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Yi C, Zhang H, Yang J, Chen D, Jiang S. Elucidating common pathogenic transcriptional networks in infective endocarditis and sepsis: integrated insights from biomarker discovery and single-cell RNA sequencing. Front Immunol 2024; 14:1298041. [PMID: 38332910 PMCID: PMC10851146 DOI: 10.3389/fimmu.2023.1298041] [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: 09/21/2023] [Accepted: 12/27/2023] [Indexed: 02/10/2024] Open
Abstract
Background Infective Endocarditis (IE) and Sepsis are two closely related infectious diseases, yet their shared pathogenic mechanisms at the transcriptional level remain unclear. This research gap poses a barrier to the development of refined therapeutic strategies and drug innovation. Methods This study employed a collaborative approach using both microarray data and single-cell RNA sequencing (scRNA-seq) data to identify biomarkers for IE and Sepsis. It also offered an in-depth analysis of the roles and regulatory patterns of immune cells in these diseases. Results We successfully identified four key biomarkers correlated with IE and Sepsis, namely CD177, IRAK3, RNASE2, and S100A12. Further investigation revealed the central role of Th1 cells, B cells, T cells, and IL-10, among other immune cells and cytokines, in the pathogenesis of these conditions. Notably, the small molecule drug Matrine exhibited potential therapeutic effects by targeting IL-10. Additionally, we discovered two Sepsis subgroups with distinct inflammatory responses and therapeutic strategies, where CD177 demonstrated significant classification value. The reliability of CD177 as a biomarker was further validated through qRT-PCR experiments. Conclusion This research not only paves the way for early diagnosis and treatment of IE and Sepsis but also underscores the importance of identifying shared pathogenic mechanisms and novel therapeutic targets at the transcriptional level. Despite limitations in data volume and experimental validation, these preliminary findings add new perspectives to our understanding of these complex diseases.
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Affiliation(s)
- Chen Yi
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, Jiangxi, China
| | - Haoxiang Zhang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, Jiangxi, China
| | - Jun Yang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, Jiangxi, China
| | - Dongjuan Chen
- Department of Laboratory Medicine, Maternal and Child Health Hospital of Hubei Province, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Shaofeng Jiang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, Jiangxi, China
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Luo J, Pang S, Hui Z, Zhao H, Xu S, Yu W, Yang L, Sun Q, Hao X, Wei F, Wang J, Ren X. Blocking Tim-3 enhances the anti-tumor immunity of STING agonist ADU-S100 by unleashing CD4 + T cells through regulating type 2 conventional dendritic cells. Theranostics 2023; 13:4836-4857. [PMID: 37771774 PMCID: PMC10526657 DOI: 10.7150/thno.86792] [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: 06/04/2023] [Accepted: 08/22/2023] [Indexed: 09/30/2023] Open
Abstract
Rationale: An immunosuppressive tumor microenvironment (TME) is a major obstacle in tumor immunotherapy. Stimulator of interferon genes (STING) agonists trigger an inflammatory innate immune response to potentially overcome tumor immunosuppression. While STING agonists may hold promise as potential cancer therapy agents, tumor resistance to STING monotherapy has emerged in clinical trials, and the mechanisms remain unclear. Methods: The in vivo anti-tumor immunity of STING agonist ADU-S100 (S100), plus anti-T cell immunoglobulin and mucin-domain containing-3 antibody (αTim-3) were measured using murine tumor models. Tumor-specific T cell activation and alterations in the TME were detected using flow cytometry. The maturation and function of dendritic cells (DC) were also measured using flow cytometry, and the importance of CD4+ T cells in combination therapy was measured by blocking antibodies. Additionally, the effect of S100 on CD4+ T was verified via in vitro assays. Lastly, the impact of conventional dendritic cells (cDC) 2 with a high expression of Tim-3 on survival or therapeutic outcomes was further evaluated in human tumor samples. Results: S100 boosted CD8+ T by activating cDC1 but failed to initiate cDC2. Mechanistically, the administration of S100 results in an upregulation of Tim-3 expressed in cDC2 (Tim-3+cDC2) in both mice and humans, which is immunosuppressive. Tim-3+cDC2 restrained CD4+ T and attenuated the CD4+ T-driven anti-tumor response. Combining S100 with αTim-3 effectively promoted cDC2 maturation and antigen presentation, releasing CD4+ T cells, thus reducing tumor burden while prolonging survival. Furthermore, high percentages of Tim-3+cDC2 in the human TME predicted poor prognosis, whereas the abundance of Tim-3+cDC2 may act as a biomarker for CD4+ T quality and a contributing indicator for responsiveness to immunotherapy. Conclusion: This research demonstrated that blocking Tim-3 could enhance the anti-tumor immunity of STING agonist ADU-S100 by releasing CD4+ T cells through regulating cDC2. It also revealed an intrinsic barrier to ADU-S100 monotherapy, besides providing a combinatorial strategy for overcoming immunosuppression in tumors.
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Affiliation(s)
- Jing Luo
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Shuju Pang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Zhenzhen Hui
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Biotherapy, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Hua Zhao
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
- Haihe Laboratory of Cell Ecosystem, Tianjin 300060, China
| | - Shilei Xu
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Laboratory of Cancer Cell Biology, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - Wenwen Yu
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Lili Yang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Qian Sun
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
- Haihe Laboratory of Cell Ecosystem, Tianjin 300060, China
| | - Xishan Hao
- Haihe Laboratory of Cell Ecosystem, Tianjin 300060, China
| | - Feng Wei
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
- Haihe Laboratory of Cell Ecosystem, Tianjin 300060, China
| | - Jian Wang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Xiubao Ren
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, 300060, China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
- Key Laboratory of Cancer Immunology and Biotherapy, Tianjin, 300060, China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
- Department of Biotherapy, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
- Haihe Laboratory of Cell Ecosystem, Tianjin 300060, China
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