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Revilla-González G, Varela LM, Ruiz de Azua-López Z, Amaya-Villar R, Pezzotti MR, Castro MJ, Ureña J, González-Montelongo MDC, Castellano A. Changes in Adhesion and the Expression of Adhesion Molecules in PBMCs after Aneurysmal Subarachnoid Hemorrhage: Relation to Cerebral Vasospasm. Transl Stroke Res 2024; 15:378-387. [PMID: 36814009 PMCID: PMC10891186 DOI: 10.1007/s12975-023-01136-6] [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: 11/29/2022] [Revised: 01/17/2023] [Accepted: 01/31/2023] [Indexed: 02/24/2023]
Abstract
Aneurysmal subarachnoid hemorrhage (aSAH) is a neurovascular disease produced by extravasation of blood to the subarachnoid space after rupture of the cerebral vessels. After bleeding, the immune response is activated. The role of peripheral blood mononuclear cells (PBMCs) in this response is a current subject of research. We have analysed the changes in PBMCs of patients with aSAH and their interaction with the endothelium, focusing on their adhesion and the expression of adhesion molecules. Using an in vitro adhesion assay, we observed that the adhesion of PBMCs of patients with aSAH is increased. Flow cytometry analysis shows that monocytes increased significantly in patients, especially in those who developed vasospasm (VSP). In aSAH patients, the expression of CD162, CD49d, CD62L and CD11a in T lymphocytes and of CD62L in monocytes increased. However, the expression of CD162, CD43, and CD11a decreased in monocytes. Furthermore, monocytes from patients who developed arteriographic VSP had lower expression of CD62L. In conclusion, our results confirm that after aSAH, monocyte count and adhesion of PBMCs increase, especially in patients with VSP, and that the expression of several adhesion molecules is altered. These observations can help predict VSP and to improve the treatment of this pathology.
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Affiliation(s)
- Gonzalo Revilla-González
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Lourdes María Varela
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Zaida Ruiz de Azua-López
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- UGC de Cuidados Intensivos, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Rosario Amaya-Villar
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- UGC de Cuidados Intensivos, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - María Rosa Pezzotti
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - María José Castro
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Juan Ureña
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - María Del Carmen González-Montelongo
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain.
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain.
- Unidad de Investigación, Instituto de Investigación e Innovación Biomédica de Cádiz (INiBICA), Hospital Universitario Puerta del Mar, Cádiz, Spain.
| | - Antonio Castellano
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain.
- Dpto. Fisiología Médica y Biofísica, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain.
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Ji H, Han Y, Danyang Jie, Yue Li, Hailan Yang, Sun H, You C, Xiao A, Liu Y. Decoding the biology and clinical implication of neutrophils in intracranial aneurysm. Ann Clin Transl Neurol 2024; 11:958-972. [PMID: 38317016 PMCID: PMC11021671 DOI: 10.1002/acn3.52014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Revised: 10/08/2023] [Accepted: 01/11/2024] [Indexed: 02/07/2024] Open
Abstract
OBJECTIVE Abundant neutrophils have been identified in both ruptured and unruptured intracranial aneurysm (IA) domes, with their function and clinical implication being poorly characterized. MATERIALS AND METHODS We employed single-cell RNA sequencing (scRNA-Seq) datasets of both human and murine model, and external bulk mRNA sequencing datasets to thoroughly explore the features and functional heterogeneous of neutrophils infiltrating the IA dome. RESULTS We found that both unruptured and ruptured IA dome contain a substantial population of neutrophils, characterized by FCGR3B, G0S2, CSF3R, and CXCR2. These cells exhibited heterogeneity in terms of function and differentiation. Despite similar transcriptional activation, neutrophils in IA dome expressed a repertoire of gene programs that mimicked transcriptomic alterations observed from bone marrow to peripheral blood, showing self-similarity. In addition, the recruitment of neutrophils in unruptured IA was primarily mediated by monocytes/macrophages, and once ruptured, both neutrophils, and a specific subset of inflammatory smooth muscle cells (SMCs) were involved in the process. The receiver operator characteristic curve (ROC) analysis indicated that distinct neutrophil subclusters were associated with IA formation and rupture, respectively. By reviewing current studies, we found that neutrophils play a detrimental role to IA wall integrity through secreting specific ligands, ferroptosis driven by ALOX5AP and PTGS2, and the formation of neutrophil extracellular traps (NETs) mediated by PADI4. INTERPRETATION This study delineated the biology and potential clinical implications of neutrophils in IA dome and provided a reliable basis for future researches.
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Affiliation(s)
- Hang Ji
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Yujing Han
- Plevic Floor Disorders Centre, West China Tianfu HospitalSichuan UniversityNo. 3966, Tianfu AvenueChengduSichuanChina
| | - Danyang Jie
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Yue Li
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Hailan Yang
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Haogeng Sun
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Chao You
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Anqi Xiao
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
| | - Yi Liu
- Department of Neurosurgery, West China HospitalSichuan UniversityNo. 37 Guoxue LaneChengduSichuanChina
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Hu RT, Deng HW, Teng WB, Zhou SD, Ye ZM, Dong ZM, Qin C. ADORA3: A Key Player in the Pathogenesis of Intracranial Aneurysms and a Potential Diagnostic Biomarker. Mol Diagn Ther 2024; 28:225-235. [PMID: 38341835 DOI: 10.1007/s40291-024-00694-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/07/2024] [Indexed: 02/13/2024]
Abstract
BACKGROUND The effects of genes on the development of intracranial aneurysms (IAs) remain to be elucidated, and reliable blood biomarkers for diagnosing IAs are yet to be established. This study aimed to identify genes associated with IAs pathogenesis and explore their diagnostic value by analyzing IAs datasets, conducting vascular smooth muscle cells (VSMC) experiments, and performing blood detection. METHODS IAs datasets were collected and the differentially expressed genes were analyzed. The selected genes were validated in external datasets. Autophagy was induced in VSMC and the effect of selected genes was determined. The diagnostic value of selected gene on the IAs were explored using area under curve (AUC) analysis using IAs plasma samples. RESULTS Analysis of 61 samples (32 controls and 29 IAs tissues) revealed a significant increase in expression of ADORA3 compared with normal tissues using empirical Bayes methods of "limma" package; this was further validated by two external datasets. Additionally, induction of autophagy in VSMC lead to upregulation of ADORA3. Conversely, silencing ADORA3 suppressed VSMC proliferation and autophagy. Furthermore, analysis of an IAs blood sample dataset and clinical plasma samples demonstrated increased ADORA3 expression in patients with IA compared with normal subjects. The diagnostic value of blood ADORA3 expression in IAs was moderate when analyzing clinical samples (AUC: 0.756). Combining ADORA3 with IL2RB or CCR7 further enhanced the diagnostic ability for IAs, with the AUC value over 0.83. CONCLUSIONS High expression of ADORA3 is associated with IAs pathogenesis, likely through its promotion of VSMC autophagy. Furthermore, blood ADORA3 levels have the potential to serve as an auxiliary diagnostic biomarker for IAs.
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Affiliation(s)
- Rui-Ting Hu
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, China
| | - Hao-Wei Deng
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, China
| | - Wen-Bin Teng
- Department of Neurology, Minzu Hospital of Guangxi Medical University, Nanning, 530001, China
| | - Shao-Dan Zhou
- Department of Neurology, Minzu Hospital of Guangxi Medical University, Nanning, 530001, China
| | - Zi-Ming Ye
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, China
| | - Zi-Mei Dong
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, China
| | - Chao Qin
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, China.
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Lei H. Hypoxia and Activation of Neutrophil Degranulation-Related Genes in the Peripheral Blood of COVID-19 Patients. Viruses 2024; 16:201. [PMID: 38399976 PMCID: PMC10891603 DOI: 10.3390/v16020201] [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: 01/17/2024] [Revised: 01/20/2024] [Accepted: 01/21/2024] [Indexed: 02/25/2024] Open
Abstract
Severe COVID-19 is characterized by systematic hyper-inflammation and subsequent damage to various organs. Therefore, it is critical to trace this cascade of hyper-inflammation. Blood transcriptome has been routinely utilized in the interrogation of host immune response in COVID-19 and other infectious conditions. In this study, consensus gene dysregulation in the blood was obtained from 13 independent transcriptome studies on COVID-19. Among the up-regulated genes, the most prominent functional categories were neutrophil degranulation and cell cycle, which is clearly different from the classical activation of interferon signaling pathway in seasonal flu. As for the potential upstream causal factors of the atypical gene dysregulation, systemic hypoxia was further examined because it is much more widely reported in COVID-19 than that in seasonal flu. It was found that both physiological and pathological hypoxia can induce activation of neutrophil degranulation-related genes in the blood. Furthermore, COVID-19 patients with different requirement for oxygen intervention showed distinctive levels of gene expression related to neutrophil degranulation in the whole blood, which was validated in isolated neutrophils. Thus, activation of neutrophil degranulation-related genes in the blood of COVID-19 could be partially attributed to hypoxia. Interestingly, similar pattern was also observed in H1N1 infection (the cause of Spanish flu) and several other severe respiratory viral infections. As for the molecular mechanism, both HIF-dependent and HIF-independent pathways have been examined. Since the activation of neutrophil degranulation-related genes is highly correlated with disease severity in COVID-19, early detection of hypoxia and active intervention may prevent further activation of neutrophil degranulation-related genes and other harmful downstream hyper-inflammation. This common mechanism is applicable to current and future pandemic as well as the severe form of common respiratory infection.
