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Morabito A, De Simone G, Pastorelli R, Brunelli L, Ferrario M. Algorithms and tools for data-driven omics integration to achieve multilayer biological insights: a narrative review. J Transl Med 2025; 23:425. [PMID: 40211300 PMCID: PMC11987215 DOI: 10.1186/s12967-025-06446-x] [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: 02/10/2025] [Accepted: 03/30/2025] [Indexed: 04/13/2025] Open
Abstract
Systems biology is a holistic approach to biological sciences that combines experimental and computational strategies, aimed at integrating information from different scales of biological processes to unravel pathophysiological mechanisms and behaviours. In this scenario, high-throughput technologies have been playing a major role in providing huge amounts of omics data, whose integration would offer unprecedented possibilities in gaining insights on diseases and identifying potential biomarkers. In the present review, we focus on strategies that have been applied in literature to integrate genomics, transcriptomics, proteomics, and metabolomics in the year range 2018-2024. Integration approaches were divided into three main categories: statistical-based approaches, multivariate methods, and machine learning/artificial intelligence techniques. Among them, statistical approaches (mainly based on correlation) were the ones with a slightly higher prevalence, followed by multivariate approaches, and machine learning techniques. Integrating multiple biological layers has shown great potential in uncovering molecular mechanisms, identifying putative biomarkers, and aid classification, most of the time resulting in better performances when compared to single omics analyses. However, significant challenges remain. The high-throughput nature of omics platforms introduces issues such as variable data quality, missing values, collinearity, and dimensionality. These challenges further increase when combining multiple omics datasets, as the complexity and heterogeneity of the data increase with integration. We report different strategies that have been found in literature to cope with these challenges, but some open issues still remain and should be addressed to disclose the full potential of omics integration.
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Affiliation(s)
- Aurelia Morabito
- Laboratory of Metabolites and Proteins in Translational Research, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156, Milan, Italy.
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133, Milan, Italy.
| | - Giulia De Simone
- Laboratory of Metabolites and Proteins in Translational Research, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156, Milan, Italy
- Department of Biotechnologies and Biosciences, Università degli Studi Milano Bicocca, 20126, Milan, Italy
| | - Roberta Pastorelli
- Laboratory of Metabolites and Proteins in Translational Research, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156, Milan, Italy
| | - Laura Brunelli
- Laboratory of Metabolites and Proteins in Translational Research, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156, Milan, Italy
| | - Manuela Ferrario
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133, Milan, Italy
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de Souza Ferreira LP, da Silva RA, Borges PP, Xavier LF, Scharf P, Sandri S, Oliani SM, Farsky SHP, Gil CD. Annexin A1 in neurological disorders: Neuroprotection and glial modulation. Pharmacol Ther 2025; 267:108809. [PMID: 39900227 DOI: 10.1016/j.pharmthera.2025.108809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2024] [Revised: 12/20/2024] [Accepted: 01/31/2025] [Indexed: 02/05/2025]
Abstract
Neurological disorders, such as neurodegenerative and neuroinflammatory diseases, have contributed significantly to global disability, even considering the rising life years expectations. Therefore, prevention, early diagnosis, and therapeutic alternatives have been essential to avoid the future collapse of health public systems. Annexin A1 (ANXA1), a Ca2 + -dependent protein, is a promising therapeutic candidate for neurological disorders. ANXA1, found in neurons and glia, displays roles in physiological and pathological processes. Despite ANXA1 undoubtedly maintains the blood-brain barrier (BBB) integrity, this review will focus on ANXA1 roles in neurons and glial cells. In neurons, the cytoplasmic expression of ANXA1 is associated with apoptosis, while its nuclear translocation is linked to ischemic neuronal death. Interactions with S100A11, the Tat-NTS peptide, and other molecules, modulate this translocation, suggesting potential therapeutic interventions. ANXA1 expressed on microglia modulates inflammation and efferocytosis. Post-translational modifications, such as SUMOylation, guide the role of ANXA1 in microglia polarization and neuroprotection. In addition, ANXA1 in astrocytes responds to inflammatory stimuli by influencing cytokine release. A comprehensive understanding of the intricate mechanisms of ANXA1 in neurons and glial cells reveals promising therapeutic strategies to alleviate neuronal damage in neurological diseases.
