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Vandelanotte S, De Meyer SF. Acute Ischemic Stroke Thrombus Composition. Neuroscience 2024; 550:11-20. [PMID: 38185279 DOI: 10.1016/j.neuroscience.2023.12.010] [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: 10/27/2023] [Revised: 12/18/2023] [Accepted: 12/20/2023] [Indexed: 01/09/2024]
Abstract
Ischemic stroke is caused by a thrombus blocking one or multiple arteries in the brain, resulting in irreversible damage in the associated brain tissue. The aim of therapy is to restore the blood flow as fast as possible. Two recanalization strategies are currently available: pharmacological thrombolysis using recombinant tissue plasminogen activator (rt-PA) and mechanical removal of the thrombus. Despite recent advancements, achieving efficient recanalization remains a challenge. The precise causes of therapy failure are not fully understood but thrombus composition is likely a key factor in successful recanalization. This review explores acute ischemic stroke thrombus composition, its recently identified components, and how it affects stroke treatment. It also discusses how new insights could enhance current recanalization strategies for ischemic stroke patients.
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Affiliation(s)
| | - Simon F De Meyer
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium.
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2
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Labarga A, Martínez-Gonzalez J, Barajas M. Integrative Multi-Omics Analysis for Etiology Classification and Biomarker Discovery in Stroke: Advancing towards Precision Medicine. BIOLOGY 2024; 13:338. [PMID: 38785820 PMCID: PMC11149453 DOI: 10.3390/biology13050338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2024] [Revised: 05/02/2024] [Accepted: 05/06/2024] [Indexed: 05/25/2024]
Abstract
Recent advancements in high-throughput omics technologies have opened new avenues for investigating stroke at the molecular level and elucidating the intricate interactions among various molecular components. We present a novel approach for multi-omics data integration on knowledge graphs and have applied it to a stroke etiology classification task of 30 stroke patients through the integrative analysis of DNA methylation and mRNA, miRNA, and circRNA. This approach has demonstrated promising performance as compared to other existing single technology approaches.
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Affiliation(s)
- Alberto Labarga
- Health Science Department, Public University of Navarra, 31006 Pamplona, Spain;
| | | | - Miguel Barajas
- Health Science Department, Public University of Navarra, 31006 Pamplona, Spain;
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3
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Akkipeddi SMK, Rahmani R, Ellens NR, Kohli GS, Houk C, Schartz DA, Chittaranjan S, Worley L, Gunturi A, Bhalla T, Mattingly TK, Welle K, Morrell CN, Bender MT. Histone content, and thus DNA content, is associated with differential in vitro lysis of acute ischemic stroke clots. J Thromb Haemost 2024; 22:1410-1420. [PMID: 38296159 DOI: 10.1016/j.jtha.2024.01.013] [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: 10/09/2023] [Revised: 12/15/2023] [Accepted: 01/09/2024] [Indexed: 02/19/2024]
Abstract
BACKGROUND Fibrin, von Willebrand factor, and extracellular DNA from neutrophil extracellular traps all contribute to acute ischemic stroke thrombus integrity. OBJECTIVES In this study, we explored how the proteomic composition of retrieved thromboemboli relates to susceptibility to lysis with distinct thrombolytics. METHODS Twenty-six retrieved stroke thromboemboli were portioned into 4 segments, with each subjected to 1 hour of in vitro lysis at 37 °C in 1 of 4 solutions: tissue plasminogen activator (tPA), tPA + von Willebrand factor-cleaving ADAMTS-13, tPA + DNA-cleaving deoxyribonuclease (DNase) I, and all 3 enzymes. Lysis, characterized by the percent change in prelysis and postlysis weight, was compared across the solutions and related to the corresponding abundance of proteins identified on mass spectrometry for each of the thromboemboli used in lysis. RESULTS Solutions containing DNase resulted in approximately 3-fold greater thrombolysis than that with the standard-of-care tPA solution (post hoc Tukey, P < .01 for all). DNA content was directly related to lysis in solutions containing DNase (Spearman's ρ > 0.39 and P < .05 for all significant histones) and inversely related to lysis in solutions without DNase (Spearman's ρ < -0.40 and P < .05 for all significant histones). Functional analysis suggests distinct pathways associated with susceptibility to thrombolysis with tPA (platelet-mediated) or DNase (innate immune system-mediated). CONCLUSION This study demonstrates synergy of DNase and tPA in thrombolysis of stroke emboli and points to DNase as a potential adjunct to our currently limited selection of thrombolytics in treating acute ischemic stroke.
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Affiliation(s)
- Sajal Medha K Akkipeddi
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA. https://twitter.com/SajalAkkipeddi
| | - Redi Rahmani
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Nathaniel R Ellens
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Gurkirat S Kohli
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Clifton Houk
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Derrek A Schartz
- Department of Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA. https://twitter.com/D_SchartzMD
| | - Siddharth Chittaranjan
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Logan Worley
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Aditya Gunturi
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Tarun Bhalla
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Thomas K Mattingly
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Kevin Welle
- Mass Spectrometry Resource Laboratory, University of Rochester Medical Center, Rochester, New York, USA
| | - Craig N Morrell
- Aab Cardiovascular Research Institute, University of Rochester Medical Center, Rochester, New York, USA
| | - Matthew T Bender
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA.