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Affiliation(s)
- Hongxing Lei
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, and China National Center for Bioinformation, Beijing 100101, China; ; Tel.: +86-010-84097276
- Cunji Medical School, University of Chinese Academy of Sciences, Beijing 101408, China
- Center of Alzheimer’s Disease, Beijing Institute for Brain Disorders, Beijing 100069, China
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Liu J, Sun Z, Hong Y, Zhao Y, Wang S, Liu B, Zheng Y. Screening of immune-related biological markers for aneurysmal subarachnoid hemorrhage based on machine learning approaches. Biochem Biophys Rep 2023; 36:101564. [PMID: 38024864 PMCID: PMC10656213 DOI: 10.1016/j.bbrep.2023.101564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 10/15/2023] [Accepted: 10/20/2023] [Indexed: 12/01/2023] Open
Abstract
Background Aneurysmal subarachnoid hemorrhage (aSAH) is a common hemorrhagic condition frequently encountered in the emergency department, which is characterized by high mortality and disability rates. However, the precise molecular mechanisms underlying the rupture of an aneurysm are still not fully understood. The primary objective of this study is to elucidate the fundamental molecular mechanisms underlying aSAH and provide novel therapeutic targets for the treatment of aSAH. Methods The gene expression matrix of aSAH was downloaded from the Gene Expression Omnibus (GEO) database. In this study, we employed weighted gene co-expression network analysis (WGCNA) and differential gene expression analysis (DEGs) screening to identify crucial modules and genes associated with aSAH. Furthermore, the evaluation of immune cell infiltration was conducted through the utilization of the single-sample gene set enrichment analysis (ssGSEA) technique and the CIBERSORT algorithm. The study utilized Gene Set Variation Analysis (GSVA), Gene Ontology (GO), and Kyoto Encyclopedia of Genes and Genomes (KEGG) to investigate and comprehend the fundamental biological pathways and mechanisms. Results Using WGCNA, six gene co-expression modules were constructed. Among the identified modules, the yellow module, which encompasses 184 genes, demonstrated the most significant correlation with aSAH. Consequently, it was determined to be the central module responsible for governing the pathogenesis of aSAH. Additionally, the application of WGCNA, LASSO regression, and multiple factor logistic regression analysis revealed ARHGAP26 and SLMAP as the key genes associated with aSAH. Furthermore, the diagnostic efficacy of these pivotal genes in aSAH was confirmed through the use of receiver operating characteristic (ROC) curve analysis, validating their discriminative potential. Moreover, the utilization of GO and KEGG pathway analysis revealed a significant enrichment of inflammation-related signaling in aSAH. Conclusion The genes ARHGAP26 and SLMAP were identified as significant predictors of aSAH. Accordingly, these genes demonstrate significant potential to function as novel biological markers and therapeutic targets for aSAH.
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Affiliation(s)
- Jing Liu
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
| | | | - Yiyu Hong
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
| | - Yibo Zhao
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
| | - Shuo Wang
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
| | - Bin Liu
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
| | - Yantao Zheng
- Department of Emergency,Zhujiang Hospital,Southern Medical University, China
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Cuoco JA, Guilliams EL, Adhikari S, Rogers CM, Marvin EA, Patel BM, Entwistle JJ. Systemic Immune-Inflammation Index Predicts Acute Symptomatic Hydrocephalus After Spontaneous Nonaneurysmal Subarachnoid Hemorrhage. World Neurosurg 2023; 173:e378-e390. [PMID: 36804432 DOI: 10.1016/j.wneu.2023.02.060] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 02/09/2023] [Accepted: 02/10/2023] [Indexed: 02/17/2023]
Abstract
OBJECTIVE The authors sought to investigate the association between white blood cell counts and acute hydrocephalus in spontaneous nonaneurysmal subarachnoid hemorrhage (nSAH). METHODS We conducted a retrospective analysis of 105 consecutive patients with spontaneous nSAH. Univariate and multivariable logistic regression analyses were performed to investigate factors associated with hydrocephalus. Receiver operating characteristic curve analysis determined the optimal cutoff to differentiate between patients with and without hydrocephalus. The admission characteristics of hydrocephalic patients with aneurysmal and nSAH were compared. RESULTS A total of 70 patients met inclusion criteria, of which 21 (30%) presented with hydrocephalus. In univariate logistic regression, leukocytes, neutrophils, lymphocytes, neutrophil-to-lymphocyte ratio, lymphocyte-to-monocyte ratio, neutrophil-monocyte-to-lymphocyte ratio, and the systemic immune-inflammation (SII) index ([neutrophils × platelets/lymphocytes]/1000) were associated with hydrocephalus. After adjustments, the SII index independently predicted acute hydrocephalus with the highest odds among laboratory values (odds ratio 2.184, P = 0.006). Receiver operating characteristic curve analysis revealed the SII index differentiated between patients with and without hydrocephalus (area under the curve = 0.799, 95% CI: 0.688-0.909, P < 0.001) with an optimal cutoff of 1.385 103/μL. SII indices did not differ between aneurysmal and nSAH patients with hydrocephalus (3.5 vs. 3.6 103/μL, P = 0.795). CONCLUSIONS A SII index ≥1.385 103/μL on admission predicts acute hydrocephalus in spontaneous nSAH. Hydrocephalic patients with aneurysmal and nSAH exhibit similar SII indices, and thus, an exaggerated inflammatory and thrombotic response follows spontaneous subarachnoid hemorrhage irrespective of hemorrhage etiology.
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Affiliation(s)
- Joshua A Cuoco
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA.
| | - Evin L Guilliams
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
| | - Srijan Adhikari
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
| | - Cara M Rogers
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
| | - Eric A Marvin
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
| | - Biraj M Patel
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA; Department of Radiology, Neurointerventional Radiology, Carilion Clinic, Roanoke, Virginia, USA
| | - John J Entwistle
- Section of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; School of Neuroscience, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
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Nowicki KW, Mittal AM, Abou-Al-Shaar H, Rochlin EK, Lang MJ, Gross BA, Friedlander RM. A Future Blood Test to Detect Cerebral Aneurysms. Cell Mol Neurobiol 2023:10.1007/s10571-023-01346-4. [PMID: 37046105 DOI: 10.1007/s10571-023-01346-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 04/04/2023] [Indexed: 04/14/2023]
Abstract
Intracranial aneurysms are reported to affect 2-5% of the population. Despite advances in the surgical management of this disease, diagnostic technologies have marginally improved and still rely on expensive or invasive imaging procedures. Currently, there is no blood-based test to detect cerebral aneurysm formation or quantify the risk of rupture. The aim of this review is to summarize current literature on the mechanism of aneurysm formation, specifically studies relating to inflammation, and provide a rationale and commentary on a hypothetical future blood-based test. Efforts should be focused on clinical-translational approaches to create an assay to screen for cerebral aneurysm presence and risk-stratify patients to allow for superior treatment timing and management. Cerebral Aneurysm Blood Test Considerations: There are multiple caveats to development of a putative blood test to detect cerebral aneurysm presence.
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Affiliation(s)
- Kamil W Nowicki
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
| | - Aditya M Mittal
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Hussam Abou-Al-Shaar
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Emma K Rochlin
- Loyola University Stritch School of Medicine, Loyola University Medical Center, Maywood, IL, USA
| | - Michael J Lang
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Bradley A Gross
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Robert M Friedlander
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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Transcriptomic Studies on Intracranial Aneurysms. Genes (Basel) 2023; 14:genes14030613. [PMID: 36980884 PMCID: PMC10048068 DOI: 10.3390/genes14030613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 02/25/2023] [Accepted: 02/26/2023] [Indexed: 03/05/2023] Open
Abstract
Intracranial aneurysm (IA) is a relatively common vascular malformation of an intracranial artery. In most cases, its presence is asymptomatic, but IA rupture causing subarachnoid hemorrhage is a life-threating condition with very high mortality and disability rates. Despite intensive studies, molecular mechanisms underlying the pathophysiology of IA formation, growth, and rupture remain poorly understood. There are no specific biomarkers of IA presence or rupture. Analysis of expression of mRNA and other RNA types offers a deeper insight into IA pathobiology. Here, we present results of published human studies on IA-focused transcriptomics.
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Weng W, Cheng F, Zhang J. Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage. Front Pharmacol 2022; 13:1022564. [PMID: 36438795 PMCID: PMC9685413 DOI: 10.3389/fphar.2022.1022564] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 10/27/2022] [Indexed: 11/11/2022] Open
Abstract
Background: Aneurysmal subarachnoid hemorrhage (aSAH) is a devastating hemorrhagic stroke with high disability and mortality. Neuroinflammation and the immunological response after aSAH are complex pathophysiological processes that have not yet been fully elucidated. Therefore, attention should be paid to exploring the inflammation-related genes involved in the systemic response to the rupture of intracranial aneurysms. Methods: The datasets of gene transcriptomes were downloaded from the Gene Expression Omnibus database. We constructed a gene co-expression network to identify cluster genes associated with aSAH and screened out differentially expressed genes (DEGs). The common gene was subsequently applied to identify hub genes by protein-protein interaction analysis and screen signature genes by machine learning algorithms. CMap analysis was implemented to identify potential small-molecule compounds. Meanwhile, Cibersort and ssGSEA were used to evaluate the immune cell composition, and GSEA reveals signal biological pathways. Results: We identified 602 DEGs from the GSE36791. The neutrophil-related module associated with aSAH was screened by weighted gene co-expression network analysis (WGCNA) and functional enrichment analysis. Several small molecular compounds were predicted based on neutrophil-related genes. MAPK14, ITGAM, TLR4, and FCGR1A have been identified as crucial genes involved in the peripheral immune activation related to neutrophils. Six significant genes (CST7, HSP90AB1, PADI4, PLBD1, RAB32, and SLAMF6) were identified as signature biomarkers by performing the LASSO analysis and SVM algorithms. The constructed machine learning model appears to be robust by receiver-operating characteristic curve analysis. The immune feature analysis demonstrated that neutrophils were upregulated post-aSAH and PADI4 was positively correlated with neutrophils. The NETs pathway was significantly upregulated in aSAH. Conclusion: We identified core regulatory genes influencing the transcription profiles of circulating neutrophils after the rupture of intracranial aneurysms using bioinformatics analysis and machine learning algorithms. This study provides new insight into the mechanism of peripheral immune response and inflammation after aSAH.
