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Chen S, Hu Z, Zhao M, Sun J, Nie S, Gao X, Huang Y. A comprehensive proteomic analysis reveals novel inflammatory biomarkers in intracranial aneurysms. J Proteomics 2025; 313:105374. [PMID: 39761748 DOI: 10.1016/j.jprot.2025.105374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2024] [Revised: 01/01/2025] [Accepted: 01/02/2025] [Indexed: 02/04/2025]
Abstract
Inflammation is a complex factor in the pathogenesis of intracranial aneurysms (IA), but its specific cellular inflammatory factors remain uncertain. We collected two cohorts and measured the representation of vascular inflammation-related proteins using the Olink CVD II Vascular Inflammation Panel. We subsequently validated our findings using ELISA and RT-qPCR. Our proteomic analysis identified 11 vascular inflammation-related markers that were significantly differentially represented between the IA and control groups. These markers were implicated in leukocyte migration, immune response, triglyceride and lipoprotein metabolism, acute phase response, T cell regulation, and several key biological pathways, including PPAR, HIF-1, cytokine-cytokine interactions, and PI3K-AKT signaling. Further validation with ELISA and RT-qPCR confirmed the differential representation of IL6, PTX3, LPL, and OLR1 between the two groups. Notably, a combination marker incorporating these four factors demonstrated high diagnostic potential for the early detection of IA. Our study has identified a set of informative biomarkers (IL6, PTX3, LPL, and OLR1) that could be valuable for the early diagnosis of IA. Importantly, this is the first report of significantly elevated OLR1 representation in the plasma of IA patients. Further investigation into the role of OLR1 in the pathogenesis of IA is warranted. SIGNIFICANCE: This study significantly advances our understanding of the molecular mechanisms underlying intracranial aneurysm (IA) pathogenesis. By identifying a panel of novel biomarkers, including the previously unreported elevated expression of OLR1 in IA patients, we provide crucial insights into the inflammatory processes involved in aneurysm formation and development. These findings have important clinical implications, as the identified biomarkers could serve as valuable tools for early diagnosis and potentially targeted therapeutic interventions. Furthermore, the study highlights the complex interplay of inflammatory pathways in IA, suggesting that a multi-faceted approach may be necessary for effective management.
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Affiliation(s)
- Siqi Chen
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China; Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, Ningbo, Zhejiang 315010, China
| | - Ziliang Hu
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China; Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, Ningbo, Zhejiang 315010, China
| | - Mingyue Zhao
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China; Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, Ningbo, Zhejiang 315010, China
| | - Jie Sun
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China
| | - Sheng Nie
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China
| | - Xiang Gao
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China; Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, Ningbo, Zhejiang 315010, China
| | - Yi Huang
- Ningbo Key Laboratory of Nervous System and Brain Function, Department of Neurosurgery, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315010, China; Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, Ningbo, Zhejiang 315010, China.
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Yang Q, Liu J, Zhang T, Zhu T, Yao S, Wang R, Wang W, Dilimulati H, Ge J, An S. Exploring shared biomarkers and shared pathways in insomnia and atherosclerosis using integrated bioinformatics analysis. Front Mol Neurosci 2024; 17:1477903. [PMID: 39439987 PMCID: PMC11493776 DOI: 10.3389/fnmol.2024.1477903] [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: 08/08/2024] [Accepted: 09/23/2024] [Indexed: 10/25/2024] Open
Abstract
Background Insomnia (ISM) is one of the non-traditional drivers of atherosclerosis (AS) and an important risk factor for AS-related cardiovascular disease. Our study aimed to explore the shared pathways and diagnostic biomarkers of ISM-related AS using integrated bioinformatics analysis. Methods We download the datasets from the Gene Expression Omnibus database and the GeneCards database. Weighted gene co-expression network analysis and gene differential expression analysis were applied to screen the AS-related gene set. The shared genes of ISM and AS were obtained by intersecting with ISM-related genes. Subsequently, candidate diagnostic biomarkers were identified by constructing protein-protein interaction networks and machine learning algorithms, and a nomogram was constructed. Moreover, to explore potential mechanisms, a comprehensive analysis of shared genes was carried out, including enrichment analysis, protein interactions, immune cell infiltration, and single-cell sequencing analysis. Results We successfully screened 61 genes shared by ISM and AS, of which 3 genes (IL10RA, CCR1, and SPI1) were identified as diagnostic biomarkers. A nomogram with excellent predictive value was constructed (the area under curve of the model constructed by the biomarkers was 0.931, and the validation set was 0.745). In addition, the shared genes were mainly enriched in immune and inflammatory response regulation pathways. The biomarkers were associated with a variety of immune cells, especially myeloid immune cells. Conclusion We constructed a diagnostic nomogram based on IL10RA, CCR1, and SPI1 and explored the inflammatory-immune mechanisms, which indicated new insights for early diagnosis and treatment of ISM-related AS.