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Affiliation(s)
- Luiz Philipe de Souza Ferreira
- Structural and Functional Biology Graduate Program, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
| | - Rafael André da Silva
- Biosciences Graduate Program, Instituto de Biociências, Letras e Ciências Exatas - IBILCE, Universidade Estadual Paulista (UNESP), São José do Rio Preto, SP, Brazil
| | - Pâmela Pacassa Borges
- Department of Clinical and Toxicological Analyses, Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Luana Filippi Xavier
- Department of Clinical and Toxicological Analyses, Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Pablo Scharf
- Department of Clinical and Toxicological Analyses, Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Silvana Sandri
- Department of Clinical and Toxicological Analyses, Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Sonia M Oliani
- Structural and Functional Biology Graduate Program, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil; Biosciences Graduate Program, Instituto de Biociências, Letras e Ciências Exatas - IBILCE, Universidade Estadual Paulista (UNESP), São José do Rio Preto, SP, Brazil
| | - Sandra H P Farsky
- Department of Clinical and Toxicological Analyses, Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Cristiane D Gil
- Structural and Functional Biology Graduate Program, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil; Biosciences Graduate Program, Instituto de Biociências, Letras e Ciências Exatas - IBILCE, Universidade Estadual Paulista (UNESP), São José do Rio Preto, SP, Brazil.
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Tang C, Lan R, Ma DR, Zhao M, Zhang Y, Li HY, Liu S, Li BY, Yang JL, Yang HJ, Zhang ZQ. Annexin A1: The dawn of ischemic stroke (Review). Mol Med Rep 2025; 31:62. [PMID: 39749707 PMCID: PMC11726294 DOI: 10.3892/mmr.2024.13427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 12/05/2024] [Indexed: 01/04/2025] Open
Abstract
Ischemic stroke is a prevalent clinical condition that poses a significant global challenge. Developing innovative strategies to address this issue is crucial. Annexin A1 (ANXA1), a key member of the annexin superfamily, performs various functions, such as inhibiting inflammatory factor release, promoting phagocytosis, and blocking leukocyte migration. Evidence indicates that ANXA1 plays a pivotal role in the pathogenesis of ischemic stroke. The present article reviews involvement of ANXA1 in anti‑atherosclerosis, inflammatory processes, blood‑brain barrier protection, platelet aggregation and anti‑apoptotic mechanisms. The potential applications of ANXA1 in treating ischemic stroke are also explored.
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Affiliation(s)
- Chen Tang
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Rui Lan
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
- Collaborative Innovation Center of Prevention and Treatment of Major Diseases by Chinese and Western Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Dong-Rui Ma
- Academy of Chinese Medical Sciences, Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Min Zhao
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
- Collaborative Innovation Center of Prevention and Treatment of Major Diseases by Chinese and Western Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Yong Zhang
- Department of Traditional Chinese Medicine, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450000, P.R. China
| | - Hong-Yu Li
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Shuang Liu
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Bo-Yang Li
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Jie-Li Yang
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Hui-Jie Yang
- Department of Encephalopathy, The First Affiliated Hospital of Henan University of Chinese Medicine, The First Clinical Medical College of The First Affiliated Hospital of Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
| | - Zhen-Qiang Zhang
- Academy of Chinese Medical Sciences, Henan University of Chinese Medicine, Zhengzhou, Henan 450000, P.R. China
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Raffaele S, Clausen BH, Mannella FC, Wirenfeldt M, Marangon D, Tidgen SB, Corradini S, Madsen K, Lecca D, Abbracchio MP, Lambertsen KL, Fumagalli M. Characterisation of GPR17-expressing oligodendrocyte precursors in human ischaemic lesions and correlation with reactive glial responses. J Pathol 2025; 265:226-243. [PMID: 39703181 PMCID: PMC11717493 DOI: 10.1002/path.6381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 10/14/2024] [Accepted: 11/20/2024] [Indexed: 12/21/2024]
Abstract
White matter damage and subsequent demyelination significantly contribute to long-term functional impairment after ischaemic stroke. Identifying novel pharmacological targets to restore myelin integrity by promoting the maturation of oligodendrocyte precursor cells (OPCs) into new myelinating oligodendrocytes may open new perspectives for ischaemic stroke treatment. In this respect, previous studies highlighted the role of the G protein-coupled membrane receptor 17 (GPR17) as a key regulator of OPC differentiation in experimental models of brain injury, including ischaemic stroke. To determine the translational value of GPR17 as a possible target in the context of human disease, we exploited immunohistochemistry to characterise the distribution of GPR17-expressing cells in brain tissue samples from ischaemic stroke cases and correlated it with the reactive state of neighbouring glial cells. The results showed that GPR17 specifically decorates a subpopulation of differentiation-committed OPCs, labelled by the peculiar marker breast carcinoma-amplified sequence 1 (BCAS1), that