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Zhang Q, Zhang G, Wang L, Zhang W, Hou F, Zheng Z, Guo Y, Chen Z, Hernesniemi J, Andrade-Barazarte H, Feng G, Gu J. Clinical Value and Prognosis of C Reactive Protein to Lymphocyte Ratio in Severe Aneurysmal Subarachnoid Hemorrhage. Front Neurol 2022; 13:868764. [PMID: 35769371 PMCID: PMC9234282 DOI: 10.3389/fneur.2022.868764] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 04/20/2022] [Indexed: 12/04/2022] Open
Abstract
Objective To investigate the relationship between CLR and disease severity and clinical prognosis of aSAH. Methods The authors retrospectively analyzed the clinical data of 221 patients with aSAH, who were admitted to the intensive care unit from January 2017 to December 2020. The indicators of inflammatory factors in the first blood routine examination within 48 h of bleeding were obtained. The prognosis was evaluated by mRS score at discharge, mRS>2 was a poor outcome. Through the receiver operating characteristic (ROC) curve, the area under the curve was calculated and the predicted values of inflammatory factors (CLR, CRP, WBC, and neutrophils) were compared. Univariate and multivariable logistic regression analyses were used to evaluate the relationship between CLR and the clinical prognosis of patients. ROC curve analysis was performed to determine the optimal cut-off threshold, sensitivity, and specificity of CLR in predicting prognosis at admission. Results According to the mRS score at discharge, 139 (62.90%) patients were classified with poor outcomes (mRS>2). The inflammatory factor with the best predictive value was CLR, which had an optimal cut-off threshold of 10.81 and an area under the ROC curve of 0.840 (95%CI.788–0.892, P < 0.001). Multivariable Logistic regression analysis showed that the Modified Fisher grade, Hunt-Hess grade, and CLR at admission were independent risk factors for poor outcomes of patients with aSAH (P < 0.05). According to Hunt-Hess grade, patients were divided into a mild group (Hunt-Hess ≤ 3) and a severe group (Hunt-Hess > 3), and the CLR value was significantly higher in severe patients with aSAH than in mild patients. The optimal cut-off threshold of CLR in the severe group was 6.87, and the area under the ROC curve was 0.838 (95% CI.752–0.925, P < 0.001). Conclusions The CLR value at the admission of patients with aSAH was significantly associated with Hunt-Hess grade, The higher Hunt-Hess grade, the higher the CL R-value, and the worse the prognosis. Early CLR value can be considered as a feasible biomarker to predict the clinical prognosis of patients with aSAH.
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Affiliation(s)
- Qingqing Zhang
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- School of Clinical Medicine, Henan University, Kaifeng, China
| | - Gaoqi Zhang
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- School of Clinical Medicine, Henan University, Kaifeng, China
| | - Lintao Wang
- School of Clinical Medicine, Henan University, Kaifeng, China
| | - Wanwan Zhang
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- School of Clinical Medicine, Henan University, Kaifeng, China
| | - Fandi Hou
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
| | - Zhanqiang Zheng
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
| | - Yong Guo
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
| | - Zhongcan Chen
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Department of Neurosurgery, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Juha Hernesniemi
- Department of Neurosurgery, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Hugo Andrade-Barazarte
- Department of Neurosurgery, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Guang Feng
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Department of Neurosurgery, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, China
- Guang Feng
| | - Jianjun Gu
- Department of Neurosurgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- School of Clinical Medicine, Henan University, Kaifeng, China
- *Correspondence: Jianjun Gu
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11
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Weng Y. Investigation of molecular regulation mechanism under the pathophysiology of subarachnoid hemorrhage. Open Life Sci 2022; 16:1377-1392. [PMID: 35087950 PMCID: PMC8768506 DOI: 10.1515/biol-2021-0138] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 10/27/2021] [Accepted: 11/10/2021] [Indexed: 12/23/2022] Open
Abstract
This study aimed to investigate the molecular mechanism under the pathophysiology of subarachnoid hemorrhage (SAH) and identify the potential biomarkers for predicting the risk of SAH. Differentially expressed mRNAs (DEGs), microRNAs, and lncRNAs were screened. Protein-protein interaction (PPI), drug-gene, and competing endogenous RNA (ceRNA) networks were constructed to determine candidate RNAs. The optimized RNAs signature was established using least absolute shrinkage and selection operator and recursive feature elimination algorithms. A total of 124 SAH-related DEGs were identified, and were enriched in inflammatory response, TNF signaling pathway, and others. PPI network revealed 118 hub genes such as TNF, MMP9, and TLR4. Drug-gene network revealed that chrysin targeted more genes, such as TNF and MMP9. JMJD1C-AS-hsa-miR-204-HDAC4/SIRT1 and LINC01144-hsa-miR-128-ADRB2/TGFBR3 regulatory axes were found from ceRNA network. From these networks, 125 candidate RNAs were obtained. Of which, an optimal 38 RNAs signatures (2 lncRNAs, 1 miRNA, and 35 genes) were identified to construct a Support Vector Machine classifier. The predictive value of 38 biomarkers had an AUC of 0.990. Similar predictive performance was found in external validation dataset (AUC of 0.845). Our findings provided the potential for 38 RNAs to serve as biomarkers for predicting the risk of SAH. However, their application values should be further validated in clinical.
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Affiliation(s)
- Yifei Weng
- Department of Neurology, The Affiliated People's Hospital of Ningbo University, No. 251 East Baizhang Road, Ningbo City, Zhejiang Province, 315040, People's Republic of China
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12
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Ye F, Liang J, Wang T, Wu X, Li J, Lan K, Sheng W. Bioinformatic Analysis of Co-Expressed Differentially Expressed Genes and Potential Targets for Intracerebral and Subarachnoid Hemorrhage. World Neurosurg 2022; 159:e442-e452. [PMID: 34990842 DOI: 10.1016/j.wneu.2021.12.070] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 12/17/2021] [Accepted: 12/18/2021] [Indexed: 11/27/2022]
Abstract
BACKGROUND Intracerebral hemorrhage (ICH) and subarachnoid hemorrhage (SAH) are serious subtypes of hemorrhagic stroke that affect adults and have a high risk of morbidity and mortality; both share certain identical risk factors and clinical features. Recent studies have shown that secondary brain injury (SBI) following ICH and SAH is more life-threatening and lacks effective therapeutic strategies. The aim of this study is to understand the molecular pathogenesis of ICH- or SAH-induced SBI and provide insights to the potential therapeutic options. METHODS The original gene expression profile data of tissue microarray studies (GSE24265, GSE13353) was downloaded from the Gene Expression Omnibus (GEO) database. We identified the differentially expressed genes (DEGs) for each disease and co-DEGs between ICH and SAH. The functional enrichment analyses were then analyzed and a protein-protein interaction (PPI) network was constructed to strictly select hub genes via the maximal clique centrality (MCC) method. Additionally, immune infiltration analyses were used to identify the common differently distributed cells in both diseases. Finally, potential target microRNAs (miRNAs) and related targeted drugs were predicted for further studies. The animal model microarrays were used for external validation. RESULTS A total of 614 ICH-DEGs, 1272 SAH-DEGs, and 158 co-DEGs were identified in our study. The co-DEGs were significantly enriched in cytotoxicity and inflammation pathways. The top 10 hub genes (CCL20, CXCL1, CXCL3, CXCL8, CXCL16, CXCR2, CXCR4, CCR7, PF4, and PPBP) were then filtered through the PPI networks. Moreover, nTreg, Th17, and dendritic cells and monocytes and macrophages were identified as the common differentially distributed immune cells between ICH and SAH. Additionally, the target miRNAs (e.g., miR-21-5p, miR-590-5p, miR-6834-3p) and related drugs (e.g., ABX-IL8, HUMAX-IL8, Rivanicline) of hub genes were predicted. CONCLUSIONS This study identified a variety of key genes and their respective molecular functions involved in both ICH and SAH for better understanding of the cytotoxic and inflammatory pathogenesis of SBI. The predicted targeted miRNAs and related drugs of hub genes not only provide insights into the novel therapeutic strategies but also aid in future studies and drug discovery.
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Affiliation(s)
- Fei Ye
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Jie Liang
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Tianzhu Wang
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiaoxin Wu
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Jiaoxing Li
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Kai Lan
- Department of Anesthesiology, Daping Hospital, Third Military Medical University (Army Medical University), Chongqing, China; Department of Anesthesiology, PLA 32268 Troops, Dali, China
| | - Wenli Sheng
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.
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13
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Yan Z, Wu Q, Cai W, Xiang H, Wen L, Zhang A, Peng Y, Zhang X, Wang H. Identifying critical genes associated with aneurysmal subarachnoid hemorrhage by weighted gene co-expression network analysis. Aging (Albany NY) 2021; 13:22345-22360. [PMID: 34542421 PMCID: PMC8507255 DOI: 10.18632/aging.203542] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Accepted: 08/11/2021] [Indexed: 12/13/2022]
Abstract
Aneurysmal subarachnoid hemorrhage (aSAH) is a life-threatening medical condition with a high mortality and disability rate. aSAH has an unclear pathogenesis, and limited treatment options are available. Here, we aimed to identify critical genes involved in aSAH pathogenesis using peripheral blood gene expression data of 43 patients with aSAH due to ruptured intracranial aneurysms and 18 controls with headache, downloaded from Gene Expression Omnibus. These data were used to construct a co-expression network using weighted gene co-expression network analysis (WGCNA). The biological functions of the hub genes were explored, and critical genes were selected by combining with differentially expressed genes analysis. Fourteen modules were identified by WGCNA. Among those modules, red, blue, brown and cyan modules were closely associated with aSAH. Moreover, 364 hub genes in the significant modules were found to play important roles in aSAH. Biological function analysis suggested that protein biosynthesis-related processes and inflammatory responses-related processes were involved in the pathology of aSAH pathology. Combined with differentially expressed genes analysis and validation in 35 clinical samples, seven gene (CD27, ANXA3, ACSL1, PGLYRP1, ALPL, ARG1, and TPST1) were identified as potential biomarkers for aSAH, and three genes (ANXA3, ALPL, and ARG1) were changed with disease development, that may provide new insights into potential molecular mechanisms for aSAH.