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4
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Akkipeddi SMK, Rahmani R, Schartz D, Chittaranjan S, Ellens NR, Kohli GS, Bhalla T, Mattingly TK, Welle K, Morrell CN, Bender MT. Stroke emboli from patients with atrial fibrillation enriched with neutrophil extracellular traps. Res Pract Thromb Haemost 2024; 8:102347. [PMID: 38496712 PMCID: PMC10943055 DOI: 10.1016/j.rpth.2024.102347] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 01/19/2024] [Accepted: 02/01/2024] [Indexed: 03/19/2024] Open
Abstract
Background Recent literature has demonstrated remarkable heterogeneity in the composition of acute ischemic stroke (AIS) emboli, which may impact susceptibility to therapy. Objectives In this study, we explored differences in proteomic composition of retrieved embolic material from patients with stroke with and without atrial fibrillation (AF) (AF+ and AF-, respectively). Methods The full proteome of retrieved thromboembolic material from 24 patients with AIS was obtained by mass spectrometry. Known marker proteins were assigned groups representing broad classes of embolus components: red blood cells, platelets, neutrophils, eosinophils, histones, complement, and other clotting-associated proteins (eg, fibrinogen). Relative protein abundances were compared between AF+ and AF- samples. Functional implications of differences were explored with gene set enrichment analysis and Gene Ontology enrichment analysis and visualization tool. Results One hundred sixty-six proteins were differentially expressed between AF+ and AF- specimens. Eight out of the 15 neutrophil proteins (P < .05; fold change, >2) and 4 of the 14 histone proteins were significantly enriched in AF+ emboli (P < .05; fold change, >2). Gene set enrichment analysis revealed a significant representation of proteins from published neutrophil extracellular trap (NET) proteomic gene sets. The most significantly represented functional Gene Ontology pathways in patients with AF involved neutrophil activation and degranulation (P < 1 × 10-7). Conclusion The present analysis suggests enrichment of NETs in emboli of patients with stroke and AF. NETs are a significant though understudied structural component of thrombi. This work suggests not only unique stroke biology in AF but also potential therapeutic targets for AIS in this population.
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Affiliation(s)
| | - Redi Rahmani
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Derrek Schartz
- Department of Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA
| | - Siddharth Chittaranjan
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Nathaniel R. Ellens
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Gurkirat S. Kohli
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Tarun Bhalla
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Thomas K. Mattingly
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Kevin Welle
- Mass Spectrometry Research Laboratory, University of Rochester Medical Center, Rochester, New York, USA
| | - Craig N. Morrell
- Aab Cardiovascular Research Institute, University of Rochester Medical Center, Rochester, New York, USA
| | - Matthew T. Bender
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
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5
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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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6
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Schartz D, Akkipeddi SMK, Chittaranjan S, Rahmani R, Gunturi A, Ellens N, Kohli GS, Kessler A, Mattingly T, Morrell C, Bhalla T, Bender MT. CT hyperdense cerebral artery sign reflects distinct proteomic composition in acute ischemic stroke thrombus. J Neurointerv Surg 2023; 15:1264-1268. [PMID: 36878687 DOI: 10.1136/jnis-2022-019937] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 02/17/2023] [Indexed: 03/08/2023]
Abstract
BACKGROUND Hyperdense cerebral artery sign (HCAS) is an imaging biomarker in acute ischemic stroke (AIS) that has been shown to be associated with various clinical outcomes and stroke etiology. While prior studies have correlated HCAS with histopathological composition of cerebral thrombus, it is unknown whether and to what extent HCAS is also associated with distinct clot protein composition. METHODS Thromboembolic material from 24 patients with AIS were retrieved via mechanical thrombectomy and evaluated with mass spectrometry in order to characterize their proteomic composition. Presence (+) or absence (-) of HCAS on preintervention non-contrast head CT was then determined and correlated with thrombus protein signature with abundance of individual proteins calculated as a function HCAS status. RESULTS 24 clots with 1797 distinct proteins in total were identified. 14 patients were HCAS(+) and 10 were HCAS(-). HCAS(+) were most significantly differentially abundant in actin cytoskeletal protein (P=0.002, Z=2.82), bleomycin hydrolase (P=0.007, Z=2.44), arachidonate 12-lipoxygenase (P=0.004, Z=2.60), and lysophospholipase D (P=0.007, Z=2.44), among other proteins; HCAS(-) clots were differentially enriched in soluble N-ethylmaleimide-sensitive factor (NSF) attachment protein (P=0.0009, Z=3.11), tyrosine-protein kinase Fyn (P=0.002, Z=2.84), and several complement proteins (P<0.05, Z>1.71 for all), among numerous other proteins. Additionally, HCAS(-) thrombi were enriched in biological processes involved with plasma lipoprotein and protein-lipid remodeling/assembling, and lipoprotein metabolic processes (P<0.001), as well as cellular components including mitochondria (P<0.001). CONCLUSIONS HCAS is reflective of distinct proteomic composition in AIS thrombus. These findings suggest that imaging can be used to identify mechanisms of clot formation or maintenance at the protein level, and might inform future research on thrombus biology and imaging characterization.
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Affiliation(s)
- Derrek Schartz
- Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Sajal Medha K Akkipeddi
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Siddharth Chittaranjan
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Redi Rahmani
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Aditya Gunturi
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Nathaniel Ellens
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Gurkirat Singh Kohli
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Alex Kessler
- Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA
| | - Thomas Mattingly
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Craig Morrell
- Aab Cardiovascular Research Institute, University of Rochester Medical Center, Rochester, New York, USA
| | - Tarun Bhalla
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
| | - Matthew T Bender
- Department of Neurosurgery, University of Rochester Medical Center, Rochester, New York, USA
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7
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Tutino VM, Fricano S, Chien A, Patel TR, Monteiro A, Rai HH, Dmytriw AA, Chaves LD, Waqas M, Levy EI, Poppenberg KE, Siddiqui AH. Gene expression profiles of ischemic stroke clots retrieved by mechanical thrombectomy are associated with disease etiology. J Neurointerv Surg 2023; 15:e33-e40. [PMID: 35750484 PMCID: PMC9789205 DOI: 10.1136/neurintsurg-2022-018898] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 06/06/2022] [Indexed: 12/26/2022]
Abstract
BACKGROUND Determining stroke etiology is crucial for secondary prevention, but intensive workups fail to classify ~30% of strokes that are cryptogenic. OBJECTIVE To examine the hypothesis that the transcriptomic profiles of clots retrieved during mechanical thrombectomy are unique to strokes of different subtypes. METHODS We isolated RNA from the clots of 73 patients undergoing mechanical thrombectomy. Samples of sufficient quality were subjected to 100-cycle, paired-end RNAseq, and transcriptomes with less than 10 million unique reads were excluded from analysis. Significant differentially expressed genes (DEGs) between subtypes (defined by the Trial of Org 10 172 in Acute Stroke Treatment) were identified by expression analysis in edgeR. Gene ontology enrichment analysis was used to study the biologic differences between stroke etiologies. RESULTS In all, 38 clot transcriptomes were analyzed; 6 from large artery atherosclerosis (LAA), 21 from cardioembolism (CE), 5 from strokes of other determined origin, and 6 from cryptogenic strokes. Among all comparisons, there were 816 unique DEGs, 174 of which were shared by at least two comparisons, and 20 of which were shared by all three. Gene ontology analysis showed that CE clots reflected high levels of inflammation, LAA clots had greater oxidoreduction and T-cell processes, and clots of other determined origin were enriched for aberrant platelet and hemoglobin-related processes. Principal component analysis indicated separation between these subtypes and showed cryptogenic samples clustered among several different groups. CONCLUSIONS Expression profiles of stroke clots were identified between stroke etiologies and reflected different biologic responses. Cryptogenic thrombi may be related to multiple etiologies.