accumulates in the peri-infarct region in the later stages after the ischaemic event. Interestingly, the response of GPR17-expressing cells appears to be paralleled by the switch of reactive microglia/macrophages from a phagocytic to a dystrophic phenotype and by astrocytic scar formation. A negative correlation was found between GPR17-expressing OPCs and reactive microglia/macrophages and astrocytes surrounding chronic ischaemic lesions in female subjects, while the same relationship was less pronounced in males. These results were reinforced by bioinformatic analysis of a publicly available transcriptomic dataset, which implicated a possible role of inflammation and defective neuron-to-OPC communication in remyelination failure after ischaemic damage. Hence, these data strengthen the relevance of GPR17-based remyelinating therapies for the treatment of ischaemic stroke. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Stefano Raffaele
- Department of Pharmacological and Biomolecular Sciences ‘Rodolfo Paoletti’Università degli Studi di MilanoMilanItaly
| | - Bettina Hjelm Clausen
- Department of Neurobiology Research, Institute of Molecular MedicineUniversity of Southern DenmarkOdenseDenmark
- Department of Clinical Research, Brain Research – Inter Disciplinary Guided Excellence (BRIDGE)University of Southern DenmarkOdenseDenmark
- Odense Patient data Explorative Network (OPEN), Department of Clinical Research, Odense University HospitalUniversity of Southern DenmarkOdenseDenmark
| | - Francesca Carolina Mannella
- Department of Pharmacological and Biomolecular Sciences ‘Rodolfo Paoletti’Università degli Studi di MilanoMilanItaly
| | - Martin Wirenfeldt
- Department of Clinical Research, Brain Research – Inter Disciplinary Guided Excellence (BRIDGE)University of Southern DenmarkOdenseDenmark
- Odense Patient data Explorative Network (OPEN), Department of Clinical Research, Odense University HospitalUniversity of Southern DenmarkOdenseDenmark
- Department of PathologySouth Denmark University HospitalOdenseDenmark
| | - Davide Marangon
- Department of Pharmaceutical SciencesUniversità degli Studi di MilanoMilanItaly
| | - Sarah Boe Tidgen
- Department of Neurobiology Research, Institute of Molecular MedicineUniversity of Southern DenmarkOdenseDenmark
| | - Silvia Corradini
- Department of Pharmacological and Biomolecular Sciences ‘Rodolfo Paoletti’Università degli Studi di MilanoMilanItaly
- Department of Neurobiology Research, Institute of Molecular MedicineUniversity of Southern DenmarkOdenseDenmark
| | - Kirsten Madsen
- Department of PathologySouth Denmark University HospitalOdenseDenmark
- Department of Cardiovascular and Renal Research, Institute of Molecular MedicineUniversity of Southern DenmarkOdenseDenmark
| | - Davide Lecca
- Department of Pharmaceutical SciencesUniversità degli Studi di MilanoMilanItaly
| | | | - Kate Lykke Lambertsen
- Department of Neurobiology Research, Institute of Molecular MedicineUniversity of Southern DenmarkOdenseDenmark
- Department of Clinical Research, Brain Research – Inter Disciplinary Guided Excellence (BRIDGE)University of Southern DenmarkOdenseDenmark
- Odense Patient data Explorative Network (OPEN), Department of Clinical Research, Odense University HospitalUniversity of Southern DenmarkOdenseDenmark
- Department of NeurologyOdense University HospitalOdenseDenmark
| | - Marta Fumagalli
- Department of Pharmacological and Biomolecular Sciences ‘Rodolfo Paoletti’Università degli Studi di MilanoMilanItaly
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Maikap S, Lucaciu A, Chakraborty A, Kestner RI, Vutukuri R, Annamneedi A. Targeting the Neuro-vascular Presynaptic Signalling in STROKE: Evidence and Therapeutic Implications. Ann Neurosci 2025:09727531241310048. [PMID: 39886458 PMCID: PMC11775937 DOI: 10.1177/09727531241310048] [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: 10/29/2024] [Accepted: 12/09/2024] [Indexed: 02/01/2025] Open
Abstract
Background Stroke is one of the leading causes of death and long-term adult disability worldwide. Stroke causes neurodegeneration and impairs synaptic function. Understanding the role of synaptic proteins and associated signalling pathways in stroke pathology could offer insights into therapeutic approaches as well as improving rehabilitation-related treatment regimes. Purpose The current study aims to analyse synaptic transcriptome changes in acute and long-term post-stroke (1 day, 7 day timepoints), especially focusing on pre- and postsynaptic genes. Methods We performed data mining of the recent mRNA sequence from isolated mouse brain micro-vessels (MBMVs) after transient middle cerebral artery occlusion (tMCAO) stroke model. Using the SynGO (Synaptic Gene Ontologies and annotations) bioinformatics platform we assessed synaptic protein expression and associated pathways, and compared synaptic protein changes at 1 day and 7 day post-stroke. Results Enrichment analysis of the MBMVs identified significant alterations in the expression of genes related to synaptic physiology, synaptic transmission, neuronal structure, and organisation. We identified that the synaptic changes observed at the 7 day timepoint were initiated by the regulation of specific presynaptic candidates 1 day (24h) post-stroke, highlighting the significance of presynaptic regulation in mediating organising of synaptic structures and physiology. Analysis of transcriptomic data from human postmortem stroke brains confirmed similar presynaptic signalling patterns. Conclusion Our findings identify the changes in presynaptic gene regulation in micro-vessels following ischaemic stroke. Targeting presynaptic active zone protein signalling could represent a promising therapeutic target in mitigating ischaemic stroke.