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Affiliation(s)
- Zhizhong Yan
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China.,Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China.,Department of Neurosurgery, The 904th Hospital of The Joint Logistics Support Force of Chinese People's Liberation Army, Wuxi 214000, China
| | - Qi Wu
- Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
| | - Wei Cai
- Department of Neurosurgery, The Affiliated Suqian First People's Hospital of Nanjing Medical University, Suqian 223800, China
| | - Haitao Xiang
- Department of Neurosurgery, Kowloon Hospital, Shanghai Jiaotong University School of Medicine, Suzhou 215028, China
| | - Lili Wen
- Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
| | - An Zhang
- Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
| | - Yaonan Peng
- Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
| | - Xin Zhang
- Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
| | - Handong Wang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China.,Department of Neurosurgery, Jinling Hospital, Nanjing 210002, China
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14
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Li Y, Qin J. A Two-Gene-Based Diagnostic Signature for Ruptured Intracranial Aneurysms. Front Cardiovasc Med 2021; 8:671655. [PMID: 34485395 PMCID: PMC8414364 DOI: 10.3389/fcvm.2021.671655] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 07/13/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Ruptured intracranial aneurysm (IA) is a disease with high mortality. Despite the great progress in treating ruptured IA, methods for risk assessment of ruptured IA remain limited. Methods: In this study, we aim to develop a robust diagnostic model for ruptured IA. Gene expression profiles in blood samples of 18 healthy persons and 43 ruptured IA patients were obtained from the Gene Expression Omnibus (GEO). Differential expression analysis was performed using limma Bioconductor package followed by functional enrichment analysis via clusterProfiler Bioconductor package. Immune cell compositions in ruptured IA and healthy samples were assessed through the CIBERSORT tool. Protein-protein interaction (PPI) was predicted based on the STRING database. Logistic regression model was used for the construction of predictive model for distinguishing ruptured IA and healthy samples. Real-time quantitative polymerase chain reaction (RT-qPCR) was performed to validate the gene expression between the ruptured IA and healthy samples. Results: A total of 58 differentially expressed genes (DEGs) were obtained for ruptured IA patients compared with healthy controls. Functional enrichment analysis showed that the DEGs were enriched in biological processes related to neutrophil activation, neutrophil degranulation, and cytokine-cytokine receptor interaction. Notably, immune analysis results proved that the rupture of IA might be related to immune cell distribution. We further identified 24 key genes as hub genes using the PPI networks. The logistic regression model trained based on the 24 key genes ultimately retained two genes, i.e., IL2RB and CCR7, which had great potential for risk assessment for rupture of IA. The RT-qPCR further validated that compared with the healthy samples, the expression levels of IL2RB and CCR7 were decreased in ruptured IA samples. Conclusions: This study might be helpful for cohorts who have a high risk of ruptured IA for early diagnosis and prevention of the disease.
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Affiliation(s)
- Yuwang Li
- Department of Neurology, Tianjin Huanhu Hospital, Tianjin, China
| | - Jie Qin
- Department of Neurology, Tianjin Huanhu Hospital, Tianjin, China
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15
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Xu H, Stamova B, Ander BP, Waldau B, Jickling GC, Sharp FR, Ko NU. mRNA Expression Profiles from Whole Blood Associated with Vasospasm in Patients with Subarachnoid Hemorrhage. Neurocrit Care 2021; 33:82-89. [PMID: 31595394 PMCID: PMC7392923 DOI: 10.1007/s12028-019-00861-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Background Though there are many biomarker studies of plasma and serum in patients with aneurysmal subarachnoid hemorrhage (SAH), few have examined blood cells that might contribute to vasospasm. In this study, we evaluated inflammatory and prothrombotic pathways by examining mRNA expression in whole blood of SAH patients with and without vasospasm. Methods Adult SAH patients with vasospasm (n = 29) and without vasospasm (n = 21) were matched for sex, race/ethnicity, and aneurysm treatment method. Diagnosis of vasospasm was made by angiography. mRNA expression was measured by Affymetrix Human Exon 1.0 ST Arrays. SAH patients with vasospasm were compared to those without vasospasm by ANCOVA to identify differential gene, exon, and alternatively spliced transcript expression. Analyses were adjusted for age, batch, and time of blood draw after SAH. Results At the gene level, there were 259 differentially expressed genes between SAH patients with vasospasm compared to patients without (false discovery rate < 0.05, |fold change| ≥ 1.2). At the exon level, 1210 exons representing 1093 genes were differentially regulated between the two groups (P < 0.005, ≥ 1.2 |fold change|). Principal components analysis segregated SAH patients with and without vasospasm. Signaling pathways for the 1093 vasospasm-related genes included adrenergic, P2Y, ET-1, NO, sildenafil, renin–angiotensin, thrombin, CCR3, CXCR4, MIF, fMLP, PKA, PKC, CRH, PPARα/RXRα, and calcium. Genes predicted to be alternatively spliced included IL23A, RSU1, PAQR6, and TRIP6. Conclusions This is the first study to demonstrate that mRNA expression in whole blood distinguishes SAH patients with vasospasm from those without vasospasm and supports a role of coagulation and immune systems in vasospasm. Electronic supplementary material The online version of this article (10.1007/s12028-019-00861-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Huichun Xu
- Department of Medicine, University of Maryland, College Park, USA
| | - Boryana Stamova
- Department of Neurology, University of California at Davis, 2805 50th St., Sacramento, CA, 95817, USA
| | - Bradley P Ander
- Department of Neurology, University of California at Davis, 2805 50th St., Sacramento, CA, 95817, USA
| | - Ben Waldau
- Neurosurgery, University of California at Davis, Sacramento, USA
| | - Glen C Jickling
- Department of Neurology, University of California at Davis, 2805 50th St., Sacramento, CA, 95817, USA.,Department of Neurology, University of Alberta, Edmonton, Canada
| | - Frank R Sharp
- Department of Neurology, University of California at Davis, 2805 50th St., Sacramento, CA, 95817, USA.
| | - Nerissa U Ko
- Department of Neurology, University of California at San Francisco, San Francisco, USA
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16
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Leng W, Fan D, Ren Z, Li Q. Identification of upregulated NF-κB inhibitor alpha and IRAK3 targeting lncRNA following intracranial aneurysm rupture-induced subarachnoid hemorrhage. BMC Neurol 2021; 21:197. [PMID: 33990177 PMCID: PMC8120017 DOI: 10.1186/s12883-021-02156-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Accepted: 03/15/2021] [Indexed: 01/23/2023] Open
Abstract
Background This study was performed to identify genes and lncRNAs involved in the pathogenesis of subarachnoid hemorrhage (SAH) from ruptured intracranial aneurysm (RIA). Methods Microarray GSE36791 was downloaded from Gene Expression Omnibus (GEO) database followed by the identification of significantly different expressed RNAs (DERs, including lncRNA and mRNA) between patients with SAH and healthy individuals. Then, the functional analyses of DEmRNAs were conducted and weighted gene co-expression network analysis (WGCNA) was also performed to extract the modules associated with SAH. Following, the lncRNA-mRNA co-expression network was constructed and the gene set enrichment analysis (GSEA) was performed to screen key RNA biomarkers involved in the pathogenesis of SAH from RIA. We also verified the results in a bigger dataset GSE7337. Results Totally, 561 DERs, including 25 DElncRNAs and 536 DEmRNAs, were identified. Functional analysis revealed that the DEmRNAs were mainly associated with immune response-associated GO-BP terms and KEGG pathways. Moreover, there were 6 modules significantly positive-correlated with SAH. The lncRNA-mRNA co-expression network contained 2 lncRNAs (LINC00265 and LINC00937) and 169 mRNAs. The GSEA analysis showed that these two lncRNAs were associated with three pathways (cytokine-cytokine receptor interaction, neurotrophin signaling pathway, and apoptosis). Additionally, IRAK3 and NFKBIA involved in the neurotrophin signaling pathway and apoptosis while IL1R2, IL18RAP and IL18R1 was associated with cytokine-cytokine receptor interaction pathway. The expression levels of these genes have the same trend in GSE36791 and GSE7337. Conclusion LINC00265 and LINC00937 may be implicated with the pathogenesis of SAH from RIA. They were involved in three important regulatory pathways. 5 mRNAs played important roles in the three pathways. Supplementary Information The online version contains supplementary material available at 10.1186/s12883-021-02156-1.
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Affiliation(s)
- Wei Leng
- Department of Neurology, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, 130021, Jilin, China
| | - Dan Fan
- Department of Neurology, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, 130021, Jilin, China
| | - Zhong Ren
- Department of Neurology, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, 130021, Jilin, China
| | - Qiaoying Li
- Department of Neurology, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, 130021, Jilin, China.
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17
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Monocyte-based inflammatory indices predict outcomes following aneurysmal subarachnoid hemorrhage. Neurosurg Rev 2021; 44:3499-3507. [PMID: 33839947 DOI: 10.1007/s10143-021-01525-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 02/22/2021] [Accepted: 03/15/2021] [Indexed: 10/21/2022]
Abstract
The contribution of specific immune cell populations to the post-hemorrhagic inflammatory response in aneurysmal subarachnoid hemorrhage (aSAH) and correlations with clinical outcomes, such as vasospasm and functional status, remains unclear. We aimed to compare the predictive value of leukocyte ratios that include monocytes as compared to the neutrophil-to-lymphocyte ratio (NLR) in aSAH. A prospectively accrued database of consecutive patients presenting to our institution with aSAH between January 2013 and December 2018 was used. Patients with signs and symptoms of infection (day 1-3) were excluded. Admission values of the NLR, monocyte-neutrophil-to-lymphocyte ratio (M-NLR), and lymphocyte-to-monocyte ratio (LMR) were calculated. Associations with functional status, the primary outcome, and vasospasm were evaluated using univariable and multivariable logistic regression analyses. In the cohort of 234 patients with aSAH, the M-NLR and LMR, but not the NLR, were significantly associated with poor functional status (modified Rankin scale > 2) at 12-18 months following discharge (p = 0.001, p = 0.023, p = 0.161, respectively). The area under the curve for predicting poor functional status was significantly lower for the NLR (0.543) compared with the M-NLR (0.603, p = 0.024) and LMR (0.608, p = 0.040). The M-NLR (OR = 1.01 [1.01-1.02]) and LMR (OR = 0.88 [0.78-0.99]) were independently associated with poor functional status while controlling for age, hypertension, Fisher grade, and baseline clinical status. The LMR was significantly associated with vasospasm (OR = 0.84 [0.70-0.99]) while adjusting for age, hypertension, Fisher grade, aneurysm size, and current smoking. Inflammatory indices that incorporate monocytes (e.g., M-NLR and LMR), but not those that include only neutrophils, predict outcomes after aSAH.
