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Wu Z, Pan T, Li W, Zhang YH, Guo SH, Liu Y, Zhang L, Wang ZY. Comprehensive pan-cancer analysis reveals prognostic implications of TMEM92 in the tumor immune microenvironment. Clin Transl Oncol 2024:10.1007/s12094-024-03477-6. [PMID: 38642258 DOI: 10.1007/s12094-024-03477-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 03/21/2024] [Indexed: 04/22/2024]
Abstract
BACKGROUND Transmembrane protein 92 (TMEM92) has been implicated in the facilitation of tumor progression. Nevertheless, comprehensive analyses concerning the prognostic significance of TMEM92, as well as its role in immunological responses across diverse cancer types, remain to be elucidated. METHODS In this study, data was sourced from a range of publicly accessible online platforms and databases, including TCGA, GTEx, UCSC Xena, CCLE, cBioPortal, HPA, TIMER2.0, GEPIA, CancerSEA, GDSC, exoRBase, and ImmuCellAI. We systematically analyzed the expression patterns of TMEM92 at both mRNA and protein levels across diverse human organs, tissues, extracellular vesicles (EVs), and cell lines associated with multiple cancer types. Subsequently, analyses were conducted to determine the relationship between TMEM92 and various parameters such as prognosis, DNA methylation, copy number variation (CNV), the tumor microenvironment (TME), immune cell infiltration, genes with immunological relevance, tumor mutational burden (TMB), microsatellite instability (MSI), mismatch repair (MMR), and half-maximal inhibitory concentration (IC50) values. RESULTS In the present study, we observed a pronounced overexpression of TMEM92 across a majority of cancer types, which was concomitantly associated with a less favorable prognosis. A notable association emerged between TMEM92 expression and both DNA methylation and CNV. Furthermore, a pronounced relationship was discerned between TMEM92 expression, the TME, and the degree of immune cell infiltration. Intriguingly, while TMEM92 expression displayed a positive correlation with macrophage presence, it inversely correlated with the infiltration level of CD8 + T cells. Concurrently, significant associations were identified between TMEM92 and the major histocompatibility complex, TMB, MSI, and MMR. Results derived from Gene Set Enrichment Analysis and Gene Set Variation Analysis further substantiated the nexus of TMEM92 with both immune and metabolic pathways within the oncogenic context. CONCLUSIONS These findings expanded the understanding of the roles of TMEM92 in tumorigenesis and progression and suggest that TMEM92 may have an immunoregulatory role in several malignancies.
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Affiliation(s)
- Zheng Wu
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Teng Pan
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Wen Li
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Yue-Hua Zhang
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Sheng-Hu Guo
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Ya Liu
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Lei Zhang
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China
| | - Zhi-Yu Wang
- Department of Immuno-Oncology, The Fourth Hospital of Hebei Medical University, No. 12 of Jiankang Road, Chang-an District, Shijiazhuang, 050011, Hebei, China.
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Zhang Y, Wu C, Li Q, Fang S, Hou M, Zhang S, Dong X. Development of a tumor microenvironment-related prognostic signature in glioma to predict immune landscape and potential therapeutic drugs. J Biochem Mol Toxicol 2023; 37:e23448. [PMID: 37365744 DOI: 10.1002/jbt.23448] [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: 10/10/2022] [Revised: 04/18/2023] [Accepted: 06/14/2023] [Indexed: 06/28/2023]
Abstract
The involvement of the tumor microenvironment (TME) in the biology of gliomas has expanded, while it is yet uncertain its potential of supporting diagnosis and therapy choices. According to immunological characteristics and overall survival, cohorts of glioma patients from public databases were separated into two TME-relevant clusters in this analysis. Based on differentially expressed genes between TME clusters and correlative regression analysis, a 21-gene molecular classifier of TME-related prognostic signature (TPS) was constructed. Afterward, the prognostic efficacy and effectiveness of TPS were assessed in the training and validation groups. The outcome demonstrated that TPS might be utilized alone or in conjunction with other clinical criteria to act as a superior prognostic predictor for glioma. Also, high-risk glioma patients classified by TPS were considered to associate with enhanced immune infiltration, greater tumor mutation, and worse general prognosis. Finally, possible treatment medicines specialized for different risk subgroups of TPS were evaluated in drug databases.