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Affiliation(s)
- Shimantika Maikap
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, Tamil Nadu, India
| | - Alexandra Lucaciu
- Department of Neurology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Aheli Chakraborty
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, Tamil Nadu, India
| | - Roxane Isabelle Kestner
- Department of Neurology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
- Institute of General Pharmacology and Toxicology, Pharmazentrum Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Rajkumar Vutukuri
- Institute of General Pharmacology and Toxicology, Pharmazentrum Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Anil Annamneedi
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, Tamil Nadu, India
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Zhao J, Liu S, Li K, Yang Y, Zhao Y, Zhu X. RBM3 Promotes Anti-inflammatory Responses in Microglia and Serves as a Neuroprotective Target of Ischemic Stroke. Mol Neurobiol 2024; 61:7384-7402. [PMID: 38386136 DOI: 10.1007/s12035-024-04052-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 02/09/2024] [Indexed: 02/23/2024]
Abstract
Ischemic stroke is a major cause of death and disability in adults. Hypothermic treatment is successful in treating neonatal cerebral ischemia, but its application is restricted in adult patients due to complex management strategies and severe adverse effects. Two homologous RNA-binding proteins, RBM3 and CIRP, are the only known cold-inducible proteins in vertebrates, and their expression levels are robustly elevated by mild to moderate hypothermia. In previous studies, we and others have demonstrated that both RBM3 and CIRP mediate the neuroprotective and neurogenic effects of hypothermia in cell and animal models. However, CIRP can also be detrimental to neurons by triggering neuroinflammatory responses, complicating its post-stroke functions. In this study, we compared the properties of the two cold-inducible RNA-binding proteins after ischemic stroke. Our results indicated that RBM3 expression was stimulated in the ischemic brain of stroke patients, while CIRP expression was not. In an experimental model, RBM3 can ameliorate ischemic-like insult by promoting neuronal survival and eliciting anti-inflammatory responses in activated microglia, while the impact of CIRP was intriguing. Collectively, our data supported the notion that RBM3 may be a more promising therapeutic target than CIRP for treating ischemic stroke. We further demonstrated that zr17-2, a small molecule initially identified to target CIRP, can specifically target RBM3 but not CIRP in microglia. zr17-2 demonstrated anti-inflammatory and neuroprotective effects after ischemic stroke both in vitro and in vivo, suggesting its potential therapeutic value.
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Affiliation(s)
- Junyi Zhao
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China
- Shenzhen Key Laboratory of Neuroimmunomodulation for Neurological Diseases, Shenzhen, China
| | - Siyu Liu
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China
- Shenzhen Key Laboratory of Neuroimmunomodulation for Neurological Diseases, Shenzhen, China
| | - Kunyu Li
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China
| | - Yulu Yang
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China
- School of Life Sciences, University of Science and Technology of China, Hefei, China
| | - Yue Zhao
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China
- Shenzhen Key Laboratory of Neuroimmunomodulation for Neurological Diseases, Shenzhen, China
| | - Xinzhou Zhu
- The Brain Cognition and Brain Disease Institute (BCBDI), Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences, Shenzhen, China.
- Shenzhen Key Laboratory of Neuroimmunomodulation for Neurological Diseases, Shenzhen, China.
- Shenzhen-Hong Kong Institute of Brain Science-Shenzhen Fundamental Research Institutions, Shenzhen, China.