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18
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Zheng ZY, Lu G, Xiong ZQ, Leung CK, Su XW, Li T, Poon WS, Chan WY, Wong GKC. Integrated analysis of gait parameters and gene expression profiles in a murine model of subarachnoid hemorrhage. GENES BRAIN AND BEHAVIOR 2021; 20:e12728. [PMID: 33641236 DOI: 10.1111/gbb.12728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 02/02/2021] [Accepted: 02/26/2021] [Indexed: 11/28/2022]
Abstract
Gait analysis has been widely used to examine the behavioral presentation of numerous neurological disorders. Thorough murine model evaluation of the subarachnoid hemorrhage (SAH)-associated gait deficits is missing. This study measures gait deficits using a clinically relevant murine model of SAH to examine associations between gait variability and SAH-associated gene expressions. A total of 159 dynamic and static gait parameters from the endovascular perforation murine model for simulating clinical human SAH were determined using the CatWalk system. Eighty gait parameters and the mRNA expression levels of 35 of the 88 SAH-associated genes were differentially regulated in the diseased models. Totals of 42 and 38 gait parameters correlated with the 35 SAH-associated genes positively and negatively with Pearson's correlation coefficients of >0.7 and <-0.7, respectively. p-SP1453 expression in the motor cortex in SAH animal models displays a significant correlation with a subset of gait parameters associated with muscular strength and coordination of limb movements. Our data highlights a strong correlation between gait variability and SAH-associated gene expression. p-SP1453 expression could act as a biomarker to monitor SAH pathological development and a therapeutic target for SAH.
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Affiliation(s)
- Zhi Yuan Zheng
- Division of Neurosurgery, Department of Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Gang Lu
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Zhi Qiang Xiong
- Bioinformatics Unit, SDIVF R&D Centre, Hong Kong Science and Technology Parks, Hong Kong, China
| | - Chi Kwan Leung
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Xian Wei Su
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Tu Li
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Wai Sang Poon
- Division of Neurosurgery, Department of Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Wai Yee Chan
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - George Kwok Chu Wong
- Division of Neurosurgery, Department of Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
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Huang L, Li X, Chen Z, Liu Y, Zhang X. Identification of inflammation‑associated circulating long non‑coding RNAs and genes in intracranial aneurysm rupture‑induced subarachnoid hemorrhage. Mol Med Rep 2020; 22:4541-4550. [PMID: 33174039 PMCID: PMC7646748 DOI: 10.3892/mmr.2020.11540] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Accepted: 07/13/2020] [Indexed: 12/23/2022] Open
Abstract
Ruptured intracranial aneurysm (IA)-induced subarachnoid hemorrhage (SAH) triggers a series of immune responses and inflammation in the brain and body. The present study was conducted to identify additional circulating biomarkers that may serve as potential therapeutic targets for SAH-induced inflammation. Differentially expressed (DE) long non-coding RNAs (lncRNAs; DElncRNAs) and genes (DEGs) in the peripheral blood mononuclear cells between patients with IA rupture-induced SAH and healthy controls were identified in the GSE36791 dataset. DEGs were used for weighted gene co-expression network analysis (WGCNA), and SAH-associated WGCNA modules were identified. Subsequently, an lncRNA-mRNA regulatory network was constructed using the DEGs in SAH-associated WGCNA modules. A total of 25 DElncRNAs and 1,979 DEGs were screened from patients with IA-induced SAH in the GSE36791 dataset compared with the controls. A total of 11 WGCNA modules, including four upregulated modules significantly associated with IA rupture-induced SAH were obtained. The DEGs in the SAH-associated modules were associated with Gene Ontology biological processes such as ‘regulation of programmed cell death’, ‘apoptosis’ and ‘immune response’. The subsequent lncRNA-mRNA regulatory network included seven upregulated lncRNAs [HCG27, ZNFX1 antisense RNA 1, long intergenic non-protein coding RNA (LINC)00265, murine retrovirus integration site 1 homolog-antisense RNA 1, cytochrome P450 1B1-AS1, LINC01347 and LINC02193] and 375 DEGs. Functional enrichment analysis and screening in the Comparative Toxicogenomics Database demonstrated that SAH-associated DEGs, including neutrophil cytosolic factor (NCF)2 and NCF4, were enriched in ‘chemokine signaling pathway’ (hsa04062), ‘leukocyte transendothelial migration’ (hsa04670) and ‘Fc gamma R-mediated phagocytosis’ (hsa04666). The upregulated lncRNAs and genes, including NCF2 and NCF4, in patients with IA rupture-induced SAH indicated their respective potentials as anti-inflammatory therapeutic targets.
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Affiliation(s)
- Lifa Huang
- Department of Neurosurgery, Zhejiang Provincial Hospital of Traditional Chinese Medicine, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310006, P.R. China
| | - Xu Li
- Department of Neurosurgery, Zhejiang Provincial Hospital of Traditional Chinese Medicine, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310006, P.R. China
| | - Zupeng Chen
- Department of Neurosurgery, Zhejiang Provincial Hospital of Traditional Chinese Medicine, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310006, P.R. China
| | - Yajun Liu
- Department of Neurosurgery, Zhejiang Provincial Hospital of Traditional Chinese Medicine, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310006, P.R. China
| | - Xin Zhang
- Department of Neurosurgery, Zhejiang Provincial Hospital of Traditional Chinese Medicine, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310006, P.R. China
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20
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Kim BJ, Kim Y, Youn DH, Park JJ, Rhim JK, Kim HC, Kang K, Jeon JP. Genome-wide blood DNA methylation analysis in patients with delayed cerebral ischemia after subarachnoid hemorrhage. Sci Rep 2020; 10:11419. [PMID: 32651463 PMCID: PMC7351711 DOI: 10.1038/s41598-020-68325-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Accepted: 06/23/2020] [Indexed: 11/24/2022] Open
Abstract
Little is known about the epigenetic changes associated with delayed cerebral ischemia (DCI) pathogenesis after subarachnoid hemorrhage (SAH). Here, we investigated genome-wide DNA methylation profiles specifically associated with DCI, which is a major contributor to poor clinical outcomes. An epigenome-wide association study (EWAS) and quantitative real-time PCR (qRT-PCR) were conducted in 40 SAH patients (DCI, n = 13; non-DCI, n = 27). A replication study using bisulfite modification and methylation-specific PCR was further performed in 36 patients (DCI, n = 12; non-DCI, n = 24). The relative degree of methylation was described as the median and 25th–75th percentile. No significant differences in clinical characteristics between DCI and non-DCI groups were observed. Among the top 10 differentially methylated genes analyzed via EWAS, two aberrantly methylated CpG sites of cg00441765 (INSR gene) and cg11464053 (CDHR5 gene) were associated with decreased mRNA expression (2−ΔCt). They include INSR [0.00020 (0.00012–0.00030) in DCI vs. 0.00050 (0.00030–0.00068) in non-DCI] and CDHR5 [0.114 (0.053–0.143) in DCI vs. 0.170 (0.110–0.212) in non-DCI]. Compared with non-DCI cases, patients with DCI exhibited an increased degree of methylation in the replication study: INSR, 0.855 (0.779–0.913) in DCI vs. 0.582 (0.565–0.689) in non-DCI; CDHR5, 0.786 (0.708–0.904) in DCI vs. 0.632 (0.610–0.679) in non-DCI. Hypermethylation of two novel genes, INSR and CDHR5 may serve as a biomarker for early detection of DCI following SAH.
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Affiliation(s)
- Bong Jun Kim
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea
| | - Youngmi Kim
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea
| | - Dong Hyuk Youn
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea
| | - Jeong Jin Park
- Department of Neurology, Konkuk University Medical Center, Seoul, Korea
| | - Jong Kook Rhim
- Department of Neurosurgery, Jeju National University College of Medicine, Jeju, Korea
| | - Heung Cheol Kim
- Department of Radioilogy, Hallym University College of Medicine, Chuncheon, Korea
| | - Keunsoo Kang
- Department of Microbiology, College of Science & Technology, Dankook University, Cheonan, 31116, Korea.
| | - Jin Pyeong Jeon
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea. .,Department of Neurosurgery, Hallym University College of Medicine, 77 Sakju-ro, Chuncheon, 24253, Korea. .,Genetic and Research Inc., Chuncheon, Korea.
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21
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Opposite regulation of piRNAs, rRNAs and miRNAs in the blood after subarachnoid hemorrhage. J Mol Med (Berl) 2020; 98:887-896. [PMID: 32424559 PMCID: PMC7297814 DOI: 10.1007/s00109-020-01922-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Revised: 04/29/2020] [Accepted: 05/07/2020] [Indexed: 10/28/2022]
Abstract
Multiple classes of small RNAs (sRNAs) are expressed in the blood and are involved in the regulation of pivotal cellular processes. We aimed to elucidate the expression patterns and functional roles of sRNAs in the systemic response to intracranial aneurysm (IA) rupture. We used next-generation sequencing to analyze the expression of sRNAs in patients in the acute phase of IA rupture (first 72 h), in the chronic phase (3-15 months), and controls. The patterns of alterations in sRNA expression were analyzed in the context of clinically relevant information regarding the biological consequences of IA rupture. We identified 542 differentially expressed sRNAs (108 piRNAs, 99 rRNAs, 90 miRNAs, 43 scRNAs, 36 tRNAs, and 32 snoRNAs) among the studied groups with notable differences in upregulated and downregulated sRNAs between the groups and sRNAs categories. piRNAs and rRNAs showed a substantial decrease in RNA abundance that was sustained after IA rupture, whereas miRNAs were largely upregulated. Downregulated sRNA genes included piR-31080, piR-57947, 5S rRNA, LSU-rRNA, and SSU-rRNA s. Remarkable enrichment in the representation of transcription factor binding sites was revealed in genomic locations of the regulated sRNA. We found strong overrepresentation of glucocorticoid receptor, retinoid x receptor alpha, and estrogen receptor alpha binding sites at the locations of downregulated piRNAs, tRNAs, and rRNAs. This report, although preliminary and largely proof-of-concept, is the first to describe alterations in sRNAs abundance levels in response to IA rupture in humans. The obtained results indicate novel mechanisms that may constitute another level of control of the inflammatory response. KEY MESSAGES: A total of 542 sRNAs were differentially expressed after aneurysmal SAH comparing with controls piRNAs and rRNAs were upregulated and miRNAs were downregulated after IA rupture The regulated sRNA showed an enrichment in the representation of some transcription factor binding sites piRNAs, tRNAs, and rRNAs showed an overrepresentation for GR, RXRA, and ERALPHA binding sites.
