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Yang G, Cai S, Hu M, Li C, Yang L, Zhang W, Sun J, Sun F, Xing L, Sun X. Spatial features of specific CD103 +CD8 + tissue-resident memory T cell subsets define the prognosis in patients with non-small cell lung cancer. J Transl Med 2024; 22:27. [PMID: 38183111 PMCID: PMC10770937 DOI: 10.1186/s12967-023-04839-4] [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: 08/09/2023] [Accepted: 12/26/2023] [Indexed: 01/07/2024] Open
Abstract
BACKGROUND Tissue-resident memory T (TRM) cells can reside in the tumor microenvironment and are considered the primary response cells to immunotherapy. Heterogeneity in functional status and spatial distribution may contribute to the controversial role of TRM cells but we know little about it. METHODS Through multiplex immunofluorescence (mIF) (CD8, CD103, PD-1, Tim-3, GZMB, CK), the quantity and spatial location of TRM cell subsets were recognized in the tissue from 274 patients with NSCLC after radical surgery. By integrating multiple machine learning methods, we constructed a TRM-based spatial immune signature (TRM-SIS) to predict the prognosis. Furthermore, we conducted a CD103-related gene set enrichment analysis (GSEA) and verified its finding by another mIF panel (CD8, CD103, CK, CD31, Hif-1α). RESULTS The density of TRM cells was significantly correlated with the expression of PD-1, Tim-3 and GZMB. Four types of TRM cell subsets was defined, including TRM1 (PD-1-Tim-3-TRM), TRM2 (PD-1+Tim-3-TRM), TRM3 (PD-1-Tim-3+TRM) and TRM4 (PD-1+Tim-3+TRM). The cytotoxicity of TRM2 was the strongest while that of TRM4 was the weakest. Compare with TRM1 and TRM2, TRM3 and TRM4 had better infiltration and stronger interaction with cancer cells. The TRM-SIS was an independent prognostic factor for disease-free survival [HR = 2.43, 95%CI (1.63-3.60), P < 0.001] and showed a better performance than the TNM staging system for recurrence prediction. Furthermore, by CD103-related GSEA and mIF validation, we found a negative association between tumor angiogenesis and infiltration of TRM cells. CONCLUSIONS These findings reveal a significant heterogeneity in the functional status and spatial distribution of TRM cells, and support it as a biomarker for the prognosis of NSCLC patients. Regulating TRM cells by targeting tumor angiogenesis may be a potential strategy to improve current immunotherapy.
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Affiliation(s)
- Guanqun Yang
- Shandong University Cancer Center, Shandong University, Jinan, Shandong, China
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Siqi Cai
- Shandong University Cancer Center, Shandong University, Jinan, Shandong, China
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Mengyu Hu
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
- Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Chaozhuo Li
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
- School of Clinical Medicine, Weifang Medical University, Weifang, Shandong, China
| | - Liying Yang
- Shandong University Cancer Center, Shandong University, Jinan, Shandong, China
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Wei Zhang
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Jujie Sun
- Department of Pathology, Shandong Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong, China
| | - Fenghao Sun
- Department of Nuclear Medicine, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Ligang Xing
- Shandong University Cancer Center, Shandong University, Jinan, Shandong, China
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Xiaorong Sun
- Shandong University Cancer Center, Shandong University, Jinan, Shandong, China.
- Department of Nuclear Medicine, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China.