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Zhao T, Zeng J, Zhang R, Pu L, Wang H, Pan L, Jiang Y, Dai X, Sha Y, Han L. Proteomic advance of ischemic stroke: preclinical, clinical, and intervention. Metab Brain Dis 2023; 38:2521-2546. [PMID: 37440002 DOI: 10.1007/s11011-023-01262-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 07/01/2023] [Indexed: 07/14/2023]
Abstract
Ischemic stroke (IS) is the most common type of stroke and is characterized by high rates of mortality and long-term injury. The prediction and early diagnosis of IS are therefore crucial for optimal clinical intervention. Proteomics has provided important techniques for exploring protein markers associated with IS, but there has been no systematic evaluation and review of research that has used these techniques. Here, we review the differential proteins that have been found in cell- and animal- based studies and clinical trials of IS in the past 10 years; determine the key pathological proteins that have been identified in clinical trials; summarize the target proteins affected by interventions aimed at treating IS, with a focus on traditional Chinese medicine treatments. Overall, we clarify findings and problems that have been identified in recent proteomics research on IS and provide suggestions for improvements in this area. We also suggest areas that could be explored for determining the pathogenesis and developing interventions for IS.
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Affiliation(s)
- Tian Zhao
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Jingjing Zeng
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Ruijie Zhang
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Liyuan Pu
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Han Wang
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Lifang Pan
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Yannan Jiang
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China
| | - Xiaoyu Dai
- Department of Anus & Intestine Surgery, Ningbo No.2 Hospital, Ningbo, 315000, China
| | - Yuyi Sha
- Department of Intensive Care Medicine, Ningbo No.2 Hospital, Ningbo, 315000, China.
| | - Liyuan Han
- Key Laboratory of Diagnosis and Treatment of Digestive System Tumors of Zhejiang Province, Ningbo No.2 Hospital, 41 Northwest Street, Ningbo, 315000, Zhejiang, China.
- Center for Cardiovascular and Cerebrovascular Epidemiology and Translational Medicine, Ningbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, 315000, China.
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Chetwynd SA, Andrews S, Inglesfield S, Delon C, Ktistakis NT, Welch HCE. Functions and mechanisms of the GPCR adaptor protein Norbin. Biochem Soc Trans 2023; 51:1545-1558. [PMID: 37503670 PMCID: PMC10586782 DOI: 10.1042/bst20221349] [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: 02/08/2023] [Revised: 06/27/2023] [Accepted: 07/07/2023] [Indexed: 07/29/2023]
Abstract
Norbin (Neurochondrin, NCDN) is a highly conserved 79 kDa adaptor protein that was first identified more than a quarter of a century ago as a gene up-regulated in rat hippocampus upon induction of long-term potentiation. Most research has focussed on the role of Norbin in the nervous system, where the protein is highly expressed. Norbin regulates neuronal morphology and synaptic plasticity, and is essential for normal brain development and homeostasis. Dysregulation of Norbin is linked to a variety of neurological conditions. Recently, Norbin was shown to be expressed in myeloid cells as well as neurons. Myeloid-cell specific deletion revealed an important role of Norbin as a suppressor of neutrophil-derived innate immunity. Norbin limits the ability of neutrophils to clear bacterial infections by curbing the responsiveness of these cells to inflammatory and infectious stimuli. Mechanistically, Norbin regulates cell responses through binding to its interactors, in particular to a wide range of G protein-coupled receptors (GPCRs). Norbin association with GPCRs controls GPCR trafficking and signalling. Other important Norbin interactors are the Rac guanine-nucleotide exchange factor P-Rex1 and protein kinase A. Downstream signalling pathways regulated by Norbin include ERK, Ca2+ and the small GTPase Rac. Here, we review the current understanding of Norbin structure, expression and its roles in health and disease. We also explore Norbin signalling through its interactors, with a particular focus on GPCR trafficking and signalling. Finally, we discuss avenues that could be pursued in the future to increase our understanding of Norbin biology.
