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Pang J, Huang J, Yu J, Li B, Wei S, Cen W, Xuan Y, Yang J, Yu Y, Mo J, Lu J, Zheng X, Zhang J. Immune dysregulation in COVID-19 induced ARDS in kidney transplant recipients revealed by single-cell RNA sequencing. Sci Rep 2025; 15:6895. [PMID: 40011702 DOI: 10.1038/s41598-025-91439-5] [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: 06/10/2024] [Accepted: 02/20/2025] [Indexed: 02/28/2025] Open
Abstract
BACKGROUND Since the emergence of COVID-19 at the end of 2019, the disease has led to widespread acute respiratory distress syndrome (ARDS), particularly among kidney transplant recipients (KTRs), who are at increased risk due to long-term immunosuppressive therapy. This study aims to explore the differences in immune responses between kidney transplant recipients and non-kidney transplant recipients in COVID-19-induced ARDS to identify potential therapeutic targets for improving outcomes. Single-cell RNA sequencing was performed on 108,320 cells derived from peripheral blood samples to construct a global single-cell map of COVID-19 induced ARDS in kidney transplant recipients(ARDSKT), COVID-19 induced ARDS in non transplant recipients(ARDSNKT), and healthy controls. Subsequently, using cellular clustering analysis, we obtained single-cell maps of different cell types. We employed enrichment analysis to determine the pathways involved in different subpopulations and focused on the role of key immune cells such as monocytes, megakaryocytes, B cells, and CD8+ T cells in the pathogenesis of ARDS. Significant immune differences were observed between ARDSKT and ARDSNKT. In ARDSKT, the S100A9+ MK subpopulation, which activates the NF-κB signaling pathway, was elevated, promoting inflammation. In contrast, the S100A12+ monocyte subpopulation that activates the chemokine signaling pathway was more abundant in ARDSNKT, reflecting a stronger inflammatory response, while its abundance was reduced in ARDSKT due to immunosuppression. The CXCR4+ B subpopulation, crucial for adaptive immunity, was significantly reduced in ARDSKT. Additionally, the XAF1+ Teff subpopulation, associated with apoptosis, was more abundant in ARDSKT, potentially impairing immune recovery. This study highlights the immune differences between ARDSKT and ARDSNKT, revealing the impact of immunosuppression on immune dysregulation. These findings suggest that targeting specific immune pathways can improve therapeutic strategies for ARDSKT.
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Affiliation(s)
- Jielong Pang
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
- Guangxi Health Commission key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China
| | - Jingyu Huang
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Jianing Yu
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Binbin Li
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Shanshan Wei
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Weiluan Cen
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Yixuan Xuan
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Junzhi Yang
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Yongbing Yu
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Jingjia Mo
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Junyu Lu
- Guangxi Health Commission key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China.
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- The Second Affiliated Hospital of Guangxi Medical University, No 166 Daxuedong Road, Nanning, 530007, Guangxi, China.
| | - Xiaowen Zheng
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- Guangxi Health Commission key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China.
- The Second Affiliated Hospital of Guangxi Medical University, No 166 Daxuedong Road, Nanning, 530007, Guangxi, China.
| | - Jianfeng Zhang
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- Guangxi Health Commission key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China.
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- The Second Affiliated Hospital of Guangxi Medical University, No 166 Daxuedong Road, Nanning, 530007, Guangxi, China.
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Lu J, Chen Y, Zhou K, Ling Y, Qin Q, Lu W, Qin L, Mou C, Zhang J, Zheng X, Qin K. Immune characteristics of kidney transplant recipients with acute respiratory distress syndrome induced by COVID-19 at single-cell resolution. Respir Res 2024; 25:34. [PMID: 38238762 PMCID: PMC10795319 DOI: 10.1186/s12931-024-02682-9] [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] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 01/04/2024] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND COVID-19-induced acute respiratory distress syndrome (ARDS) can result in tissue damage and multiple organ dysfunction, especially in kidney transplant recipients (KTRs) receiving immunosuppressive drugs. Presently, single-cell research on COVID-19-induced ARDS is considerably advanced, yet knowledge about ARDS in KTRs is still constrained. METHODS Single-cell RNA sequencing (scRNA-seq) analysis was performed to construct a comprehensive single-cell immune landscape of the peripheral blood mononuclear cells (PBMCs) of eight patients with COVID-19-induced ARDS, five KTRs with COVID-19-induced ARDS, and five healthy individuals. Subsequently, we conducted a comprehensive bioinformatics analysis, including cell clustering, enrichment analysis, trajectory analysis, gene regulatory network analysis, and cell-cell interaction analysis, to investigate the heterogeneity of the immune microenvironment in KTRs with ARDS. RESULT Our study revealed that KTRs exhibit significant heterogeneity with COVID-19-induced ARDS compared with those of other individuals, with significant reductions in T cells, as well as an abnormal proliferation of B cells and monocytes. In the context of dual influences from immunosuppression and viral infection, KTRs exhibited more specific plasma cells, along with significant enrichment of dysfunctional GZMB and XAF1 double-positive effector T cells and IFI27-positive monocytes. Additionally, robust communication existed among T cells and monocytes in cytokine signaling. These effects impede the process of immune reconstitution in KTR patients. CONCLUSION Our findings suggest that KTRs with COVID-19-induced ARDS show elevated antibody levels, impaired T cell differentiation, and dysregulation of innate immunity. In summary, this study provides a theoretical foundation for a comprehensive understanding of COVID-19-induced ARDS in KTRs.