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Affiliation(s)
- Yang Zhang
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Chunmiao Wu
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Qiang Li
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Sheng Fang
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Min Hou
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Sunfu Zhang
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
| | - Xingyu Dong
- Department of Neurosurgery, The Third People's Hospital of Chengdu, Chengdu, China
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Gao ZJ, Fang Z, Yuan JP, Sun SR, Li B. Integrative multi-omics analyses unravel the immunological implication and prognostic significance of CXCL12 in breast cancer. Front Immunol 2023; 14:1188351. [PMID: 37564657 PMCID: PMC10410148 DOI: 10.3389/fimmu.2023.1188351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 07/12/2023] [Indexed: 08/12/2023] Open
Abstract
Background CXCL12 is a vital factor in physiological and pathological processes, by inducing migration of multiple cells. We aimed to comprehensively detect the role of CXCL12 in breast cancer, and explore novel CXCL12-related biomarkers through integrative multi-omics analyses to build a powerful prognostic model for breast cancer patients. Methods Immunohistochemistry analysis of the tissue microarray was performed to evaluate the correlation between CXCL12 expression levels and breast cancer patient outcomes. Combined single-nucleus and spatial transcriptomics data was used to uncover the expression distribution of CXCL12 in breast cancer microenvironment. CXCL12-related genes were identified by WGCNA analysis. Univariate Cox and LASSO regression analyses were then conducted to screen prognostic genes from above CXCL12-related genes, followed by the construction of the CXCL12-related prognostic signature, identification of risk groups, and external validation of the prognostic signature. Analyses of biological function, mutation landscape, immune checkpoint genes and immune cells, were performed to further reveal the differences between high/low-risk groups. Paired single-cell RNA-seq and bulk RNA-seq were analyzed to further disclose the association between the risk score and the complex tumor immune microenvironment. To screen potential therapeutic agents for breast cancer patients, analyses of gene-drug correlation and sensitivity to immunotherapy were conducted. Results High expression of CXCL12 was linked with a prolonged survival in breast cancer. A total of 402 genes were identified by WGCNA analysis and 11 genes, covering VAT1L, TMEM92, SDC1, RORB, PCSK9, NRN1, NACAD, JPH3, GJA1, BMP8B and ADAMTS2, were screened as the candidate prognostic genes. Next, the prognostic signature was built and validated using these genes to predict the outcomes of breast cancers. The high-risk group patients exhibited significantly inferior prognoses. The combination of the risk score and tumor mutational burden (TMB) had remarkably improved performance in predicting patient outcomes. Besides, high-risk group patients showed higher infiltration of M2-like macrophages. Finally, several potential anticancer drugs were identified. The high-risk group patients were more sensitive to immunotherapy but resistant to docetaxel. Conclusions CXCL12 has important immunological implication and prognostic significance in breast cancer. The CXCL12-related prognostic model could well predict the prognosis and treatment response of breast cancers.