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22
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Wang Q, Luo Q, Yang Z, Zhao YH, Li J, Wang J, Piao J, Chen X. Weighted gene co-expression network analysis identified six hub genes associated with rupture of intracranial aneurysms. PLoS One 2020; 15:e0229308. [PMID: 32084215 PMCID: PMC7034829 DOI: 10.1371/journal.pone.0229308] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Accepted: 02/03/2020] [Indexed: 12/19/2022] Open
Abstract
Intracranial aneurysms (IAs) are characterized by localized dilation or ballooning of a cerebral artery. When IAs rupture, blood leaks into the space around the brain to create a subarachnoid hemorrhage. The latter is associated with a higher risk of disability and mortality. The aims of this study were to gain greater insight into the pathogenesis of ruptured IAs, and to clarify whether identified hub genes represent potential biological markers for assessing the likelihood of IA progression and rupture. Briefly, the GSE36791 and GSE73378 datasets from the National Center of Biotechnology Information Gene Expression Omnibus database were reanalyzed and subjected to a weighted gene co-expression network analysis to test the association between gene sets and clinical features. The clinical significance of these genes as potential biomarkers was also examined, with their expression validated by quantitative real-time PCR. A total of 14 co-expression modules and 238 hub genes were identified. In particular, three modules (labeled turquoise, blue, and brown) were found to highly correlate with IA rupture events. Additionally, six potential biomarkers were identified (BASP1, CEBPB, ECHDC2, GZMK, KLHL3, and SLC2A3), which are strongly associated with the progression and rupture of IAs. Taken together, these findings provide novel insights into potential molecular mechanisms responsible for IAs and they highlight the potential for these particular genes to serve as biomarkers for monitoring IA rupture.
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Affiliation(s)
- Qunhui Wang
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Qi Luo
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Zhongxi Yang
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Yu-Hao Zhao
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Jiaqi Li
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Jian Wang
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
| | - Jianmin Piao
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
- * E-mail: (XC); (JP)
| | - Xuan Chen
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, P. R. China
- * E-mail: (XC); (JP)
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23
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Poppenberg KE, Jiang K, Tso MK, Snyder KV, Siddiqui AH, Kolega J, Jarvis JN, Meng H, Tutino VM. Epigenetic landscapes suggest that genetic risk for intracranial aneurysm operates on the endothelium. BMC Med Genomics 2019; 12:149. [PMID: 31666072 PMCID: PMC6821037 DOI: 10.1186/s12920-019-0591-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2019] [Accepted: 09/23/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Genetics play an important role in intracranial aneurysm (IA) pathophysiology. Genome-wide association studies have identified several single nucleotide polymorphisms (SNPs) that are linked to IA but how they affect disease pathobiology remains poorly understood. We used Encyclopedia of DNA Elements (ENCODE) data to investigate the epigenetic landscapes surrounding genetic risk loci to determine if IA-associated SNPs affect functional elements that regulate gene expression and if those SNPs are most likely to impact a specific type of cells. METHODS We mapped 16 highly significant IA-associated SNPs to linkage disequilibrium (LD) blocks within the human genome. Within these regions, we examined the presence of H3K4me1 and H3K27ac histone marks and CCCTC-binding factor (CTCF) and transcription-factor binding sites using chromatin immunoprecipitation-sequencing (ChIP-Seq) data. This analysis was conducted in several cell types relevant to endothelial (human umbilical vein endothelial cells [HUVECs]) and inflammatory (monocytes, neutrophils, and peripheral blood mononuclear cells [PBMCs]) biology. Gene ontology analysis was performed on genes within extended IA-risk regions to understand which biological processes could be affected by IA-risk SNPs. We also evaluated recently published data that showed differential methylation and differential ribonucleic acid (RNA) expression in IA to investigate the correlation between differentially regulated elements and the IA-risk LD blocks. RESULTS The IA-associated LD blocks were statistically significantly enriched for H3K4me1 and/or H3K27ac marks (markers of enhancer function) in endothelial cells but not in immune cells. The IA-associated LD blocks also contained more binding sites for CTCF in endothelial cells than monocytes, although not statistically significant. Differentially methylated regions of DNA identified in IA tissue were also present in several IA-risk LD blocks, suggesting SNPs could affect this epigenetic machinery. Gene ontology analysis supports that genes affected by IA-risk SNPs are associated with extracellular matrix reorganization and endopeptidase activity. CONCLUSION These findings suggest that known genetic alterations linked to IA risk act on endothelial cell function. These alterations do not correlate with IA-associated gene expression signatures of circulating blood cells, which suggests that such signatures are a secondary response reflecting the presence of IA rather than indicating risk for IA.
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Affiliation(s)
- Kerry E Poppenberg
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Biomedical Engineering, University at Buffalo, Buffalo, NY, USA
| | - Kaiyu Jiang
- Genetics, Genomics, and Bioinformatics Program, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Michael K Tso
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Neurosurgery, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Kenneth V Snyder
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Neurosurgery, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.,Department of Radiology, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Adnan H Siddiqui
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Neurosurgery, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.,Department of Radiology, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - John Kolega
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - James N Jarvis
- Genetics, Genomics, and Bioinformatics Program, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.,Department of Pediatrics, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Hui Meng
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA.,Department of Biomedical Engineering, University at Buffalo, Buffalo, NY, USA.,Department of Neurosurgery, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.,Department of Mechanical & Aerospace Engineering, University at Buffalo, Buffalo, NY, USA
| | - Vincent M Tutino
- Clinical and Translational Research Center, Canon Stroke and Vascular Research Center, 875 Ellicott Street, 14203, Buffalo, NY, USA. .,Department of Neurosurgery, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA. .,Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.
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24
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Bevers MB, Wolcott Z, Bache S, Hansen C, Sastre C, Mylvaganam R, Koch MJ, Patel AB, Møller K, Kimberly WT. Soluble ST2 links inflammation to outcome after subarachnoid hemorrhage. Ann Neurol 2019; 86:384-394. [PMID: 31291030 PMCID: PMC6727654 DOI: 10.1002/ana.25545] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Revised: 07/08/2019] [Accepted: 07/08/2019] [Indexed: 01/21/2023]
Abstract
OBJECTIVE To investigate whether soluble growth stimulation expressed gene 2 (sST2), a prognostic marker in cardiovascular and inflammatory disorders, is associated with neurological injury after aneurysmal subarachnoid hemorrhage (SAH). METHODS We studied SAH patients from 2 independent cohorts. Outcome assessments included functional status at 90 days using the modified Rankin Scale (mRS), mortality, and delayed cerebral ischemia (DCI). The relationships between sST2 plasma level and outcome measures were assessed in both cross-sectional and longitudinal analysis. Primary blood mononuclear cells from SAH patients and elective aneurysm controls were analyzed by multiparameter flow cytometry. RESULTS In the discovery cohort, sST2 predicted 90-day mRS 3-6 (C index = 0.724, p < 0.001) and mortality in Kaplan-Meier analysis (p < 0.001). The association with functional status was independent of age, sex, World Federation of Neurosurgical Societies score, modified Fisher score, treatment modality, and cardiac comorbidities (adjusted odds ratio = 2.28, 95% confidence interval = 1.04-5.00, p = 0.039). Higher sST2 concentration was observed in those patients with DCI (90.8 vs 53.7ng/ml, p = 0.003). These associations were confirmed in a replication cohort. In patients with high sST2, flow cytometry identified decreased expression of CD14 (4.27 × 105 ± 2,950 arbitrary unit (AU) vs 5.64 × 105 ± 1,290 AU, p < 0.001), and increased expression of CD16 (39,960 ± 272 AU vs 34,869 ± 183 AU, p < 0.001). INTERPRETATION Plasma sST2 predicts DCI, functional outcome, and mortality after SAH, independent of clinical and radiographic markers. Elevated sST2 is also associated with changes in CD14+ CD16+ monocytes. ANN NEUROL 2019;86:384-394.