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Affiliation(s)
- Vincent M Tutino
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Pathology and Anatomical Sciences, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
- Department of Mechanical and Aerospace Engineering, University at Buffalo School of Engineering and Applied Sciences, Buffalo, New York, USA
- Department of Biomedical Engineering, University at Buffalo School of Engineering and Applied Sciences, Buffalo, New York, USA
| | - Sarah Fricano
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Pathology and Anatomical Sciences, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Aichi Chien
- Department of Radiological Sciences, UCLA, Los Angeles, California, USA
| | - Tatsat R Patel
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Mechanical and Aerospace Engineering, University at Buffalo School of Engineering and Applied Sciences, Buffalo, New York, USA
| | - Andre Monteiro
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Hamid H Rai
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Adam A Dmytriw
- Neuroendovascular Program, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Neuroradiology and Neurointervention, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Lee D Chaves
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Muhammad Waqas
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Elad I Levy
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Kerry E Poppenberg
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
| | - Adnan H Siddiqui
- Canon Stroke and Vascular Research Center, University at Buffalo, Buffalo, New York, USA
- Department of Neurosurgery, University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, New York, USA
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Sheriff F, Lavezo J, Floresca R, Chaudhury MR, Colina G, Regenhardt R, Gupta V, Rodriguez G, Maud A. Clinicopathologic Analysis of COVID‐19 Associated Thrombi in the Setting of Large Vessel Occlusion: A Prospective Case–Control Study. STROKE: VASCULAR AND INTERVENTIONAL NEUROLOGY 2023. [DOI: 10.1161/svin.123.000840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 04/12/2023] [Indexed: 07/19/2023]
Abstract
BACKGROUND
Acute ischemic stroke secondary to large vessel occlusion is among the most serious complications associated with COVID‐19 infection resulting in worse morbidity and mortality. We sought to study the association between COVID‐19 infection and large vessel occlusion thrombus pathology to better define the etiopathogenesis of this atypical cause of stroke.
METHODS
Thrombi were collected during mechanical thrombectomy and stained using hematoxylin and eosin. Blinded analysis of pathology was prospectively performed by a board‐certified neuropathologist. Red blood cell, fibrin, and white blood cell predominance was ascertained. Concomitant peripheral blood counts and clinical and imaging data were collected and analyzed. All samples underwent performance of reverse transcription polymerase chain reaction for SARS‐CoV2.
RESULTS
Between January 2020 and February 2022, a total of 952 acute ischemic stroke admissions were seen at the University Medical Center of El Paso, TX. Of these, 195 patients (20.5%) had large vessel occlusions and underwent mechanical thrombectomy and 53 patients had thrombus collected and analyzed. Seven patients (3.6%) tested positive for SARS‐CoV2. COVID‐19 positive patients were more likely to be younger (mean 57.4 years;
P
=0.07), male (85.7%;
P
=0.03), and have red blood cell predominant thrombi (85.7%;
P
=0.03). There was a statistically significant association between peripheral neutrophil count and white blood cell lysis in the overall cohort (
P
=0.015), who did not differ according to COVID‐19 status.
CONCLUSION
Thrombi retrieved from patients who were COVID‐19 positive and had stroke demonstrated red blood cell predominance. This finding requires further investigation using appropriate immunohistochemical techniques in a larger cohort of patients.
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Affiliation(s)
- Faheem Sheriff
- Department of Neurology Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Jonathan Lavezo
- Department of Pathology Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Ryan Floresca
- Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Mohammad Rauf Chaudhury
- Department of Neurology University of Texas at Houston Health Sciences Center McGovern Medical School Houston TX
| | - Gabriela Colina
- Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Robert Regenhardt
- Department of Neurosurgery Massachusetts General Hospital Harvard Medical School Boston MA
| | - Vikas Gupta
- Department of Neurology Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Gustavo Rodriguez
- Department of Neurology Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
| | - Alberto Maud
- Department of Neurology Texas Tech University Health Sciences Center El Paso Paul L. Foster School of Medicine El Paso TX
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Costamagna G, Bonato S, Corti S, Meneri M. Advancing Stroke Research on Cerebral Thrombi with Omic Technologies. Int J Mol Sci 2023; 24:ijms24043419. [PMID: 36834829 PMCID: PMC9961481 DOI: 10.3390/ijms24043419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/05/2023] [Accepted: 02/07/2023] [Indexed: 02/11/2023] Open
Abstract
Cerebrovascular diseases represent a leading cause of disability, morbidity, and death worldwide. In the last decade, the advances in endovascular procedures have not only improved acute ischemic stroke care but also conceded a thorough analysis of patients' thrombi. Although early anatomopathological and immunohistochemical analyses have provided valuable insights into thrombus composition and its correlation with radiological features, response to reperfusion therapies, and stroke etiology, these results have been inconclusive so far. Recent studies applied single- or multi-omic approaches-such as proteomics, metabolomics, transcriptomics, or a combination of these-to investigate clot composition and stroke mechanisms, showing high predictive power. Particularly, one pilot studies showed that combined deep phenotyping of stroke thrombi may be superior to classic clinical predictors in defining stroke mechanisms. Small sample sizes, varying methodologies, and lack of adjustments for potential confounders still represent roadblocks to generalizing these findings. However, these techniques hold the potential to better investigate stroke-related thrombogenesis and select secondary prevention strategies, and to prompt the discovery of novel biomarkers and therapeutic targets. In this review, we summarize the most recent findings, overview current strengths and limitations, and present future perspectives in the field.
