1.A novel glycolysis-related prognostic risk model for colorectal cancer patients based on single-cell and bulk transcriptomic data.
Kai YAO ; Jingyi XIA ; Shuo ZHANG ; Yun SUN ; Junjie MA ; Bo ZHU ; Li REN ; Congli ZHANG
Chinese Journal of Cellular and Molecular Immunology 2025;41(2):105-115
Objective To explore the prognostic value of glycolysis-related genes in colorectal cancer (CRC) patients and formulate a novel glycolysis-related prognostic risk model. Methods Single-cell and bulk transcriptomic data of CRC patients, along with clinical information, were obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Glycolysis scores for each sample were calculated using single-sample Gene Set Enrichment Analysis (ssGSEA). Kaplan-Meier survival curves were generated to analyze the relationship between glycolysis scores and overall survival. Novel glycolysis-related subgroups were defined among the cell type with the highest glycolysis scores. Gene enrichment analysis, metabolic activity assessment, and univariate Cox regression were performed to explore the biological functions and prognostic impact of these subgroups. A prognostic risk model was built and validated based on genes significantly affecting the prognosis. Gene Set Enrichment Analysis (GSEA) was conducted to explore differences in biological processes between high- and low-risk groups. Differences in immune microenvironment and drug sensitivity between these groups were assessed using R packages. Potential targeted agents for prognostic risk genes were predicted using the Enrichr database. Results Tumor tissues showed significantly higher glycolysis scores than normal tissues, which was associated with a poor prognosis in CRC patients. The highest glycolysis score was observed in epithelial cells, within which we defined eight novel glycolysis-related cell subpopulations. Specifically, the P4HA1+ epithelial cell subpopulation was associated with a poor prognosis. Based on signature genes of this subpopulation, a six-gene prognostic risk model was formulated. GSEA revealed significant biological differences between high- and low-risk groups. Immune microenvironment analysis demonstrated that the high-risk group had increased infiltration of macrophages and tumor-associated fibroblasts, along with evident immune exclusion and suppression, while the low-risk group exhibited higher levels of B cell and T cell infiltration. Drug sensitivity analysis indicated that high-risk patients were more sensitive to Abiraterone, while low-risk patients responded to Cisplatin. Additionally, Valproic acid was predicted as a potential targeted agent. Conclusion High glycolytic activity is associated with a poor prognosis in CRC patients. The novel glycolysis-related prognostic risk model formulated in this study offers significant potential for enhancing the diagnosis and treatment of CRC.
Humans
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Colorectal Neoplasms/pathology*
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Glycolysis/genetics*
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Prognosis
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Transcriptome
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Tumor Microenvironment/genetics*
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Gene Expression Profiling
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Single-Cell Analysis
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Gene Expression Regulation, Neoplastic
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Male
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Female
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Kaplan-Meier Estimate
2.Identification of neural tissue-committed stem cells, a new cellular group, in bone marrow
Zhiying ZHANG ; Congli REN ; Chuansen ZHANG ; Liang LI ; Ruishan DANG ; Zhengdong KONG
Chinese Journal of Tissue Engineering Research 2008;12(8):1577-1580
BACKGROUND: It has been widely accepted that both bone marrow-derived mesenchymal stem cells (MSCs) and hematopoietic stem cells (HSCs) have the capacity to differentiate into neural lineages. Some scholars believe that in addition to HSCs and MSCs, bone marrow (BM) also harbors a highly mobile population of CXCR4+ tissue committed stem cells (TCSCs), including skeletal muscles, heart, liver, and neural tissue. OBJECTIVE: To make sure that neural tissue-committed stem cells (NTCSCs) reside in the bone marrow, and to establish a purification and culture method for bone marrow-derived NTCSCs.DESIGN: Opening animal study.SETTING: Department of Anatomy, the Second Military Medical University of Chinese PLA. MATERIALS: Adult Sprague-Dawley (SD) rats (pathogen-free) were provided by the Animal Center of the Second Military Medical University of Chinese PLA. Dulbecco's modified eagle's medium (DMEM)/F12, B27, N2 and epidermal growth factor (EGF, Invitrogen Company), basic fibroblast growth factor (bFGF, CytoLab Ltd), rabbit anti-rat Nestin,CXCR4, β-Tublin Ⅲ, glial fibrillary acidic protein (GFAP, Santa Cruz Company), mouse anti-rat microtubule associated protein 2ab (MAP2ab) (Clone11-5B), cyclic nucleotide 3'phosphohydrolase (CNPase, Clone AP20, NeoMarkers Company), fluorescent(fluorescein isothiocyanate, Cy3) marker reagents (Wuhan Boster Bioengineering Co., Ltd), nuclear fluorescent dyes 4,6-diamidino-2-phenylindole(DAPI)(Sigma), immunohistochemistry reagents (Vector Laboratories Company) , and NycoPrepTM separation liquid (1.077A, Axis-Shield Company) were used in this study.METHODS: This study was performed in the Department of Anatomy, the Second Military Medical University of Chinese PLA from January 2004 to December 2006. Bone marrow was harvested from bilateral femurs and tibias of 2-3 weeks SD rats. Mononuclear cell layer was isolated by NycoPrepTM separation liquid and suspended in DMEM/F12(1:1)serum-free medium supplemented with 2% B27,1% N2, 20 μg/L bFGF, 20μg/L EGF, 1×105 U/L penicillin and 100 mg/L streptomycin. NTCSCs were isolated and propagated by suspensive growing from adherent cells in bone marrow in DMEM/F12 free-serum medium. MAIN OUTCOME MEASURES: NTCSCs were identified by immunocytochemistry for CXCR4, a marker of TCSCs and nestin, a marker of neural stem cells, and neural lineages marker protein after differentiation of cellular spheres. RESULTS: The NTCSCs spheres expressed nestin, a neural stem cell marker as well as CXCR4, a marker of TCSCs. The NTCSCs' spheres were naturally differentiated in DMEM medium with 15% fetal bovine serum. The differentiated cells expressed β-Tublin Ⅲ, MAP2ab, CNPase and GFAP, markers of neural lineages. CONCLUSION: NTCSCs reside in bone marrow and naturally differentiate into neural lineages in vitro.
