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Zhu M, Yi Y, Jiang K, Liang Y, Li L, Zhang F, Zheng X, Yin H. Single-cell combined with transcriptome sequencing to explore the molecular mechanism of cell communication in idiopathic pulmonary fibrosis. J Cell Mol Med 2024; 28:e18499. [PMID: 38887981 PMCID: PMC11184282 DOI: 10.1111/jcmm.18499] [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: 11/03/2023] [Revised: 05/14/2024] [Accepted: 06/08/2024] [Indexed: 06/20/2024] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is a common, chronic, and progressive lung disease that severely impacts human health and survival. However, the intricate molecular underpinnings of IPF remains elusive. This study aims to delve into the nuanced molecular interplay of cellular interactions in IPF, thereby laying the groundwork for innovative therapeutic approaches in the clinical field of IPF. Sophisticated bioinformatics methods were employed to identify crucial biomarkers essential for the progression of IPF. The GSE122960 single-cell dataset was obtained from the Gene Expression Omnibus (GEO) compendium, and intercellular communication potentialities were scrutinized via CellChat. The random survival forest paradigm was established using the GSE70866 dataset. Quintessential genes were selected through Kaplan-Meier (KM) curves, while immune infiltration examinations, functional enrichment critiques and nomogram paradigms were inaugurated. Analysis of intercellular communication revealed an intimate potential connections between macrophages and various cell types, pinpointing five cardinal genes influencing the trajectory and prognosis of IPF. The nomogram paradigm, sculpted from these seminal genes, exhibits superior predictive prowess. Our research meticulously identified five critical genes, confirming their intimate association with the prognosis, immune infiltration and transcriptional governance of IPF. Interestingly, we discerned these genes' engagement with the EPITHELIAL_MESENCHYMAL_TRANSITION signalling pathway, which may enhance our understanding of the molecular complexity of IPF.
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Affiliation(s)
- Minggao Zhu
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Yuhu Yi
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Kui Jiang
- Department of NephrologyThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Yongzhi Liang
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Lijun Li
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Feng Zhang
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Xinglong Zheng
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
| | - Haiyan Yin
- Intensive Care UnitThe First Affiliated Hospital of Jinan UniversityGuangzhouGuangdongChina
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Lu C, Li S, Qing P, Zhang Q, Ji X, Tang Z, Chen C, Wu T, Hu Y, Zhao Y, Zhang X, He Q, Fox DA, Tan C, Luo Y, Liu Y. Single-cell transcriptome analysis and protein profiling reveal broad immune system activation in IgG4-related disease. JCI Insight 2023; 8:e167602. [PMID: 37561593 PMCID: PMC10544205 DOI: 10.1172/jci.insight.167602] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 07/27/2023] [Indexed: 08/12/2023] Open
Abstract
IgG4-related disease (IgG4-RD) is a systemic autoimmune disease with unclear pathogenesis. We performed single-cell RNA-seq and surface proteome analyses on 61,379 PBMCs from 9 treatment-naive IgG4-RD patients and 7 age- and sex-matched healthy controls. Integrative analyses were performed for altered gene expression in IgG4-RD, and flow cytometry and immunofluorescence were used for validation. We observed expansion of plasmablasts with enhanced protein processing and activation, which correlated with the number of involved organs in IgG4-RD. Increased proportions of CD4+ cytotoxic T lymphocytes (CTLs), CD8+ CTLs-GNLY (granulysin), and γδT cells with enhanced chemotaxis and cytotoxicity but with suppressed inhibitory receptors characterize IgG4-RD. Prominent infiltration of lymphocytes with distinct compositions were found in different organs of IgG4-RD patients. Transcription factors (TFs), including PRDM1/XBP1 and RUNX3, were upregulated in IgG4-RD, promoting the differentiation of plasmablasts and CTLs, respectively. Monocytes in IgG4-RD have stronger expression of genes related to cell adhesion and chemotaxis, which may give rise to profibrotic macrophages in lesions. The gene activation pattern in peripheral immune cells indicated activation of multiple interaction pathways between cell types, in part through chemokines or growth factors and their receptors. Specific upregulation of TFs and expansion of plasmablasts and CTLs may be involved in the pathogenesis of IgG4-RD, and each of these populations are candidate targets for therapeutic interventions in this disease.