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Affiliation(s)
- Gianluca Costamagna
- Dino Ferrari Centre, Neuroscience Section, Department of Pathophysiology and Transplantation (DEPT), University of Milan, Via Francesco Sforza 35, 20122 Milan, Italy
- Stroke Unit, Neurology Unit, Neuroscience and Mental Health Department, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy
- Correspondence:
| | - Sara Bonato
- Stroke Unit, Neurology Unit, Neuroscience and Mental Health Department, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy
| | - Stefania Corti
- Dino Ferrari Centre, Neuroscience Section, Department of Pathophysiology and Transplantation (DEPT), University of Milan, Via Francesco Sforza 35, 20122 Milan, Italy
- Stroke Unit, Neurology Unit, Neuroscience and Mental Health Department, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy
| | - Megi Meneri
- Dino Ferrari Centre, Neuroscience Section, Department of Pathophysiology and Transplantation (DEPT), University of Milan, Via Francesco Sforza 35, 20122 Milan, Italy
- Stroke Unit, Neurology Unit, Neuroscience and Mental Health Department, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy
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10
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Li W, Bai X, Hao J, Xu X, Lin F, Jiang Q, Ding C, Dai G, Peng F, Zhang M, Feng Y, Wang J, Chen X, Xue T, Guo X, Fu Z, Chen WH, Zhang L, Wang C, Jiao L. Thrombosis origin identification of cardioembolism and large artery atherosclerosis by distinct metabolites. J Neurointerv Surg 2022:neurintsurg-2022-019047. [PMID: 35654581 DOI: 10.1136/neurintsurg-2022-019047] [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: 04/14/2022] [Accepted: 05/13/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND The diagnosis of cerebral thrombosis origin is challenging and remains unclear. This study aims to identify thrombosis due to cardioembolism (CE) and large artery atherosclerosis (LAA) from a new perspective of distinct metabolites. METHODS Distinct metabolites between 26 CE and 22 LAA origin thrombi, which were extracted after successful mechanical thrombectomy in patients with acute ischemic stroke in the anterior circulation, were analyzed with a ultra performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry (UPLC-QTOF-MS) system. Enriched metabolic pathways related to the metabolites were identified. Least absolute shrinkage selection operator regression analyses and a filtering method were used to select potential predictors. Furthermore, four machine learning classifiers, including decision tree, logistic regression, random forest (RF), and k means unsupervised classification model, were used to evaluate the predictive ability of the selected metabolites. RESULTS UPLC-QTOF-MS analysis revealed that levels of 88 and 55 metabolites were elevated in LAA and CE thrombi, respectively. Kyoto Encyclopedia of Genes and Genomes analysis revealed a significant difference between the pathways enriched in the two types of thrombi. Six metabolites (diglyceride (DG, 18:3/24:0), DG (22:0/24:0), phytosphingosine, galabiosylceramide (18:1/24:1), triglyceride (15:0/16:1/o-18:0), and glucosylceramide (18:1/24:0)) were finally selected to build a predictive model. The predictive RF model was confirmed to be the best, with a satisfactory stability and prediction capacity (area under the curve=0.889). CONCLUSIONS Six metabolites as potential predictors for distinguishing between cerebral thrombi of CE and LAA origin were identified. The results are useful for understanding the pathogenesis and for secondary stroke prevention.
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Affiliation(s)
- Wei Li
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Xuesong Bai
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Jiheng Hao
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Xin Xu
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Feng Lin
- Department of Neurology, Sanming First Hospital and First Hospital of Sanming Affiliated to Fujian Medical University, Sanming City, Fujian Province, China
| | - Qunlong Jiang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Chunguang Ding
- National Center for Occupational Safety and Health, NHC, Beijing, China
| | - Gaolei Dai
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Fangda Peng
- National Center for Occupational Safety and Health, NHC, Beijing, China
| | - Meng Zhang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Yao Feng
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Jiyue Wang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Xianyang Chen
- Zhongguancun Biological and Medical Big Data Center, Beijing, China.,Bao Feng Key Laboratory of Genetics and Metabolism, Beijing, China
| | - Teng Xue
- Bao Feng Key Laboratory of Genetics and Metabolism, Beijing, China.,Zhongyuanborui Key Laborotory of Genetics and Metabolism, Guangdong-Macao In-depth Cooperation Zone in Hengqin, Zhuhai City, Guangdong Province, China
| | - Xiaofan Guo
- Department of Neurology, Loma Linda University Health, Loma Linda, California, USA
| | - Zhaolin Fu
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Wen-Huo Chen
- Department of Neurology, Zhangzhou Affiliated Hospital, Fujian Medical University, Zhangzhou City, Fujian Province, China
| | - Liyong Zhang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Chaodong Wang
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China.,National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Liqun Jiao
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China .,China International Neuroscience Institute (China-INI), Beijing, China.,Department of Interventional Neuroradiology, Xuanwu Hospital, Capital Medical University, Beijing, China
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11
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Rossi R, Mereuta OM, Barbachan E Silva M, Molina Gil S, Douglas A, Pandit A, Gilvarry M, McCarthy R, O'Connell S, Tierney C, Psychogios K, Tsivgoulis G, Szikora I, Tatlisumak T, Rentzos A, Thornton J, Ó Broin P, Doyle KM. Potential Biomarkers of Acute Ischemic Stroke Etiology Revealed by Mass Spectrometry-Based Proteomic Characterization of Formalin-Fixed Paraffin-Embedded Blood Clots. Front Neurol 2022; 13:854846. [PMID: 35518205 PMCID: PMC9062453 DOI: 10.3389/fneur.2022.854846] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/25/2022] [Indexed: 12/31/2022] Open