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Affiliation(s)
- Matthew B. Bevers
- Divisions of Stroke, Cerebrovascular and Critical Care Neurology, Brigham and Women’s Hospital, Boston, MA, USA
| | - Zoe Wolcott
- Division of Neurocritical Care, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Søren Bache
- Department of Neuroanaesthesiology, Rigshospitalet, Copenhagen, Denmark
| | - Christina Hansen
- Division of Neurocritical Care, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Cristina Sastre
- Division of Neurocritical Care, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Ravi Mylvaganam
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Matthew J. Koch
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA
| | - Aman B. Patel
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA
| | - Kirsten Møller
- Department of Neuroanaesthesiology, Rigshospitalet, Copenhagen, Denmark
| | - W. Taylor Kimberly
- Division of Neurocritical Care, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
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25
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Korostynski M, Piechota M, Morga R, Hoinkis D, Golda S, Zygmunt M, Dziedzic T, Moskala M, Slowik A, Pera J. Systemic response to rupture of intracranial aneurysms involves expression of specific gene isoforms. J Transl Med 2019; 17:141. [PMID: 31046777 PMCID: PMC6498486 DOI: 10.1186/s12967-019-1891-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Accepted: 04/25/2019] [Indexed: 01/16/2023] Open
Abstract
Background Rupture of an intracranial aneurysm (IA) causes a systemic response that involves an immune/inflammatory reaction. Our previous study revealed a downregulation of genes related to T lymphocytes and an upregulation of genes related to monocytes and neutrophils after IA rupture. It remains unknown whether that resulted from alterations in transcription or cell count. We sought to characterize the systemic response to IA rupture through analysis of transcript expression profiles in peripheral blood cells. We also investigated effects of IA rupture on the composition of mononuclear cells in peripheral blood. Methods We included 19 patients in the acute phase of IA rupture (RAA, first 72 h), 20 patients in the chronic phase (RAC, 3–15 months), and 20 controls. Using deep transcriptome sequencing, we analyzed the expression of protein-coding and noncoding RNAs. Expression levels, transcript biotypes, alternative splicing and other features of the regulated transcripts were studied. A functional analysis was performed to determine overrepresented ontological groups among gene expression profiles. Flow cytometry was used to analyze alterations in the level of mononuclear leukocyte subpopulations. Results Comparing RAA and controls, we identified 491 differentially expressed transcripts (303 were downregulated, and 188 were upregulated in RAA). The results indicate that the molecular changes in response to IA rupture occur at the level of individual transcripts. Functional analysis revealed that the most impacted biological processes are related to regulation of lymphocyte activation and toll-like receptor signaling pathway. Differences between RAC and controls were less prominent. Analysis of leukocyte subsets revealed a significantly decreased number of CD4+ lymphocytes and increase of classical and intermediate monocytes in RAA patients compared to controls. Conclusions IA rupture in the acute phase strongly influences the transcription profiles of peripheral blood cells as well as the composition of mononuclear cells. A specific pattern of gene expression alteration was found, suggesting a depression of lymphocyte response and enhancement of monocyte activity. Electronic supplementary material The online version of this article (10.1186/s12967-019-1891-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Michal Korostynski
- Department of Molecular Neuropharmacology, Institute of Pharmacology, Polish Academy of Sciences, ul. Smetna 12, 31-343, Kraków, Poland
| | - Marcin Piechota
- Department of Molecular Neuropharmacology, Institute of Pharmacology, Polish Academy of Sciences, ul. Smetna 12, 31-343, Kraków, Poland
| | - Rafal Morga
- Department of Neurosurgery and Neurotraumatology, Faculty of Medicine, Jagiellonian University Medical College, ul. Botaniczna 3, 31-503, Kraków, Poland
| | - Dzesika Hoinkis
- Intelliseq sp. z o.o., ul. Chabrowa 12/3, 31-335, Kraków, Poland
| | - Slawomir Golda
- Department of Molecular Neuropharmacology, Institute of Pharmacology, Polish Academy of Sciences, ul. Smetna 12, 31-343, Kraków, Poland
| | - Magdalena Zygmunt
- Department of Molecular Neuropharmacology, Institute of Pharmacology, Polish Academy of Sciences, ul. Smetna 12, 31-343, Kraków, Poland
| | - Tomasz Dziedzic
- Department of Neurology, Faculty of Medicine, Jagiellonian University Medical College, ul. Botaniczna 3, 31-503, Kraków, Poland
| | - Marek Moskala
- Department of Neurosurgery and Neurotraumatology, Faculty of Medicine, Jagiellonian University Medical College, ul. Botaniczna 3, 31-503, Kraków, Poland
| | - Agnieszka Slowik
- Department of Neurology, Faculty of Medicine, Jagiellonian University Medical College, ul. Botaniczna 3, 31-503, Kraków, Poland
| | - Joanna Pera
- Department of Neurology, Faculty of Medicine, Jagiellonian University Medical College, ul. Botaniczna 3, 31-503, Kraków, Poland.
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Wang Q, Chen X, Yi D, Song Y, Zhao YH, Luo Q. Expression profile analysis of differentially expressed genes in ruptured intracranial aneurysms: In search of biomarkers. Biochem Biophys Res Commun 2018; 506:548-556. [PMID: 30366668 DOI: 10.1016/j.bbrc.2018.10.117] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Accepted: 10/19/2018] [Indexed: 01/29/2023]
Abstract
Intracranial aneurysms (IAs) result from the bulging of arterial walls secondary to several factors such as flow, vessel morphology, and genetics. Subarachnoid hemorrhage occurs when such walls rupture, leading to high disability and mortality. Despite numerous investigations pertaining to the relationship between geometric characteristics and IA rupture, only a few have obtained consistent results. This study aimed to further identify the potential genes associated with the pathogenesis of IAs, which may provide novel molecular biomarkers. We downloaded and reanalyzed six datasets, which were divided into four groups. IA walls and blood samples were screened for differentially expressed genes (DEGs); then, functional and pathway enrichment analyses were conducted. In total, 158 common DEGs were identified from Groups 1-3 and 396 genes (187 upregulated and 209 downregulated genes) were differentially expressed in Group 4. The functional analysis revealed that the DEGs were mainly associated with the major histocompatibility complex class II protein complex and antigen processing and presentation. Finally, we identified nine key genes, both in aneurysm tissue samples and blood samples, of which three were mostly associated with the progression and rupture of IAs. Bioinformatics was used to analyze the datasets of the ruptured IAs and identify potential biomarkers, which may provide information for the early detection and treatment of IAs.
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Affiliation(s)
- Qunhui Wang
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China
| | - Xuan Chen
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China
| | - Dazhuang Yi
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China
| | - Yu Song
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China
| | - Yu-Hao Zhao
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China.
| | - Qi Luo
- Department of Neurosurgery, The First Hospital of Jilin University, Changchun, Jilin, PR China.
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27
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Banach-Orłowska M, Jastrzębski K, Cendrowski J, Maksymowicz M, Wojciechowska K, Korostyński M, Moreau D, Gruenberg J, Miaczynska M. The topology of lymphotoxin β receptor accumulated upon endolysosomal dysfunction dictates the NF-κB signaling outcome. J Cell Sci 2018; 131:jcs.218883. [DOI: 10.1242/jcs.218883] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2018] [Accepted: 10/08/2018] [Indexed: 12/16/2022] Open
Abstract
Cytokine receptors, such as tumor necrosis factor receptor I (TNFRI) and lymphotoxin β receptor (LTβR), activate inflammatory NF-κB signaling upon stimulation. We previously demonstrated that depletion of ESCRT components leads to endosomal accumulation of TNFRI and LTβR, and their ligand-independent signaling to NF-κB. Here, we studied if other perturbations of the endolysosomal system could trigger intracellular accumulation and signaling of ligand-free LTβR. While depletion of CORVET had no effect, knockdown of HOPS or Rab7, or pharmacological inhibition of lysosomal degradation, caused endosomal accumulation of LTβR and its increased interactions with TRAF2/TRAF3 signaling adaptors. However, the NF-κB pathway was not activated under these conditions. We found that knockdown of HOPS or Rab7 led to LTβR sequestration in intraluminal vesicles of endosomes, thus precluding NF-κB signaling. This was in contrast to LTβR localization on the outer endosomal membrane after ESCRT depletion that was permissive for signaling. We propose that the inflammatory response induced by intracellular accumulation of endocytosed cytokine receptors critically depends on the precise receptor topology within endosomal compartments.
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Affiliation(s)
- Magdalena Banach-Orłowska
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
| | - Kamil Jastrzębski
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
| | - Jarosław Cendrowski
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
| | - Małgorzata Maksymowicz
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
| | - Karolina Wojciechowska
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
| | - Michał Korostyński
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, 31-343, Krakow, Poland
| | - Dimitri Moreau
- Department of Biochemistry, University of Geneva, 1211, Geneva, Switzerland
| | - Jean Gruenberg
- Department of Biochemistry, University of Geneva, 1211, Geneva, Switzerland
| | - Marta Miaczynska
- Laboratory of Cell Biology, International Institute of Molecular and Cell Biology, 02-109, Warsaw, Poland
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28
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Bo L, Wei B, Wang Z, Kong D, Gao Z, Miao Z. Screening of Critical Genes and MicroRNAs in Blood Samples of Patients with Ruptured Intracranial Aneurysms by Bioinformatic Analysis of Gene Expression Data. Med Sci Monit 2017; 23:4518-4525. [PMID: 28930970 PMCID: PMC5618721 DOI: 10.12659/msm.902953] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Background This study aimed to identify more potential genes and miRNAs associated with the pathogenesis of intracranial aneurysms (IAs). Material/Methods The dataset of GSE36791 (accession number) was downloaded from the Gene Expression Omnibus database. Differentially expressed genes (DEGs) were screened for in the blood samples from patients with ruptured IAs and controls, followed by functional and pathway enrichment analyses. In addition, gene co-expression network was constructed and significant modules were extracted from the network by WGCNA R package. Screening for miRNAs that could regulate DEGs in the modules was performed and an analysis of regulatory relationships was conducted. Results A total of 304 DEGs (167 up-regulated and 137 down-regulated genes) were screened for in blood samples from patients with ruptured IAs compared with those from controls. Functional enrichment analysis showed that the up-regulated genes were mainly associated with immune response and the down-regulated DEGs were mainly concerned with the structure of ribosome and translation. Besides, six functional modules were significantly identified, including four modules enriched by up-regulated genes and two modules enriched by down-regulated genes. Thereinto, the blue, yellow, and turquoise modules of up-regulated genes were all linked with immune response. Additionally, 16 miRNAs were predicted to regulate DEGs in the three modules associated with immune response, such as hsa-miR-1304, hsa-miR-33b, hsa-miR-125b, and hsa-miR-125a-5p. Conclusions Several genes and miRNAs (such as miR-1304, miR-33b, IRS2 and KCNJ2) may take part in the pathogenesis of IAs.