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Affiliation(s)
- Junyu Lu
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- Guangxi Health Commission Key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China.
| | - Yin Chen
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Kaihuan Zhou
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Yicong Ling
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Qianqian Qin
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Weisheng Lu
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Lian Qin
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Chenglin Mou
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
| | - Jianfeng Zhang
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China
- Guangxi Health Commission Key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China
| | - Xiaowen Zheng
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, China.
- Guangxi Health Commission Key Laboratory of Emergency and Critical Medicine, Nanning, 530007, China.
| | - Ke Qin
- Department of Anesthesiology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, Guangxi, China.
- Department of Anesthesiology, Guilin People's Hospital, Guilin, 541002, China.
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He D, Yu Q, Zeng X, Feng J, Yang R, Wan H, Zhong Y, Yang Y, Zhao R, Lu J, Zhang J. Single-Cell RNA Sequencing and Transcriptome Analysis Revealed the Immune Microenvironment and Gene Markers of Acute Respiratory Distress Syndrome. J Inflamm Res 2023; 16:3205-3217. [PMID: 37547124 PMCID: PMC10404049 DOI: 10.2147/jir.s419576] [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: 05/18/2023] [Accepted: 07/27/2023] [Indexed: 08/08/2023] Open
Abstract
Background Acute respiratory distress syndrome (ARDS) is caused by severe pulmonary inflammation and the leading cause of death in the intensive care unit. Methods We used single-cell RNA sequencing to compare peripheral blood mononuclear cells from sepsis-induced ARDS (SEP-ARDS) and pneumonic ARDS (PNE-ARDS) patient. Then, we used the GSE152978 and GSE152979 datasets to identify molecular dysregulation mechanisms at the transcriptional level in ARDS. Results Markedly increased CD14 cells were the predominant immune cell type observed in SEP-ARDS and PNE-ARDS patients. Cytotoxic cells and natural killer (NK) T cells were exclusively identified in patients with PNE-ARDS. An enrichment analysis of differentially expressed genes (DEGs) suggested that Th1 cell differentiation and Th2 cell differentiation were enriched in cytotoxic cells, and that the IL-17 signaling pathway, NOD receptor signaling pathway, and complement and coagulation cascades were enriched in CD14 cells. Furthermore, according to GSE152978 and GSE152979, 1939 DEGs were identified in patients with ARDS and controls; they were mainly enriched in the Kyoto Encyclopedia of Genes and Genomes pathways. RBP7 had the highest area under the curve values among the 12 hub genes and was mainly expressed in CD14 cells. Additionally, hub genes were negatively correlated with NK cells and positively correlated with neutrophils, cytotoxic cells, B cells, and macrophages. Conclusion A severe imbalance in the proportion of immune cells and immune dysfunction were observed in SEP-ARDS and PNE-ARDS patients. RBP7 may be immunologically associated with CD14 cells and serve as a potential marker of ARDS.
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Affiliation(s)
- Dan He
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People's Republic of China
| | - Qiao Yu
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Xiaona Zeng
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Jihua Feng
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Ruiqi Yang
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Huan Wan
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Ying Zhong
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Yanli Yang
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Ruzhi Zhao
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
| | - Junyu Lu
- Intensive Care Unit, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
- Guangxi Health Commission Key Laboratory of Emergency and Critical Medicine, Nanning, 530007, People’s Republic of China
| | - Jianfeng Zhang
- Department of General Practice, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People's Republic of China
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, People’s Republic of China
- Guangxi Health Commission Key Laboratory of Emergency and Critical Medicine, Nanning, 530007, People’s Republic of China
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