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Affiliation(s)
- Chenyang Lu
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
- Division of Rheumatology, Department of Internal Medicine, and
| | - Shasha Li
- Guangdong Provincial Key Laboratory of Diabetology & Guangzhou Municipal Key Laboratory of Mechanistic and Translational Obesity Research, Medical Center for Comprehensive Weight Control, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Pingying Qing
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Qiuping Zhang
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Xing Ji
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Zhigang Tang
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Chunyan Chen
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Tong Wu
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Yidan Hu
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Yi Zhao
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Xiaohui Zhang
- State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Qi He
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - David A. Fox
- Division of Rheumatology and Clinical Autoimmunity Center of Excellence, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Chunyu Tan
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Yubin Luo
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
| | - Yi Liu
- Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu, China
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Tan Z, Si Y, Yu Y, Ding J, Huang L, Xu Y, Zhang H, Lu Y, Wang C, Yu B, Yuan L. Yi-Shen-Hua-Shi Granule Alleviates Adriamycin-Induced Glomerular Fibrosis by Suppressing the BMP2/Smad Signaling Pathway. Front Pharmacol 2022; 13:917428. [PMID: 35784691 PMCID: PMC9240271 DOI: 10.3389/fphar.2022.917428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 05/06/2022] [Indexed: 11/13/2022] Open
Abstract
Focal segmental glomerulosclerosis (FSGS) is a common clinical condition with manifestations of nephrotic syndrome and fibrosis of the glomeruli and interstitium. Yi-Shen-Hua-Shi (YSHS) granule has been shown to have a good effect in alleviating nephrotic syndrome (NS) in clinical and in animal models of FSGS, but whether it can alleviate renal fibrosis in FSGS and its mechanism and targets are not clear. In this study, we explored the anti-fibrotic effect and the targets of the YSHS granule in an adriamycin (ADR)-induced FSGS model and found that the YSHS granule significantly improved the renal function of ADR-induced FSGS model mice and also significantly reduced the deposition of collagen fibers and the expression of mesenchymal cell markers FN, vimentin, and α-SMA in the glomeruli of ADR-induced FSGS mice, suggesting that the YSHS granule inhibited the fibrosis of sclerotic glomeruli. Subsequently, a network pharmacology-based approach was used to identify the potential targets of the YSHS granule for the alleviation of glomerulosclerosis in FSGS, and the results showed that the YSHS granule down-regulated the expressions of BMP2, GSTA1, GATS3, BST1, and S100A9 and up-regulated the expressions of TTR and GATM in ADR-induced FSGS model mice. We also proved that the YSHS granule inhibited the fibrosis in the glomeruli of ADR-induced FSGS model mice through the suppression of the BMP2/Smad signaling pathway.
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Affiliation(s)
- Zhuojing Tan
- Department of Nephrology, Affiliated Hospital of Nantong University, Nantong, China
- Department of Cell Biology, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yachen Si
- Department of Internal Medicine, No. 944 Hospital of Joint Logistics Support Force, Jiuquan, China
| | - Yan Yu
- Department of Nephrology, Affiliated Hospital of Nantong University, Nantong, China
| | - Jiarong Ding
- Department of Nephrology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Linxi Huang
- Department of Nephrology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Ying Xu
- Department of Nephrology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Hongxia Zhang
- Department of Cell Biology, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yihan Lu
- Nanjing Medical University, Nanjing, China
| | - Chao Wang
- Department of Cell Biology, Naval Medical University (Second Military Medical University), Shanghai, China
- *Correspondence: Li Yuan, ; Bing Yu, ; Chao Wang,
| | - Bing Yu
- Department of Cell Biology, Naval Medical University (Second Military Medical University), Shanghai, China
- *Correspondence: Li Yuan, ; Bing Yu, ; Chao Wang,
| | - Li Yuan
- Department of Nephrology, Affiliated Hospital of Nantong University, Nantong, China
- *Correspondence: Li Yuan, ; Bing Yu, ; Chao Wang,
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