3.Electro-acupuncture on Du meridian up-regulates the expression of Bcl-2 mRNA and its protein in early spinal cord injury of rats
Zhiying ZHANG ; Ruishan DANG ; Chuansen ZHANG ; Liang LI ; Congli REN ; Eryu CHEN
Chinese Journal of Tissue Engineering Research 2006;10(31):185-187
BACKGROUND: It is proved that acupuncture can remarkably promote recovery of nervous function after spinal cord injury (SCI). Previous studies in our groups have been proved that electro-acupuncture can inhibit apoptosis in early period of SCI, but the mechanism is unclear yet.OBJECTIVE: To study the effect of electro-acupuncture on expressions of apoptosis inhibitory gene Bcl-2 mRNA and protein with hybridization in situ and immunohistochemistry and discuss the possible mechanism of apoptosis inhibited by electro-acupuncture in early SCI.DESIGN:Opening animal study.SETTING: Department of Anatomy, the Second Military Medical University of Chinese PLA; Shanghai Acupuncture & Moxibustion and Meridian Research Center.MATERIALS:Adult male SD rats of pathogen-free aged 2-3 months were selected in this study. Bcl-2 hybridization in situ kit was provided by Wuhan Boshide Biotechnology Company Limited and Bcl-2 antibody (1:200) was provided by Santa Cruz Biotechnology Company.METHODS: The experiment was completed at the Laboratory of Anatomy of the Second Military Medical University of Chinese PLA from July 2004 to December 2005. All experimental rats were randomly divided into model group, electro-acupuncture group, methylprednisolone group and sham operation group. T10 spinal cord was injuried by the modified Allen's method and treated with electro-acupuncture immediately, and then the expressions of Bcl-2 mRNA and protein were evaluated with hybridization in situ and immunohistochemistry combined with image quantitative analysis.MAIN OUTCOME MEASURES: ① Expressions of Bcl-2 mRNA and protein in early SCI; ② effect of electro-acupuncture on expressions of Bcl-2 mRNA and protein.RESULTS: The rats were supplied when they died during the experiment,and all 42 rats were involved in the final analysis. ① Moderate expression of Bcl-2 mRNA and protein was observed in the sham operation group.Expression of Bcl-2 mRNA was increased in model group at 6 hours after SCI, but expression ofBcl-2 protein was not changed. At 24 hours after SCI, both expressions of Bcl-2 mRNA and Bcl-2 protein were increased.Expression of Bcl-2 mRNA and protein was higher in electro-acupuncture group than that in mo del group (P < 0.05), and there was no significant difference from that in methylprednisolone group. ② Amount of positive Bcl-2 mRNA cells was increased in electro-acupuncture group and methylprednisolone group at 6 hours after treatment, and gray value was decreased.There was significant and remarkably significant difference from those in sham operation group and model group, respectively (P < 0.05-0.01). After 24-hour treatment, amount of positive Bcl-2 mRNA cells was increased in electro-acupuncture group and gray value was decreased.There was significant and remarkably significant difference from those in sham operation group and model group, respectively (P < 0.05-0.01). ③ After 24-hour treatment, amount of immunohistochenistry positive Bcl-2 cells was increased in electro-acupuncture group and gray value was decreased. There was significant and remarkably significant difference from those in sham operation group and model group, respectively (P < 0.05-0.01).CONCLUSION: Electro-acupuncture can up-regulate the expressions of Bcl-2 mRNA and protein so as to inhibit apoptosis in early SCI.
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