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Affiliation(s)
- Lijuan Bo
- Department of Infections, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
| | - Bo Wei
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
| | - Zhanfeng Wang
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
| | - Daliang Kong
- Department of Orthopedics, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
| | - Zheng Gao
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
| | - Zhuang Miao
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China (mainland)
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Blood Transcriptional Signatures for Disease Progression in a Rat Model of Osteoarthritis. Int J Genomics 2017; 2017:1746426. [PMID: 28758108 PMCID: PMC5512050 DOI: 10.1155/2017/1746426] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2017] [Revised: 05/17/2017] [Accepted: 05/29/2017] [Indexed: 01/05/2023] Open
Abstract
Biomarkers of osteoarthritis (OA) that can accurately diagnose the disease at the earliest stage would significantly support efforts to develop treatments for prevention and early intervention. We have sought to determine the time course of alterations in peripheral blood gene expression profile associated with the development of OA. Blood samples were collected from a tail vein of individual rats with monosodium iodoacetate- (MIA-) induced OA (2, 14, 21, and 28 days after the treatment). We used whole-genome microarrays to reveal OA-related transcriptional alterations of 72 transcripts. Three main groups of coexpressed genes revealed diverse time-dependent profiles of up- and downregulation. Functional links that connect expression of the gradually downregulated genes to the G13 signaling pathway were indicated. The mRNA abundance levels of the identified transcripts were further analyzed in publicly available gene expression dataset obtained from a GARP study cohort of OA patients. We revealed three-gene signature differentially expressed in both rat and human blood (TNK2, KCTD2, and WDR37). The alterations in expression of the selected transcripts in peripheral blood samples of the patients indicate heterogeneity of the OA profiles potentially related to disease progress and severity of clinical symptoms. Our study identifies several potential stage-specific biomarkers of OA progression.
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Piechota M, Korostynski M, Ficek J, Tomski A, Przewlocki R. Seqinspector: position-based navigation through the ChIP-seq data landscape to identify gene expression regulators. BMC Bioinformatics 2016; 17:85. [PMID: 26868127 PMCID: PMC4751710 DOI: 10.1186/s12859-016-0938-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2015] [Accepted: 02/05/2016] [Indexed: 12/27/2022] Open
Abstract
Background The regulation of gene expression in eukaryotic cells is a complex process that involves epigenetic modifications and the interaction of DNA with multiple transcription factors. This process can be studied with unprecedented sensitivity using a combination of chromatin immunoprecipitation and next-generation DNA sequencing (ChIP-seq). Available ChIP-seq data can be further utilized to interpret new gene expression profiling experiments. Results Here, we describe seqinspector, a tool that accepts any set of genomic coordinates from ChIP-seq or RNA-seq studies to identify shared transcriptional regulators. The presented web resource includes a large collection of publicly available ChIP-seq and RNA-seq experiments (>1300 tracks) performed on transcription factors, histone modifications, RNA polymerases, enhancers and insulators in humans and mice. Over-representation is calculated based on the coverage computed directly from indexed files storing ChIP-seq data (bigwig). Therefore, seqinspector is not limited to pre-computed sets of gene promoters. Conclusion The tool can be used to identify common gene expression regulators for sets of co-expressed transcripts (including miRNAs, lncRNAs or any novel unannotated RNAs) or for sets of ChIP-seq peaks to identify putative protein-protein interactions or transcriptional co-factors. The tool is available at http://seqinspector.cremag.org. Electronic supplementary material The online version of this article (doi:10.1186/s12859-016-0938-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Marcin Piechota
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, Krakow, 31-344, Poland.
| | - Michal Korostynski
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, Krakow, 31-344, Poland
| | - Joanna Ficek
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, Krakow, 31-344, Poland
| | - Andrzej Tomski
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, Krakow, 31-344, Poland
| | - Ryszard Przewlocki
- Department of Molecular Neuropharmacology, Institute of Pharmacology Polish Academy of Sciences, Krakow, 31-344, Poland
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Hussain S, Barbarite E, Chaudhry NS, Gupta K, Dellarole A, Peterson EC, Elhammady MS. Search for Biomarkers of Intracranial Aneurysms: A Systematic Review. World Neurosurg 2015; 84:1473-83. [DOI: 10.1016/j.wneu.2015.06.034] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2015] [Revised: 06/15/2015] [Accepted: 06/16/2015] [Indexed: 11/16/2022]
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van ’t Hof FNG, Ruigrok YM, Medic J, Sanjabi B, van der Vlies P, Rinkel GJE, Veldink JH. Whole Blood Gene Expression Profiles of Patients with a Past Aneurysmal Subarachnoid Hemorrhage. PLoS One 2015; 10:e0139352. [PMID: 26439625 PMCID: PMC4595144 DOI: 10.1371/journal.pone.0139352] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Accepted: 09/11/2015] [Indexed: 11/19/2022] Open
Abstract
Background The pathogenesis of development and rupture of intracranial aneurysms (IA) is largely unknown. Also, screening for IA to prevent aneurysmal subarachnoid hemorrhage (aSAH) is inefficient, as disease markers are lacking. We investigated gene expression profiles in blood of previous aSAH patients, who are still at risk for future IA, aiming to gain insight into the pathogenesis of IA and aSAH, and to make a first step towards improvement of aSAH risk prediction. Methods and Results We collected peripheral blood of 119 patients with aSAH at least two years prior, and 118 controls. We determined gene expression profiles using Illumina HumanHT-12v4 BeadChips. After quality control, we divided the dataset in a discovery (2/3) and replication set (1/3), identified differentially expressed genes, and applied (co-)differential co-expression to identify disease-related gene networks. No genes with a significant (false-discovery rate <5%) differential expression were observed. We detected one gene network with significant differential co-expression, but did not find biologically meaningful gene networks related to a history of aSAH. Next, we applied prediction analysis of microarrays to find a gene set that optimally predicts absence or presence of a history of aSAH. We found no gene sets with a correct disease state prediction higher than 40%. Conclusions No gene expression differences were present in blood of previous aSAH patients compared to controls, besides one differentially co-expressed gene network without a clear relevant biological function. Our findings suggest that gene expression profiles, as detected in blood of previous aSAH patients, do not reveal the pathogenesis of IA and aSAH, and cannot be used for aSAH risk prediction.
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Affiliation(s)
- Femke N. G. van ’t Hof
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
- * E-mail:
| | - Ynte M. Ruigrok
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jelena Medic
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Bahram Sanjabi
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Pieter van der Vlies
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Gabriel J. E. Rinkel
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jan H. Veldink
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
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Abstract
Intracranial aneurysms, also called cerebral aneurysms, are dilatations in the arteries that supply blood to the brain. Rupture of an intracranial aneurysm leads to a subarachnoid hemorrhage, which is fatal in about 50% of the cases. Intracranial aneurysms can be repaired surgically or endovascularly, or by combining these two treatment modalities. They are relatively common with an estimated prevalence of unruptured aneurysms of 2%-6% in the adult population, and are considered a complex disease with both genetic and environmental risk factors. Known risk factors include smoking, hypertension, increasing age, and positive family history for intracranial aneurysms. Identifying the molecular mechanisms underlying the pathogenesis of intracranial aneurysms is complex. Genome-wide approaches such as DNA linkage and genetic association studies, as well as microarray-based mRNA expression studies, provide unbiased approaches to identify genetic risk factors and dissecting the molecular pathobiology of intracranial aneurysms. The ultimate goal of these studies is to use the information in clinical practice to predict an individual's risk for developing an aneurysm or monitor its growth or rupture risk. Another important goal is to design new therapies based on the information on mechanisms of disease processes to prevent the development or halt the progression of intracranial aneurysms.
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Affiliation(s)
- Gerard Tromp
- The Sigfried and Janet Weis Center for Research, Geisinger Health System , Danville, Pennsylvania , USA
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Li J, Liang Y, Mao H, Deng W, Zhang J. Effects of B-lymphocyte dysfunction on the serum copper, selenium and zinc levels of rheumatoid arthritis patients. Pak J Med Sci 2014; 30:1064-7. [PMID: 25225527 PMCID: PMC4163233 DOI: 10.12669/pjms.305.5214] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2014] [Revised: 07/04/2014] [Accepted: 07/07/2014] [Indexed: 02/05/2023] Open
Abstract
Objective: To study the effects of B-lymphocyte dysfunction on the serum copper, selenium and zinc levels of rheumatoid arthritis (RA) patients, and to provide evidence for clinical practice. Methods: Sixty RA patients enrolled in our hospital from August 2009 to August 2013 were selected as the observation group. Another 60 healthy subjects who received physical examinations in our hospital were selected as the control group. Their B-lymphocyte stimulator (BlyS) levels and CD19+CD25+ lymphocyte percentages were determined. The levels of trace elements were measured, and correlation analysis was performed. Results: The BlyS levels of the observation group and the control group were (0.39±0.21) ng/ml and (0.13±0.04) ng/ml respectively, which were significantly different (P<0.05). The percentages of CD25+, CD19+ and CD19+CD25+ lymphocytes in the observation group were significantly higher than those in the control group (P<0.05). The serum copper, selenium and zinc levels of the observation group were significantly lower than those of the control group (P<0.05). Pearson's correlation analysis showed that the BlyS level was correlated with the levels of copper, selenium and zinc respectively (r=-0.541, -0.370, -0.430, P<0.05). Conclusion: Rheumatoid Arthritis may be induced by BlyS-mediated B-lymphocyte dysplasia and dysfunction, accompanied by decreased expressions of copper, selenium and zinc.
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Affiliation(s)
- Jiangtao Li
- Jiangtao Li, Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu 610041, P. R. China
| | - Yan Liang
- Yan Liang, Department of Rheumatology and Immunology, West China Hospital, Sichuan University, Chengdu 610041, P. R. China
| | - Hejuan Mao
- Hejuan Mao, Department of Otolaryngology, The First People's Hospital of Yibin, Yibin 644000, P. R. China
| | - Wenyu Deng
- Wenyu Deng, Department of Rheumatology and Immunology, The First People's Hospital of Yibin, Yibin 644000, P. R. China
| | - Jie Zhang
- Jie Zhang, Department of Rheumatology and Immunology, The First People's Hospital of Yibin, Yibin 644000, P. R. China
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