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Affiliation(s)
| | - Simon Andrews
- Bioinformatics Facility, Babraham Institute, Cambridge, U.K
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Bonnett SA, Rosenbloom AB, Ong GT, Conner M, Rininger AB, Newhouse D, New F, Phan CQ, Ilcisin S, Sato H, Lyssand JS, Geiss G, Beechem JM. Ultra High-plex Spatial Proteogenomic Investigation of Giant Cell Glioblastoma Multiforme Immune Infiltrates Reveals Distinct Protein and RNA Expression Profiles. CANCER RESEARCH COMMUNICATIONS 2023; 3:763-779. [PMID: 37377888 PMCID: PMC10155752 DOI: 10.1158/2767-9764.crc-22-0396] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 01/20/2023] [Accepted: 04/04/2023] [Indexed: 06/29/2023]
Abstract
A deeper understanding of complex biological processes, including tumor development and immune response, requires ultra high-plex, spatial interrogation of multiple "omes". Here we present the development and implementation of a novel spatial proteogenomic (SPG) assay on the GeoMx Digital Spatial Profiler platform with next-generation sequencing readout that enables ultra high-plex digital quantitation of proteins (>100-plex) and RNA (whole transcriptome, >18,000-plex) from a single formalin-fixed paraffin-embedded (FFPE) sample. This study highlighted the high concordance, R > 0.85 and <15% change in sensitivity between the SPG assay and the single-analyte assays on various cell lines and tissues from human and mouse. Furthermore, we demonstrate that the SPG assay was reproducible across multiple users. When used in conjunction with advanced cellular neighborhood segmentation, distinct immune or tumor RNA and protein targets were spatially resolved within individual cell subpopulations in human colorectal cancer and non-small cell lung cancer. We used the SPG assay to interrogate 23 different glioblastoma multiforme (GBM) samples across four pathologies. The study revealed distinct clustering of both RNA and protein based on pathology and anatomic location. The in-depth investigation of giant cell glioblastoma multiforme (gcGBM) revealed distinct protein and RNA expression profiles compared with that of the more common GBM. More importantly, the use of spatial proteogenomics allowed simultaneous interrogation of critical protein posttranslational modifications alongside whole transcriptomic profiles within the same distinct cellular neighborhoods. Significance We describe ultra high-plex spatial proteogenomics; profiling whole transcriptome and high-plex proteomics on a single FFPE tissue section with spatial resolution. Investigation of gcGBM versus GBM revealed distinct protein and RNA expression profiles.
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Affiliation(s)
| | | | | | - Mark Conner
- NanoString Technologies, Seattle, Washington
| | | | | | - Felicia New
- NanoString Technologies, Seattle, Washington
| | - Chi Q. Phan
- NanoString Technologies, Seattle, Washington
| | | | - Hiromi Sato
- NanoString Technologies, Seattle, Washington
| | | | - Gary Geiss
- NanoString Technologies, Seattle, Washington
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10
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Granata A. Functional genomics in stroke: current and future applications of iPSCs and gene editing to dissect the function of risk variants. BMC Cardiovasc Disord 2023; 23:223. [PMID: 37120540 PMCID: PMC10148993 DOI: 10.1186/s12872-023-03227-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 04/04/2023] [Indexed: 05/01/2023] Open
Abstract
Stroke is an important disease with unmet clinical need. To uncover novel paths for treatment, it is of critical importance to develop relevant laboratory models that may help to shed light on the pathophysiological mechanisms of stroke. Induced pluripotent stem cells (iPSCs) technology has enormous potential to advance our knowledge into stroke by creating novel human models for research and therapeutic testing. iPSCs models generated from patients with specific stroke types and specific genetic predisposition in combination with other state of art technologies including genome editing, multi-omics, 3D system, libraries screening, offer the opportunity to investigate disease-related pathways and identify potential novel therapeutic targets that can then be tested in these models. Thus, iPSCs offer an unprecedented opportunity to make rapid progress in the field of stroke and vascular dementia research leading to clinical translation. This review paper summarizes some of the key areas in which patient-derived iPSCs technology has been applied to disease modelling and discusses the ongoing challenges and the future directions for the application of this technology in the field of stroke research.
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Affiliation(s)
- Alessandra Granata
- Department of Clinical Neurosciences, Victor Phillip Dahdaleh Heart & Lung Research Institute, Papworth Road, Cambridge Biomedical Campus, University of Cambridge, Cambridge, CB2 0BB, UK.
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11
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Granata A, Harshfield EL, Moxon JV. Cerebrovascular Disorders. BMC Cardiovasc Disord 2023; 23:212. [PMID: 37118671 PMCID: PMC10148443 DOI: 10.1186/s12872-023-03225-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Accepted: 04/03/2023] [Indexed: 04/30/2023] Open
Abstract
Cerebrovascular disorders pose a global health concern. Advances in basic and clinical research, including induced pluripotent stem cell models and multi-omic approaches, have improved our understanding and management of these disorders. However, gaps in our knowledge remain. BMC Cardiovascular Disorders invites authors to submit articles investigating what drives and affects Cerebrovascular disorders to improve patient care.
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Affiliation(s)
- Alessandra Granata
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Eric L Harshfield
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Joseph V Moxon
- College of Medicine and Dentistry, James Cook University, Townsville, Australia.