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Affiliation(s)
- Qichong Yang
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
| | - Juncheng Liu
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
- Henan Province People's Hospital, People's Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Tingting Zhang
- Center for Clinical Single-Cell Biomedicine, Henan Province People’s Hospital, People's Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Tingting Zhu
- Department of Cardiopulmonary Functions Test, Henan Province People’s Hospital, People's Hospital of Henan University, Zhengzhou, Henan, China
| | - Siyu Yao
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
| | - Rongzi Wang
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
| | - Wenjuan Wang
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
| | - Haliminai Dilimulati
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
| | - Junbo Ge
- Department of Cardiology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Songtao An
- Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Regenerative Medicine, National Health Commission, Central China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Zhengzhou, Henan, China
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Ushio Y, Kataoka H, Akagawa H, Sato M, Manabe S, Kawachi K, Makabe S, Akihisa T, Seki M, Teraoka A, Iwasa N, Yoshida R, Tsuchiya K, Nitta K, Hoshino J, Mochizuki T. Factors associated with early-onset intracranial aneurysms in patients with autosomal dominant polycystic kidney disease. J Nephrol 2024; 37:983-992. [PMID: 38315279 DOI: 10.1007/s40620-023-01866-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Accepted: 12/14/2023] [Indexed: 02/07/2024]
Abstract
BACKGROUND Recently, the importance of attribute-based medicine has been emphasized. The effects of early-onset intracranial aneurysms on patients can be significant and long-lasting. Herein, we compared the factors associated with intracranial aneurysms in patients with autosomal dominant polycystic kidney disease (ADPKD) according to age categories (≥ 50 years, < 50 years). METHODS We included 519 ADPKD patients, with a median age of 44 years, estimated glomerular filtration rate of 54.5 mL/min/1.73 m2, and total follow-up duration of 3104 patient-years. Logistic regression analyses were performed to determine factors associated with intracranial aneurysms. RESULTS Regarding the presence of intracranial aneurysm, significant interactions were identified between the age category (age ≥ 50 years), female sex (P = 0.0027 for the interaction) and hypertension (P = 0.0074 for the interaction). Female sex and hypertension were associated with intracranial aneurysm risk factors only in patients aged ≥ 50 years. The presence of intracranial aneurysm was significantly associated with chronic kidney disease (CKD) stages 4-5 (odds ratio [OR] = 3.87, P = 0.0007) and family history of intracranial aneurysm or subarachnoid hemorrhage (OR = 2.30, P = 0.0217) in patients aged < 50 years. For patients aged ≥ 50 years, in addition to the abovementioned factors [OR = 2.38, P = 0.0355 for CKD stages 4-5; OR = 3.49, P = 0.0094 for family history of intracranial aneurysm or subarachnoid hemorrhage], female sex (OR = 4.51, P = 0.0005), and hypertension (OR = 5.89, P = 0.0012) were also associated with intracranial aneurysm. CONCLUSION Kidney dysfunction and family history of intracranial aneurysm or subarachnoid hemorrhage are risk factors for early-onset intracranial aneurysm. Patients aged < 50 years with a family history of intracranial aneurysm or subarachnoid hemorrhage or with CKD stages 4-5 may be at an increased risk of early-onset intracranial aneurysm.
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Affiliation(s)
- Yusuke Ushio
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Hiroshi Kataoka
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan.
| | - Hiroyuki Akagawa
- Tokyo Women's Medical University Institute for Integrated Medical Sciences (TIIMS), Tokyo, Japan
| | - Masayo Sato
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Shun Manabe
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Keiko Kawachi
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Shiho Makabe
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Taro Akihisa
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Momoko Seki
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Atsuko Teraoka
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Naomi Iwasa
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Rie Yoshida
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Ken Tsuchiya
- Department of Blood Purification, Tokyo Women's Medical University, Tokyo, Japan
| | - Kosaku Nitta
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Junichi Hoshino
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
| | - Toshio Mochizuki
- Department of Nephrology, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-ku, Tokyo, 162-8666, Japan
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