and electron microscopy demonstrated reduced cerebral iron deposition and mitochondrial damage following OPN treatment. CONCLUSION This study provides novel evidence for SPP1/OPN as a key modulator of ferroptosis in ICH, highlighting its potential as a therapeutic target. By enhancing iron homeostasis and mitigating oxidative stress, OPN offers a promising strategy for improving outcomes in ICH patients.
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Affiliation(s)
- Pengpeng Li
- Wuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
- Department of NeurosurgeryMedical School of Nantong UniversityNantong UniversityNantongJiangsuChina
| | - Zhenxin Tao
- Wuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
| | - Yangyang Gao
- Department of NeurosurgeryNingxia Medical UniversityYinchuanChina
| | - Zhengqian Mu
- Wuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
| | - Jiajia Tian
- Department of NeurosurgeryThe Affiliated Wuxi No. 2 People's Hospital of Nanjing Medical UniversityWuxiJiangsuChina
| | - YaTing Zhang
- Department of NeurosugeryClinical College of Nantong UniversityWuxiJiangsuChina
| | - Wenhui Yang
- Wuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
| | - Yilu Li
- Wuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
| | - Xudong Zhao
- Department of NeurosurgeryJiangnan University Medical CenterWuxiJiangsuChina
- Department of NeurosurgeryMedical School of Nantong UniversityNantong UniversityNantongJiangsuChina
- Wuxi Neurosurgical InstituteWuxi School of MedicineJiangnan UniversityWuxiJiangsuChina
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Liu X, Kang X, Kang H, Yan H. The immunosuppressive role of MDSCs in HCC: mechanisms and therapeutic opportunities. Cell Commun Signal 2025; 23:155. [PMID: 40148954 PMCID: PMC11951757 DOI: 10.1186/s12964-025-02170-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2024] [Accepted: 03/23/2025] [Indexed: 03/29/2025] Open
Abstract
Hepatocellular carcinoma (HCC) is a prevalent malignancy with a significant global burden. Despite substantial advancements in HCC treatment in recent years, therapeutic efficacy remains constrained by immune evasion mechanisms within the tumor microenvironment (TME). Myeloid-derived suppressor cells (MDSCs), as critical immunosuppressive elements of the TME, have garnered increasing attention for their role in tumor progression. Recent studies emphasize their central involvement in promoting immune evasion, tolerance, and immunosuppression in HCC. This review examines the contributions of MDSCs to HCC pathogenesis, elucidates their underlying mechanisms, and discusses ongoing clinical trials, emphasizing their potential as therapeutic targets for improving clinical outcomes.
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Affiliation(s)
- Xiling Liu
- School of Public Health, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Immune Mechanism of Major Infectious Diseases and New Technology of Diagnosis and Treatment, The Fifth Hospital of Shijiazhuang, Shijiazhuang, 050021, China
| | - Xichun Kang
- Beijing Fangshan District Center for Disease Control and Prevention, Beijing, 102488, China
| | - Haiyan Kang
- Hebei Key Laboratory of Immune Mechanism of Major Infectious Diseases and New Technology of Diagnosis and Treatment, The Fifth Hospital of Shijiazhuang, Shijiazhuang, 050021, China
- Department of the Sixth Infection, The Fifth Hospital of Shijiazhuang, Shijiazhuang, 050021, China
| | - Huimin Yan
- School of Public Health, Hebei Medical University, Shijiazhuang, 050017, China.
- Hebei Key Laboratory of Immune Mechanism of Major Infectious Diseases and New Technology of Diagnosis and Treatment, The Fifth Hospital of Shijiazhuang, Shijiazhuang, 050021, China.
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Xin Y, Ma Q, Deng Q, Wang T, Wang D, Wang G. Analysis of single-cell and spatial transcriptomics in TNBC cell-cell interactions. Front Immunol 2025; 16:1521388. [PMID: 40079015 PMCID: PMC11897037 DOI: 10.3389/fimmu.2025.1521388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Accepted: 02/05/2025] [Indexed: 03/14/2025] Open
Abstract
Triple-negative breast cancer (TNBC) is a highly malignant tumor in women, characterized by high morbidity, mortality, and recurrence rates. Although surgical treatment, radiotherapy, and chemotherapy are the mainstays of current treatment methods, the high heterogeneity of TNBC results in unsatisfactory outcomes with low 5-year survival rates. Rapid advancements in omics technology have propelled the understanding of TNBC molecular biology. The emergence of single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) has significantly enhanced knowledge of tumor heterogeneity and the distribution, functionality, and intercellular interactions of various cell types within the tumor microenvironment, including tumor cells, T cells, B cells, macrophages, and fibroblasts. The present study provides an overview of the technical characteristics of scRNA-seq and ST, highlighting their applications in exploring TNBC heterogeneity, cell spatial distribution patterns, and intercellular interactions. This review aims to enhance the comprehension of TNBC at the cellular level for the development of effective therapeutic targets.