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12
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Salvarani C, Paludo J, Hunder GG, Ansell SM, Giannini C, Parisi JE, Huston J, Koster MJ, Warrington KJ, Croci S, Brown RD. Exploring Gene Expression Profiles in Primary Central Nervous System Vasculitis. Ann Neurol 2023; 93:120-130. [PMID: 36264136 DOI: 10.1002/ana.26537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 10/16/2022] [Accepted: 10/17/2022] [Indexed: 02/05/2023]
Abstract
OBJECTIVE This study was undertaken to explore the gene expression profile of primary central nervous system vasculitis (PCNSV). METHODS Brain specimens of 4 patients with granulomatous vasculitis (GV), 5 with lymphocytic vasculitis (LV), 4 with amyloid β-related angiitis (ABRA), and 4 normal controls were studied. RNA-sequencing was performed using the Illumina Hiseq-4,000 platform and the Illumina TruSeq Total-RNA library. Student t test and false discovery rate tests were performed for each of the differentially expressed transcripts. Ingenuity Pathway Analysis was used for the pathway expression analysis. CIBERSORT was used to estimate the abundances of different immune cell subsets in the tissues based on gene expression data. RESULTS Transcripts differentially expressed between PCNSV and normal brain indicated that endosomal, mitochondrial, and ribosome dysfunction, alterations in protein synthesis, and noncoding RNAs might be involved in PCNSV. Pathway analysis revealed the activation of dendritic cell maturation and antigen processing as well as neuroinflammation in PCNSV versus normal brain, whereas oxidative phosphorylation was inhibited. CIBERSORT estimation of immune cell subsets suggested that activated NK cells, M1 macrophages, memory B cells, and follicular helper T cells were likely to be more prevalent in PCNSV samples. Naïve CD4 T cells and monocytes were mainly estimated to be present in GV and ABRA. Plasma cell and γδ T-cell signatures were mainly found in LV and normal brain. GV showed higher levels of genes associated with macrophage activities and T cells. ABRA showed higher levels of long noncoding RNAs and miR-616. LV showed higher levels of genes encoding immunoglobulins. INTERPRETATION RNA sequencing confirmed PCNSV heterogeneity. ANN NEUROL 2023;93:120-130.
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Affiliation(s)
- Carlo Salvarani
- Department of Neurology, Mayo Clinic, Rochester, MN, USA.,Division of Rheumatology, Local Health Unit Company-Institute of Hospitalization and Scientific Care, Reggio Emilia, Italy
| | - Jonas Paludo
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Gene G Hunder
- Division of Rheumatology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Joseph E Parisi
- Department of Anatomic Pathology, Mayo Clinic, Rochester, MN, USA
| | - John Huston
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Stefania Croci
- Clinical Immunology, Allergy and Advanced Biotechnologies Unit, USL-IRCCS of Reggio Emilia, Reggio Emilia, Italy
| | - Robert D Brown
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
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13
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Abstract
Stroke remains a leading cause of death and disability, with limited therapeutic options and suboptimal tools for diagnosis and prognosis. High throughput technologies such as proteomics generate large volumes of experimental data at once, thus providing an advanced opportunity to improve the status quo by facilitating identification of novel therapeutic targets and molecular biomarkers. Proteomics studies in animals are largely designed to decipher molecular pathways and targets altered in brain tissue after stroke, whereas studies in human patients primarily focus on biomarker discovery in biofluids and, more recently, in thrombi and extracellular vesicles. Here, we offer a comprehensive review of stroke proteomics studies conducted in both animal and human specimen and present our view on limitations, challenges, and future perspectives in the field. In addition, as a unique resource for the scientific community, we provide extensive lists of all proteins identified in proteomic studies as altered by stroke and perform postanalysis of animal data to reveal stroke-related cellular processes and pathways.
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Affiliation(s)
- Karin Hochrainer
- Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY (K.H.)
| | - Wei Yang
- Center for Perioperative Organ Protection, Department of Anesthesiology, Duke University School of Medicine, Durham, NC (W.Y.)