Abstract
Background and Aims Besides the crucial role in the treatment of acute ischemic stroke (AIS), mechanical thrombectomy represents a unique opportunity for researchers to study the retrieved clots, with the possibility of unveiling biological patterns linked to stroke pathophysiology and etiology. We aimed to develop a shotgun proteomic approach to study and compare the proteome of formalin-fixed paraffin-embedded (FFPE) cardioembolic and large artery atherosclerotic (LAA) clots. Methods We used 16 cardioembolic and 15 LAA FFPE thrombi from 31 AIS patients. The thrombus proteome was analyzed by label-free quantitative liquid chromatography-tandem mass spectrometry (LC-MS/MS). MaxQuant v1.5.2.8 and Perseus v.1.6.15.0 were used for bioinformatics analysis. Protein classes were identified using the PANTHER database and the STRING database was used to predict protein interactions. Results We identified 1,581 protein groups as part of the AIS thrombus proteome. Fourteen significantly differentially abundant proteins across the two etiologies were identified. Four proteins involved in the ubiquitin-proteasome pathway, blood coagulation or plasminogen activating cascade were identified as significantly abundant in LAA clots. Ten proteins involved in the ubiquitin proteasome-pathway, cytoskeletal remodeling of platelets, platelet adhesion or blood coagulation were identified as significantly abundant in cardioembolic clots. Conclusion Our results outlined a set of 14 proteins for a proof-of-principle characterization of cardioembolic and LAA FFPE clots, advancing the proteome profile of AIS human thrombi and understanding the pathophysiology of ischemic stroke.
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Affiliation(s)
- Rosanna Rossi
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Oana Madalina Mereuta
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Mariel Barbachan E Silva
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Sara Molina Gil
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Andrew Douglas
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Abhay Pandit
- CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | | | | | - Shane O'Connell
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Ciara Tierney
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | | | - Georgios Tsivgoulis
- Second Department of Neurology, National and Kapodistrian University of Athens, "Attikon" University Hospital, Athens, Greece
| | - István Szikora
- Department of Neurointerventions, National Institute of Clinical Neurosciences, Budapest, Hungary
| | - Turgut Tatlisumak
- Department of Neurology, Sahlgrenska University Hospital, Gothenburg, Sweden.,Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
| | - Alexandros Rentzos
- Department of Interventional and Diagnostic Neuroradiology, Sahlgrenska University Hospital, University of Gothenburg, Gothenburg, Sweden
| | - John Thornton
- Department of Radiology, Royal College of Surgeons in Ireland, Beaumont Hospital, Dublin, Ireland
| | - Pilib Ó Broin
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Karen M Doyle
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland.,CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
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12
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Gade IL, Schultz JG, Brøndum RF, Kjærgaard B, Nielsen-Kudsk JE, Andersen A, Kristensen SR, Honoré B. Putative Biomarkers for Acute Pulmonary Embolism in Exhaled Breath Condensate. J Clin Med 2021; 10:5165. [PMID: 34768685 PMCID: PMC8584843 DOI: 10.3390/jcm10215165] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 10/27/2021] [Accepted: 11/03/2021] [Indexed: 12/12/2022] Open
Abstract
Current diagnostic markers for pulmonary embolism (PE) are unspecific. We investigated the proteome of the exhaled breath condensate (EBC) in a porcine model of acute PE in order to identify putative diagnostic markers for PE. EBC was collected at baseline and after the induction of autologous intermediate-risk PE in 14 pigs, plus four negative control pigs. The protein profiles of the EBC were analyzed using label-free quantitative nano liquid chromatography-tandem mass spectrometry. A total of 897 proteins were identified in the EBCs from the pigs. Alterations were found in the levels of 145 different proteins after PE compared with the baseline and negative controls: albumin was among the most upregulated proteins, with 14-fold higher levels 2.5 h after PE (p-value: 0.02). The levels of 49 other proteins were between 1.3- and 17.1-fold higher after PE. The levels of 95 proteins were lower after PE. Neutrophil gelatinase-associated lipocalin (fold change 0.3, p-value < 0.01) was among the most reduced proteins 2.5 h after PE. A prediction model based on penalized regression identified five proteins including albumin and neutrophil gelatinase-associated lipocalin. The model was capable of discriminating baseline samples from EBC samples collected 2.5 h after PE correctly in 22 out of 27 samples. In conclusion, the EBC from pigs with acute PE contained several putative diagnostic markers of PE.
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Affiliation(s)
- Inger Lise Gade
- Department of Hematology and Clinical Cancer Research Center, Aalborg University Hospital, 9000 Aalborg, Denmark;
- Department of Clinical Medicine, Aalborg University, 9000 Aalborg, Denmark; (S.R.K.); (B.H.)
- Department of Clinical Biochemistry, Aalborg University Hospital, 9000 Aalborg, Denmark
| | - Jacob Gammelgaard Schultz
- Department of Cardiology, Aarhus University Hospital, 8200 Aarhus, Denmark; (J.G.S.); (J.E.N.-K.); (A.A.)
- Department of Clinical Medicine, Faculty of Health, Aarhus University, 8200 Aarhus, Denmark
| | - Rasmus Froberg Brøndum
- Department of Hematology and Clinical Cancer Research Center, Aalborg University Hospital, 9000 Aalborg, Denmark;
- Department of Clinical Medicine, Aalborg University, 9000 Aalborg, Denmark; (S.R.K.); (B.H.)
| | - Benedict Kjærgaard
- Department of Cardiothoracic Surgery, Aalborg University Hospital, 9000 Aalborg, Denmark;
| | - Jens Erik Nielsen-Kudsk
- Department of Cardiology, Aarhus University Hospital, 8200 Aarhus, Denmark; (J.G.S.); (J.E.N.-K.); (A.A.)