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Affiliation(s)
- Yan Xin
- Department of Anesthesiology, The Affiliated Hospital of Changchun University of Chinese Medicine, Changchun, China
| | - Qiji Ma
- Department of Breast and Thyroid Surgery, The Affliated Hospital to Changchun University of Chinese Medicine, Changchun, China
| | - Qiang Deng
- Department of Breast and Thyroid Surgery, The Affliated Hospital to Changchun University of Chinese Medicine, Changchun, China
| | - Tielin Wang
- College of Acupuncture, Moxibustion and Tuina, Changchun University of Chinese Medicine, Changchun, China
| | - Dongxu Wang
- Laboratory Animal Center, College of Animal Science, Jilin University, Changchun, China
| | - Gang Wang
- Department of Breast and Thyroid Surgery, The Affliated Hospital to Changchun University of Chinese Medicine, Changchun, China
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Wu C, Fang S, Wu L, Mi Z, Yin Y, Liao Y, Zhao Y, Wang T, Na J. Identification of the entosis-related prognostic signature and tumour microenvironment in hepatocellular carcinoma on the basis of bioinformatics analysis and experimental validation. Clin Exp Med 2025; 25:55. [PMID: 39937284 PMCID: PMC11821697 DOI: 10.1007/s10238-025-01580-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Accepted: 01/28/2025] [Indexed: 02/13/2025]
Abstract
Liver cancer ranks among the deadliest cancers worldwide. Entosis, a recently uncovered method of cell death, has not yet been fully explored for its relevance to HCC. A bioinformatics analysis was performed to determine the expression and mutational landscapes of Entosis-related genes (ERGs). A subset of differentially expressed Entosis-related genes (DEERGs) was generated. A risk model for entosis was subsequently constructed employing LASSO and Cox regression methodologies. The correlations among ERGs, genes associated with risk, the developed risk model, and the immune context of the tumour were explored. Furthermore, the study investigated the varying drug sensitivities between high-risk and slight-risk patient groups. The expression patterns of four pivotal risk genes were delineated via qRT‒PCR and WB. A prognostic model comprising four DEERGs (KIF18A, SPP1, LCAT and TRIB3) was developed. The ability of this model to predict the survival outcomes of patients with HCC was confirmed through receiver operating characteristic curve analysis. Patients were grouped according to their risk assessments, revealing that the low-risk population demonstrated a more favourable survival outcome than did the high-risk population. The high-risk population presented reduced tumour stroma, immune and ESTIMATE scores, along with an increased proportion of cancer stem cells and tumour mutation burden. Additionally, a connection between the risk model and the responsiveness of various chemotherapy drugs as well as the efficacy of immunotherapies in patients was noted. These findings provide significant guidance for the development of targeted clinical treatment strategies. qRT‒PCR and WB analysis revealed that the gene expression of KIF18A and SPP1 were elevated in HCCLM3 cells compared with that in THLE2 cells; whereas, the expression level of LCAT and TIRB3 was decreased. The four genes KIF18A, SPP1, LCAT and TRIB3 could effectively predict the survival prognosis of patients with liver cancer. KIF18A and SPP1 were elevated in HCC tissues compared with that in THLE2 cells.
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Affiliation(s)
- Chen Wu
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Shixu Fang
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Liangliang Wu
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Zhengcheng Mi
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Yao Yin
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Yuan Liao
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Yongxiang Zhao
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Tinghua Wang
- Laboratory Animal Department, Kunming Medical University, Kunming, 650031, Yunnan, China.
| | - Jintong Na
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning, Guangxi, 530021, China.
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Ma R, Gong L, Dong C, Utsumi T, Qi J, Zhuang ZW, Zhang X, Yang Y, McConnell MJ, Huang HC, Iwakiri Y. Hepatic Arterial Flow-Induced Portal Tract Fibrosis in Portal Hypertension: The Role of VCAM-1 and Osteopontin-Expressing Macrophages. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.31.634947. [PMID: 39975181 PMCID: PMC11838461 DOI: 10.1101/2025.01.31.634947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Background The liver undergoes significant hemodynamic changes during surgery, transplantation, or cirrhosis with portal hypertension(PH). The hepatic artery buffer response(HABR), which compensates for reduced portal venous flow by increasing hepatic artery(HA) flow, is hypothesized to induce pathological portal tract remodeling. This study investigates the molecular mechanisms underlying this process. Methods PH was induced in Sprague-Dawley rats via partial portal vein ligation(PPVL). Structural evaluation(microCT), immune cell profiling, hemodynamic measurements, and transcriptomic analysis in macrophages(Mϕ) from sham or PPVL rats were conducted. Results MicroCT revealed decreased portal vein flow and increased HA flow correlated with portal pressure(r=0.799, p<0.01). A 2-fold increase in portal tract fibrosis(p<0.001) was observed with increased α-SMA+ myofibroblasts in PPVL rats. CD68+ Mϕ peaked at 10 days post-PPVL, and their depletion significantly reduced fibrosis(p<0.001), indicating critical roles of Mϕ in portal tract remodeling. VCAM-1 was elevated in HA endothelium and portal fibroblasts (PFs); VCAM-1 neutralization reduced collagen accumulation(p<0.05), CD68+ Mϕ(46.3%, p<0.01), and CD3+ T cells(18%, p<0.05). Mϕ-conditioned medium increased VCAM-1 in PFs(8-fold, p<0.001) and enhanced PF migration, while VCAM-1 knockdown reduced this effect (p<0.01). Single-cell RNA sequencing data(GSE171904) and RNA-FISH revealed increased interactions between osteopontin (Spp1)+ Mϕ and PFs, with Spp1+ Mϕ driving fibrosis. Spp1 knockdown in Mϕ co-culture reduced PF fibrogenic markers, while recombinant Spp1 upregulated Col1a1, Fn1, and Acta2 expression in PFs. Conclusion Increased VCAM-1 in arterial endothelial cells and PFs facilitates the recruitment of Spp1+ Mϕ, which drive HA flow-mediated vascular remodeling and portal tract fibrosis. These findings highlight arterial flow-induced fibrosis as a key mechanism in PH, potentially contributing to disease progression and decompensation. Synopsis Liver hemodynamic changes in portal hypertension drive extracellular matrix accumulation and portal tract remodeling via Spp1+ macrophages. This study highlights how altered blood flow induces fibrosis, and its potential role in decompensation, and identifies therapeutic targets for advanced liver disease.
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