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14
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Simats A, Ramiro L, Valls R, de Ramón H, García-Rodríguez P, Orset C, Artigas L, Sardon T, Rosell A, Montaner J. Ceruletide and Alpha-1 Antitrypsin as a Novel Combination Therapy for Ischemic Stroke. Neurotherapeutics 2022; 19:513-527. [PMID: 35226340 PMCID: PMC9226209 DOI: 10.1007/s13311-022-01203-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/15/2022] [Indexed: 12/29/2022] Open
Abstract
Ischemic stroke is a primary cause of morbidity and mortality worldwide. Beyond the approved thrombolytic therapies, there is no effective treatment to mitigate its progression. Drug repositioning combinational therapies are becoming promising approaches to identify new uses of existing drugs to synergically target multiple disease-response mechanisms underlying complex pathologies. Here, we used a systems biology-based approach based on artificial intelligence and pattern recognition tools to generate in silico mathematical models mimicking the ischemic stroke pathology. Combinational treatments were acquired by screening these models with more than 5 million two-by-two combinations of drugs. A drug combination (CA) formed by ceruletide and alpha-1 antitrypsin showing a predicted value of neuroprotection of 92% was evaluated for their synergic neuroprotective effects in a mouse pre-clinical stroke model. The administration of both drugs in combination was safe and effective in reducing by 39.42% the infarct volume 24 h after cerebral ischemia. This neuroprotection was not observed when drugs were given individually. Importantly, potential incompatibilities of the drug combination with tPA thrombolysis were discarded in vitro and in vivo by using a mouse thromboembolic stroke model with t-PA-induced reperfusion, revealing an improvement in the forepaw strength 72 h after stroke in CA-treated mice. Finally, we identified the predicted mechanisms of action of ceruletide and alpha-1 antitrypsin and we demonstrated that CA modulates EGFR and ANGPT-1 levels in circulation within the acute phase after stroke. In conclusion, we have identified a promising combinational treatment with neuroprotective effects for the treatment of ischemic stroke.
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Affiliation(s)
- Alba Simats
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain
| | - Laura Ramiro
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain
| | | | - Helena de Ramón
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain
| | - Paula García-Rodríguez
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain
| | - Cyrille Orset
- Inserm UMR-S U1237, Physiopathology and Imaging of Neurological Disorders, Université Caen-Normandie, GIP Cyceron, Caen, France
| | | | | | - Anna Rosell
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain
| | - Joan Montaner
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Hospital Universitari Vall d'Hebron, Pg. Vall d'Hebron 119-129, Barcelona, 08035, Spain.
- Stroke Research Program, Institute of Biomedicine of Seville, IBiS/Hospital Universitario Virgen del Rocío/CSIC, University of Seville, Seville, Spain.
- Department of Neurology, Hospital Universitario Virgen Macarena, Seville, Spain.
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15
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Bicciato G, Arnold M, Gebhardt A, Katan M. Precision medicine in secondary prevention of ischemic stroke: how may blood-based biomarkers help in clinical routine? An expert opinion. Curr Opin Neurol 2022; 35:45-54. [PMID: 34839341 DOI: 10.1097/wco.0000000000001011] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW One in eight patients unfortunately suffers a new stroke within 5 years of their first stroke, even today. Research in precision medicine could lead to a more individualized treatment allocation, possibly achieving lower recurrence rates of ischemic stroke. In this narrative review, we aim to discuss potential clinical implementation of several promising candidate blood biomarkers. RECENT FINDINGS We discuss specifically some promising blood-based biomarkers, which may improve the identification of underlying causes as well as risk stratification of patients according to their specific cerebrovascular risk factor pattern. SUMMARY Multimodal profiling of ischemic stroke patients by means of blood biomarkers, in addition to established clinical and neuroradiological data, may allow in the future a refinement of decision algorithms for treatment allocation in secondary ischemic stroke prevention.
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Affiliation(s)
- Giulio Bicciato
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
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16
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Abstract
In 1959, E. G. Gray described two different types of synapses in the brain for the first time: symmetric and asymmetric. Later on, symmetric synapses were associated with inhibitory terminals, and asymmetric synapses to excitatory signaling. The balance between these two systems is critical to maintain a correct brain function. Likewise, the modulation of both types of synapses is also important to maintain a healthy equilibrium. Cerebral circuitry responds differently depending on the type of damage and the timeline of the injury. For example, promoting symmetric signaling following ischemic damage is beneficial only during the acute phase; afterwards, it further increases the initial damage. Synapses can be also altered by players not directly related to them; the chronic and long-term neurodegeneration mediated by tau proteins primarily targets asymmetric synapses by decreasing neuronal plasticity and functionality. Dopamine represents the main modulating system within the central nervous system. Indeed, the death of midbrain dopaminergic neurons impairs locomotion, underlying the devastating Parkinson’s disease. Herein, we will review studies on symmetric and asymmetric synapses plasticity after three different stressors: symmetric signaling under acute damage—ischemic stroke; asymmetric signaling under chronic and long-term neurodegeneration—Alzheimer’s disease; symmetric and asymmetric synapses without modulation—Parkinson’s disease.
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