- Department of Clinical Medicine, Faculty of Health, Aarhus University, 8200 Aarhus, Denmark
| | - Asger Andersen
- Department of Cardiology, Aarhus University Hospital, 8200 Aarhus, Denmark; (J.G.S.); (J.E.N.-K.); (A.A.)
- Department of Clinical Medicine, Faculty of Health, Aarhus University, 8200 Aarhus, Denmark
| | - Søren Risom Kristensen
- Department of Clinical Medicine, Aalborg University, 9000 Aalborg, Denmark; (S.R.K.); (B.H.)
- Department of Clinical Biochemistry, Aalborg University Hospital, 9000 Aalborg, Denmark
| | - Bent Honoré
- Department of Clinical Medicine, Aalborg University, 9000 Aalborg, Denmark; (S.R.K.); (B.H.)
- Department of Biomedicine, Aarhus University, 8000 Aarhus, Denmark
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13
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Aliena-Valero A, Baixauli-Martín J, Torregrosa G, Tembl JI, Salom JB. Clot Composition Analysis as a Diagnostic Tool to Gain Insight into Ischemic Stroke Etiology: A Systematic Review. J Stroke 2021; 23:327-342. [PMID: 34649378 PMCID: PMC8521257 DOI: 10.5853/jos.2021.02306] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 08/24/2021] [Accepted: 09/02/2021] [Indexed: 12/22/2022] Open
Abstract
Mechanical thrombectomy renders the occluding clot available for analysis. Insights into thrombus composition could help establish the stroke cause. We aimed to investigate the value of clot composition analysis as a complementary diagnostic tool in determining the etiology of large vessel occlusion (LVO) ischemic strokes (International Prospective Register of Systematic Reviews [PROSPERO] registration # CRD42020199436). Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, we ran searches on Medline (using the PubMed interface) and Web of Science for studies reporting analyses of thrombi retrieved from LVO stroke patients subjected to mechanical thrombectomy (January 1, 2006 to September 21, 2020). The PubMed search was updated weekly up to February 22, 2021. Reference lists of included studies and relevant reviews were hand-searched. From 1,714 identified studies, 134 eligible studies (97 cohort studies, 31 case reports, and six case series) were included in the qualitative synthesis. Physical, histopathological, biological, and microbiological analyses provided information about the gross appearance, mechanical properties, structure, and composition of the thrombi. There were non-unanimous associations of thrombus size, structure, and composition (mainly proportions of fibrin and blood formed elements) with the Trial of Org 10172 in Acute Stroke Treatment (TOAST) etiology and underlying pathologies, and similarities between cryptogenic thrombi and those of known TOAST etiology. Individual thrombus analysis contributed to the diagnosis, mainly in atypical cases. Although cohort studies report an abundance of quantitative rates of main thrombus components, a definite clot signature for accurate diagnosis of stroke etiology is still lacking. Nevertheless, the qualitative examination of the embolus remains an invaluable tool for diagnosing individual cases, particularly regarding atypical stroke causes.
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Affiliation(s)
- Alicia Aliena-Valero
- Joint Cerebrovascular Research Unit, La Fe Health Research Institute, University of Valencia, Valencia, Spain
| | | | - Germán Torregrosa
- Joint Cerebrovascular Research Unit, La Fe Health Research Institute, University of Valencia, Valencia, Spain
| | - José I. Tembl
- Stroke Unit, Neurology Service, La Fe University and Polytechnic Hospital, Valencia, Spain
| | - Juan B. Salom
- Joint Cerebrovascular Research Unit, La Fe Health Research Institute, University of Valencia, Valencia, Spain
- Department of Physiology, University of Valencia, Valencia, Spain
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14
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Alkarithi G, Duval C, Shi Y, Macrae FL, Ariëns RAS. Thrombus Structural Composition in Cardiovascular Disease. Arterioscler Thromb Vasc Biol 2021; 41:2370-2383. [PMID: 34261330 PMCID: PMC8384252 DOI: 10.1161/atvbaha.120.315754] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Thrombosis is a major complication of cardiovascular disease, leading to myocardial infarction, acute ischemic stroke, or venous thromboembolism. Thrombosis occurs when a thrombus forms inside blood vessels disrupting blood flow. Developments in thrombectomy to remove thrombi from vessels have provided new opportunities to study thrombus composition which may help to understand mechanisms of disease and underpin improvements in treatments. We aimed to review thrombus compositions, roles of components in thrombus formation and stability, and methods to investigate thrombi. Also, we summarize studies on thrombus structure obtained from cardiovascular patients and animal models. Thrombi are composed of fibrin, red blood cells, platelets, leukocytes, and neutrophil extracellular traps. These components have been analyzed by several techniques, including scanning electron microscopy, laser scanning confocal microscopy, histochemistry, and immunohistochemistry; however, each technique has advantages and limitations. Thrombi are heterogenous in composition, but overall, thrombi obtained from myocardial infarction are composed of mainly fibrin and other components, including platelets, red blood cells, leukocytes, and cholesterol crystals. Thrombi from patients with acute ischemic stroke are characterized by red blood cell- and platelet-rich regions. Thrombi from patients with venous thromboembolism contain mainly red blood cells and fibrin with some platelets and leukocytes. Thrombus composition from patients with myocardial infarction is influenced by ischemic time. Animal thrombosis models are crucial to gain further mechanistic information about thrombosis and thrombus structure, with thrombi being similar in composition compared with those from patients. Further studies on thrombus composition and function are key to improve treatment and clinical outcome of thrombosis.
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Affiliation(s)
- Ghadir Alkarithi
- Discovery and Translational Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (G.A., C.D., Y.S., F.L.M., R.A.S.A.).,Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia (G.A.)
| | - Cédric Duval
- Discovery and Translational Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (G.A., C.D., Y.S., F.L.M., R.A.S.A.)
| | - Yu Shi
- Discovery and Translational Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (G.A., C.D., Y.S., F.L.M., R.A.S.A.)
| | - Fraser L Macrae
- Discovery and Translational Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (G.A., C.D., Y.S., F.L.M., R.A.S.A.)
| | - Robert A S Ariëns
- Discovery and Translational Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (G.A., C.D., Y.S., F.L.M., R.A.S.A.)