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Affiliation(s)
- Zhi-Jie Gao
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Zhou Fang
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Jing-Ping Yuan
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Sheng-Rong Sun
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Bei Li
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
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Zhang S, Wan X, Lv M, Li C, Chu Q, Wang G. TMEM92 acts as an immune-resistance and prognostic marker in pancreatic cancer from the perspective of predictive, preventive, and personalized medicine. EPMA J 2022; 13:519-534. [PMID: 36061829 PMCID: PMC9437164 DOI: 10.1007/s13167-022-00287-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 06/13/2022] [Indexed: 10/17/2022]
Abstract
Background Pancreatic cancer presents extremely poor prognosis due to the difficulty of early diagnosis, low resection rate, and high rates of recurrence and metastasis. Immune checkpoint blockades have been widely used in many cancer types but showed limited efficacy in pancreatic cancer. The current study aimed to evaluate the landscape of tumor microenvironment (TME) of pancreatic cancer and identify the potential markers of prognosis and immunotherapy efficacy which might contribute to improve the targeted therapy strategy and efficacy in pancreatic cancer in the context of predictive, preventive, and personalized medicine (PPPM). Methods In the current study, a total of 382 pancreatic samples from the datasets of Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) were selected. LM22 gene signature matrix was applied to quantify the fraction of immune cells based on "CIBERSORT" algorithm. Weighted Gene Co-expression Network Analysis (WGCNA) and Molecular Complex Detection (MCODE) algorithm was applied to confirm the hub-network of immune-resistance phenotype. A nomogram model based on COX and Logistic regression was constructed to evaluate the prognostic value and the predictive value of hub-gene in immune-response. The role of transmembrane protein 92 (TMEM92) in regulating cell proliferation was evaluated by MTS assay. Western blot and Real-time PCR were applied to assess the biological effects of PD-L1 inhibition by TMEM92. Moreover, the effect of TMEM92 in immunotherapy was evaluated with PBMC co-culture and by MTS assay. Results Two tumor-infiltrating immune cell (TIIC) phenotypes were identified and a weighted gene co-expression network was constructed to confirm the 167 gene signatures correlated with immune-resistance TIIC subtype. TMEM92 was further identified as a core gene of 167 gene signature network based on MCODE algorithm. High TMEM92 expression was significantly correlated with unfavorable prognosis, characterizing by immune resistance. A nomogram model and external validation confirmed that TMEM92 was an independent prognostic factor in pancreatic cancer. An elevated tumor mutation burden (TMB), mostly is consistent with commonly mutations of KRAS and TP53, was found in the high TMEM92 group. The predictive role of TMEM92 in immunotherapeutic response was also confirmed by IMvigor210 datasets. In addition, the specific biological roles of TMEM92 in cancer was explored in vitro. The results showed that abnormal overexpression of TMEM92 was significantly associated with the poor survival rate of pancreatic cancer. Moreover, we demonstrated that TMEM92 inhibit tumour immune responses of the anti-PD-1 antibody with PBMC co-culture. Conclusion The current study explored for the first time the immune-resistance phenotype of pancreatic cancer and identified TMEM92 as an innovative marker in predicting clinical outcomes and immunotherapeutic efficacy. These findings not only help to recognize high-risk and immune-resistance population which could be supplied targeted prevention, but also provide personalized medical services by intervening TMEM92 function to improve the prognosis of pancreatic cancer. In addition, the biological role of TMEM92 might reveal the potential molecular mechanisms of pancreatic cancer and lead to a novel sight for development of a PPPM approach for pancreatic cancer management. Supplementary Information The online version contains supplementary material available at 10.1007/s13167-022-00287-0.
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Affiliation(s)
- Simeng Zhang
- Department of Medical Oncology, the First Hospital of China Medical University, Shenyang, 110001 China
- Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, the First Hospital of China Medical University, Shenyang, 110001 China
- Liaoning Province Clinical Research Center for Cancer, Shenyang, 110001 China
| | - Xing Wan
- Department of Medical Oncology, the First Hospital of Dalian Medical University, Dalian, 116000 China
| | - Mengzhu Lv
- Department of Plastic Surgery, the First Hospital of China Medical University, Shenyang, 110001 China
| | - Ce Li
- Department of Medical Oncology, the First Hospital of China Medical University, Shenyang, 110001 China
- Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, the First Hospital of China Medical University, Shenyang, 110001 China
- Liaoning Province Clinical Research Center for Cancer, Shenyang, 110001 China
| | - Qiaoyun Chu
- School of Basic Medicine, Capital Medical University, Beijing, 100069 China
| | - Guan Wang
- Department of Radiology, the First Affiliated Hospital of China Medical University, Shenyang, 110001 China
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