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Dai X, Chen X, Chen W, Ou Y, Chen Y, Wu S, Zhou Q, Yang C, Zhang L, Jiang H. CircDHRS3 inhibits prostate cancer cell proliferation and metastasis through the circDHRS3/miR-421/MEIS2 axis. Epigenetics 2023; 18:2178802. [PMID: 36840946 PMCID: PMC9980676 DOI: 10.1080/15592294.2023.2178802] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2023] Open
Abstract
Prostate cancer is the most prevalent type of cancer among men worldwide. The importance of circular RNA (circRNA) in prostate cancer and its connection to malignancy has been steadily recognized. circRNA expression was obtained by circRNA sequencing of prostate cancer. circRNA and its function were further analysed. The results were verified by qRT-PCR, RIP assay, FISH, RNA pulldown, WB, CCK-8, colony formation assay and wound-healing assay. BALB/c Nude mice were used for xenograft hosts. Low expression of circDHRS3 was assessed in prostate cancer. Overexpression of circDHRS3 inhibited prostate cancer growth and migration in vitro. Additionally, miR-421 was shown to be the downstream target of circDHRS3, as shown by fluorescence in situ hybridization and dual-luciferase experiments. The rescue assay results for the PC3 and Du145 cell lines demonstrated that circDHRS3 inhibits prostate cancer cell lines' ability to proliferate and metastasize by modulating MEIS2 expression through the circDHRS3/miR-421/MEIS2 axis. In vivo investigations confirmed that the overexpression of circDHRS3 could inhibit both the lung and bone metastasis of prostate cancer cells. circDHRS3 has the potential to become a biomarker and a targeted therapeutic site for prostate cancer, particularly in the malignant stage. Our study indicates that circDHRS3 inhibits prostate cancer cell proliferation and metastasis through the circDHRS3/miR-421/MEIS2 axis.
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Affiliation(s)
- Xiyu Dai
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Xinan Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Wensun Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yuxi Ou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yiling Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Siqi Wu
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Quan Zhou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China
| | - Chen Yang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China,National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China,CONTACT Chen Yang
| | - Limin Zhang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China,National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China,Limin Zhang:
| | - Haowen Jiang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China,Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China,National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China,Haowen Jiang: Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
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Yang C, Ou Y, Zhou Q, Liang Y, Li W, Chen Y, Chen W, Wu S, Chen Y, Dai X, Chen X, Chen T, Jin S, Liu Y, Zhang L, Liu S, Hu Y, Zou L, Mao S, Jiang H. Methionine orchestrates the metabolism vulnerability in cisplatin resistant bladder cancer microenvironment. Cell Death Dis 2023; 14:525. [PMID: 37582769 PMCID: PMC10427658 DOI: 10.1038/s41419-023-06050-1] [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: 04/17/2023] [Revised: 07/19/2023] [Accepted: 08/07/2023] [Indexed: 08/17/2023]
Abstract
Metabolism vulnerability of cisplatin resistance in BCa cells remains to be discovered, which we applied integrated multi-omics analysis to elucidate the metabolism related regulation mechanism in bladder cancer (BCa) microenvironment. Integrated multi-omics analysis of metabolomics and proteomics revealed that MAT2A regulated methionine metabolism contributes to cisplatin resistance in BCa cells. We further validated MAT2A and cancer stem cell markers were up-regulated and circARHGAP10 was down-regulated through the regulation of MAT2A protein stability in cisplatin resistant BCa cells. circARHGAP10 formed a complex with MAT2A and TRIM25 to accelerate the degradation of MAT2A through ubiquitin-proteasome pathway. Knockdown of MAT2A through overexpression of circARHGAP10 and restriction of methionine up-take was sufficient to overcome cisplatin resistance in vivo in immuno-deficiency model but not in immuno-competent model. Tumor-infiltrating CD8+ T cells characterized an exhausted phenotype in tumors with low methionine. High expression of SLC7A6 in BCa negatively correlated with expression of CD8. Synergistic inhibition of MAT2A and SLC7A6 could overcome cisplatin resistance in immuno-competent model in vivo. Cisplatin resistant BCa cells rely on methionine for survival and stem cell renewal. circARHGAP10/TRIM25/MAT2A regulation pathway plays an important role in cisplatin resistant BCa cells while circARHGAP10 and SLC7A6 should be evaluated as one of the therapeutic target of cisplatin resistant BCa.
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Affiliation(s)
- Chen Yang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Yuxi Ou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Quan Zhou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Yingchun Liang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Weijian Li
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Yiling Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Wensun Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Siqi Wu
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Yifan Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Xiyu Dai
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Xinan Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Tian Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Shengming Jin
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Yufei Liu
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Limin Zhang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Shenghua Liu
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Yun Hu
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China
| | - Lujia Zou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China.
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China.
| | - Shanhua Mao
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China.
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China.
| | - Haowen Jiang
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, China.
- Intistute of Urology, Huashan hospital, Fudan University, Shanghai, China.
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China.
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