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15
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Herrgårdh T, Madai VI, Kelleher JD, Magnusson R, Gustafsson M, Milani L, Gennemark P, Cedersund G. Hybrid modelling for stroke care: Review and suggestions of new approaches for risk assessment and simulation of scenarios. Neuroimage Clin 2021; 31:102694. [PMID: 34000646 PMCID: PMC8141769 DOI: 10.1016/j.nicl.2021.102694] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 04/27/2021] [Accepted: 05/04/2021] [Indexed: 11/28/2022]
Abstract
Stroke is an example of a complex and multi-factorial disease involving multiple organs, timescales, and disease mechanisms. To deal with this complexity, and to realize Precision Medicine of stroke, mathematical models are needed. Such approaches include: 1) machine learning, 2) bioinformatic network models, and 3) mechanistic models. Since these three approaches have complementary strengths and weaknesses, a hybrid modelling approach combining them would be the most beneficial. However, no concrete approach ready to be implemented for a specific disease has been presented to date. In this paper, we both review the strengths and weaknesses of the three approaches, and propose a roadmap for hybrid modelling in the case of stroke care. We focus on two main tasks needed for the clinical setting: a) For stroke risk calculation, we propose a new two-step approach, where non-linear mixed effects models and bioinformatic network models yield biomarkers which are used as input to a machine learning model and b) For simulation of care scenarios, we propose a new four-step approach, which revolves around iterations between simulations of the mechanistic models and imputations of non-modelled or non-measured variables. We illustrate and discuss the different approaches in the context of Precision Medicine for stroke.
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Affiliation(s)
- Tilda Herrgårdh
- Integrative Systems Biology, Department of Biomedical Engineering, Linköping University, 58185 Linköping, Sweden
| | - Vince I Madai
- Charité Lab for Artificial Intelligence in Medicine - CLAIM, Charité University Medicine Berlin, Germany; School of Computing and Digital Technology, Faculty of Computing, Engineering and the Built Environment, Birmingham City University, Birmingham, UK
| | - John D Kelleher
- ADAPT Research Centre, Technological University Dublin, Ireland
| | - Rasmus Magnusson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, Sweden
| | - Mika Gustafsson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, Sweden
| | - Lili Milani
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Peter Gennemark
- Integrative Systems Biology, Department of Biomedical Engineering, Linköping University, 58185 Linköping, Sweden; Drug Metabolism and Pharmacokinetics, Early Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
| | - Gunnar Cedersund
- Integrative Systems Biology, Department of Biomedical Engineering, Linköping University, 58185 Linköping, Sweden.
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16
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Brinjikji W, Nogueira RG, Kvamme P, Layton KF, Delgado Almandoz JE, Hanel RA, Mendes Pereira V, Almekhlafi MA, Yoo AJ, Jahromi BS, Gounis MJ, Patel B, Abbasi M, Fitzgerald S, Mereuta OM, Dai D, Kadirvel R, Doyle K, Savastano L, Cloft HJ, Haussen DC, Al-Bayati AR, Mohammaden MH, Pisani L, Rodrigues GM, Thacker IC, Kayan Y, Copelan A, Aghaebrahim A, Sauvageau E, Demchuk AM, Bhuva P, Soomro J, Nazari P, Cantrell DR, Puri AS, Entwistle J, Polley EC, Kallmes DF. Association between clot composition and stroke origin in mechanical thrombectomy patients: analysis of the Stroke Thromboembolism Registry of Imaging and Pathology. J Neurointerv Surg 2021; 13:594-598. [PMID: 33722963 DOI: 10.1136/neurintsurg-2020-017167] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 02/06/2021] [Accepted: 02/21/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND We retrospectively evaluated the composition of retrieved clots from ischemic stroke patients to study the association between histological composition and stroke etiology METHODS: Consecutive patients enrolled in the Stroke Thromboembolism Registry of Imaging and Pathology (STRIP) were included in this study. All patients underwent mechanical thrombectomy and retrieved clots were sent to a central core lab for processing. Histological analysis was performed using martius scarlet blue (MSB) staining, and quantification for red blood cells (RBCs), white blood cells (WBCs), fibrin and platelets was performed using Orbit Image Software. A Wilcoxon test was used for continuous variables and χ2 test for categorical variables. RESULTS 1350 patients were included in this study. The overall rate of Thrombolysis In Cerebral Infarction (TICI) 2c/3 was 68%. 501 patients received tissue plasminogen activator (tPA) (37%). 267 patients (20%) had a large artery atherosclerosis (LAA) source, 662 (49%) a cardioembolic (CE) source, 301 (22%) were cryptogenic, and the remainder had other identifiable sources including hypercoagulable state or dissection. LAA thrombi had a higher mean RBC density (46±23% vs 42±22%, p=0.01) and a lower platelet density (24±18% vs 27±18%, p=0.03) than CE thrombi. Clots from dissection patients had the highest mean RBC density (50±24%) while clots from patients with a hypercoagulable state had the lowest mean RBC density (26±21%). CONCLUSIONS Our study found statistically significant but clinically insignificant differences between clots of CE and LAA etiologies. Future studies should emphasize molecular, proteomic and immunohistochemical characteristics to determine links between clot composition and etiology.
