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Yao G, Hu X, Song D, Yao J, Chen D, Luan T, Zhao Y. Identification of Macrophage-Related Biomarkers for Abdominal Aortic Aneurysm Through Combined Single-Cell Sequencing and Machine Learning. J Inflamm Res 2024; 17:11009-11027. [PMID: 39697792 PMCID: PMC11652794 DOI: 10.2147/jir.s499593] [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: 10/16/2024] [Accepted: 12/10/2024] [Indexed: 12/20/2024] Open
Abstract
Purpose The relationship between macrophages and the progression of abdominal aortic aneurysms (AAA) remains unclear, and effective biomarkers are lacking. In this study, we elucidated the mechanism whereby macrophages promote AAA development and identified associated biomarkers, with the goal of developing new targeted therapies and improving patient outcomes. Patients and Methods Differential expression analysis, weighted gene co-expression network analysis, and single-cell analysis were used to identify macrophage-related genes in an AAA dataset. Machine learning algorithms identified THBS1, HCLS1, DMXL2, and ZEB2 as key macrophage-related genes upregulated in AAA; these four hub genes were then used to construct a nomogram as an auxiliary tool for clinical diagnosis. Subsequent downstream single-cell and CellChat analyses were conducted to observe the interactions between macrophages and fibroblasts and analyze potential pathways. Results Single-cell validation confirmed enhanced THBS1 expression in macrophages in AAA. CellChat analysis revealed enhanced interactions between macrophages and fibroblasts in AAA through THBS1-CD47 signaling. Finally, an analysis of clinical samples from patients with AAA confirmed the high expression of THBS1 and CD47 in AAA and that THBS1 promotes the progression of AAA through the TNF-NFκB signaling pathway. Our findings reveal the THBS1-CD47 signaling pathway as a critical mechanism in macrophage-driven AAA progression, highlighting THBS1's potential as a therapeutic target. Conclusion Our findings highlight THBS1 as a potential driver of macrophage-mediated AAA formation and an important biomarker for AAA diagnosis. The study results would help in improving treatment outcomes in patients with AAA. These findings provide a foundation for the development of diagnostic tools and targeted therapies for AAA, potentially improving early detection and patient outcomes.
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Affiliation(s)
- Guoqing Yao
- Department of Vascular Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Xuemei Hu
- Department of Endocrinology, The People’s Hospital of Rongchang District, Chongqing, 402460, People’s Republic of China
| | - Daqiang Song
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Jin Yao
- School of Acu-Mox and Tuina, Chengdu University of Traditional Chinese Medicine, Chengdu, 610075, People’s Republic of China
| | - Deqing Chen
- Department of Endocrinology, The People’s Hospital of Rongchang District, Chongqing, 402460, People’s Republic of China
| | - Tiankuo Luan
- Department of Anatomy, Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Yu Zhao
- Department of Vascular Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
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Huang M, Li Y, Li Y, Liu S. C-Terminal Binding Protein: Regulator between Viral Infection and Tumorigenesis. Viruses 2024; 16:988. [PMID: 38932279 PMCID: PMC11209466 DOI: 10.3390/v16060988] [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: 05/23/2024] [Revised: 06/16/2024] [Accepted: 06/18/2024] [Indexed: 06/28/2024] Open
Abstract
C-terminal binding protein (CtBP), a transcriptional co-repressor, significantly influences cellular signaling, impacting various biological processes including cell proliferation, differentiation, apoptosis, and immune responses. The CtBP family comprises two highly conserved proteins, CtBP1 and CtBP2, which have been shown to play critical roles in both tumorigenesis and the regulation of viral infections. Elevated CtBP expression is noted in various tumor tissues, promoting tumorigenesis, invasiveness, and metastasis through multiple pathways. Additionally, CtBP's role in viral infections varies, exhibiting differing or even opposing effects depending on the virus. This review synthesizes the advances in CtBP's function research in viral infections and virus-associated tumorigenesis, offering new insights into potential antiviral and anticancer strategies.
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Affiliation(s)
- Meihui Huang
- Xiangya School of Medicine, Central South University, Changsha 410013, China; (M.H.); (Y.L.); (Y.L.)
| | - Yucong Li
- Xiangya School of Medicine, Central South University, Changsha 410013, China; (M.H.); (Y.L.); (Y.L.)
| | - Yuxiao Li
- Xiangya School of Medicine, Central South University, Changsha 410013, China; (M.H.); (Y.L.); (Y.L.)
| | - Shuiping Liu
- Xiangya School of Medicine, Central South University, Changsha 410013, China; (M.H.); (Y.L.); (Y.L.)
- Department of Microbiology, School of Basic Medical Science, Central South University, Changsha 410013, China
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Du P, Hou Y, Su C, Gao J, Yang Y, Zhang J, Cui X, Tang J. The future for the therapeutics of abdominal aortic aneurysm: engineered nanoparticles drug delivery for abdominal aortic aneurysm. Front Bioeng Biotechnol 2024; 11:1324406. [PMID: 38249799 PMCID: PMC10796665 DOI: 10.3389/fbioe.2023.1324406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 12/12/2023] [Indexed: 01/23/2024] Open
Abstract
Abdominal aortic aneurysm (AAA) is a severe cardiovascular disease with a high mortality rate. Several screening and diagnostic methods have been developed for AAA early diagnosis. Open surgery and endovascular aortic repair (EVAR) are clinically available for patients who meet the indications for surgery. However, for non-surgical patients, limited drugs exist to inhibit or reverse the progression of aneurysms due to the complex pathogenesis and biological structure of AAA, failing to accumulate precisely on the lesion to achieve sufficient concentrations. The recently developed nanotechnology offers a new strategy to address this problem by developing drug-carrying nanoparticles with enhanced water solubility and targeting capacity, prolonged duration, and reduced side effects. Despite the rising popularity, limited literature is available to highlight the progression of the field. Herein, in this review, we first discuss the pathogenesis of AAA, the methods of diagnosis and treatment that have been applied clinically, followed by the review of research progressions of constructing different drug-loaded nanoparticles for AAA treatment using engineered nanoparticles. In addition, the feasibility of extracellular vesicles (EVs) and EVs-based nanotechnology for AAA treatment in recent years are highlighted, together with the future perspective. We hope this review will provide a clear picture for the scientists and clinicians to find a new solution for AAA clinical management.
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Affiliation(s)
- Pengchong Du
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Yachen Hou
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Chang Su
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Jiamin Gao
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Yu Yang
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Jinying Zhang
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
| | - Xiaolin Cui
- School of Medicine, The Chinese University of Hong Kong, Shenzhen, China
| | - Junnan Tang
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Province Key Laboratory of Cardiac Injury and Repair, Zhengzhou, China
- Henan Province Clinical Research Center for Cardiovascular Diseases, Zhengzhou, China
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