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Affiliation(s)
- Waleed Brinjikji
- Radiology, Mayo Clinic, Rochester, Minnesota, USA .,Neurosurgery, Mayo Clinic Rochester, Rochester, Minnesota, USA
| | - Raul G Nogueira
- Neurology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Peter Kvamme
- Radiology, University of Tennessee Medical Center, Knoxville, Tennessee, USA
| | - Kennith F Layton
- NeuroInterventional Radiology, Baylor University Medical Center, Dallas, Texas, USA
| | | | - Ricardo A Hanel
- Neurosurgery, Baptist Medical Center Jacksonville, Jacksonville, Florida, USA
| | - Vitor Mendes Pereira
- Division of Neuroradiology, Department of Medical Imaging and Division of Neurosurgery, Department of Surgery, University Health Network - Toronto Western Hospital, Toronto, Ontario, Canada
| | | | - Albert J Yoo
- Neurointervention, Texas Stroke Institute, Plano, Texas, USA
| | - Babak S Jahromi
- Neurosurgery and Radiology, Northwestern University, Chicago, Illinois, USA
| | - Matthew J Gounis
- Radiology, New England Center for Stroke Research, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | - Biraj Patel
- Radiology, Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA
| | - Mehdi Abbasi
- Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Seán Fitzgerald
- CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland.,Physiology Department, National University of Ireland Galway, Galway, Ireland
| | - Oana Madalina Mereuta
- CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland.,Physiology Department, National University of Ireland Galway, Galway, Ireland
| | - Daying Dai
- Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Karen Doyle
- CÚRAM-SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland.,Physiology Department, National University of Ireland Galway, Galway, Ireland
| | - Luis Savastano
- Neurosurgery, Mayo Clinic Rochester, Rochester, Minnesota, USA
| | | | - Diogo C Haussen
- Neurology, Emory University School of Medicine, Atlanta, Georgia, USA
| | | | | | - Leonardo Pisani
- Neurology, Emory University School of Medicine, Atlanta, Georgia, USA
| | | | - Ike C Thacker
- NeuroInterventional Radiology, Baylor University Medical Center, Dallas, Texas, USA
| | - Yasha Kayan
- Interventional Neuroradiology, Abbot Northwestern Hospital, 55435, Minnesota, USA
| | - Alexander Copelan
- Interventional Neuroradiology, Abbot Northwestern Hospital, 55435, Minnesota, USA
| | - Amin Aghaebrahim
- Neurosurgery, Baptist Medical Center Jacksonville, Jacksonville, Florida, USA
| | - Eric Sauvageau
- Neurosurgery, Baptist Medical Center Jacksonville, Jacksonville, Florida, USA
| | - Andrew M Demchuk
- Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada
| | - Parita Bhuva
- Neurointervention, Texas Stroke Institute, Plano, Texas, USA
| | - Jazba Soomro
- Neurointervention, Texas Stroke Institute, Plano, Texas, USA
| | - Pouya Nazari
- Neurosurgery and Radiology, Northwestern University, Chicago, Illinois, USA
| | | | - Ajit S Puri
- Radiology, University of Massachusetts, Worcester, Massachusetts, USA
| | - John Entwistle
- Radiology, Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA
| | - Eric C Polley
- Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine, Rochester, MN, USA
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17
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Abbasi M, Fitzgerald S, Ayers-Ringler J, Espina V, Mueller C, Rucker S, Kadirvel R, Kallmes D, Brinjikji W. Proteomic Analysis of Cardioembolic and Large Artery Atherosclerotic Clots Using Reverse Phase Protein Array Technology Reveals Key Cellular Interactions Within Clot Microenvironments. Cureus 2021; 13:e13499. [PMID: 33777584 PMCID: PMC7990677 DOI: 10.7759/cureus.13499] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/20/2021] [Indexed: 01/29/2023] Open
Abstract
Thrombus characteristics are dependent on clot composition, but identification of the etiology based on histological analysis has proved inconclusive. Identification of proteomic signatures may help to differentiate between clots of different etiologies such as cardioembolic, large artery atherosclerotic, and other known etiologies, information that could enhance an individualized medicine approach to secondary stroke prevention. In this study, total protein extracts from cardioembolic (n=25) and large artery atherosclerotic (n=23) thrombus specimens were arrayed in quadruplicate on nitrocellulose slides and immunostained for 31 proteins using a Dako Autostainer (Agilent Technologies, Inc., Santa Clara, USA). We quantified 31 proteins involved in platelet and/or endothelial function, inflammation, oxidative stress, and metabolism. Pathway analysis showed more heterogeneity and protein network interactions in the cardioembolic clots but no specific correlations with clot etiology. Reverse-phase protein arrays are a powerful tool for assessing cellular interactions within the clot microenvironment and may enhance understanding of clot formation and origination. This tool could be further explored to help in identifying stroke etiology in large vessel occlusion patients with embolic stroke of an undetermined source.
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Affiliation(s)
| | - Sean Fitzgerald
- Physiology, National University of Ireland Galway, Galway, IRL
| | | | - Virginia Espina
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, USA
| | - Claudius Mueller
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, USA
| | - Sally Rucker
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, USA
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18
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Jooss NJ, Poulter NS. A large-scale histological investigation gives insight into the structure of ischemic stroke thrombi. Platelets 2021; 32:147-150. [PMID: 33427010 DOI: 10.1080/09537104.2020.1869713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Natalie J Jooss
- Institute of Cardiovascular Sciences, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham, UK.,Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, The Netherlands
| | - Natalie S Poulter
- Institute of Cardiovascular Sciences, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham, UK.,Centre of Membrane Proteins and Receptors (COMPARE), Universities of Birmingham and Nottingham, Midlands, UK
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19
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Dargazanli C, Zub E, Deverdun J, Decourcelle M, de Bock F, Labreuche J, Lefèvre PH, Gascou G, Derraz I, Riquelme Bareiro C, Cagnazzo F, Bonafé A, Marin P, Costalat V, Marchi N. Machine Learning Analysis of the Cerebrovascular Thrombi Proteome in Human Ischemic Stroke: An Exploratory Study. Front Neurol 2020; 11:575376. [PMID: 33240201 PMCID: PMC7678741 DOI: 10.3389/fneur.2020.575376] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 09/30/2020] [Indexed: 12/12/2022] Open
Abstract
Objective: Mechanical retrieval of thrombotic material from acute ischemic stroke patients provides a unique entry point for translational research investigations. Here, we resolved the proteomes of cardioembolic and atherothrombotic cerebrovascular human thrombi and applied an artificial intelligence routine to examine protein signatures between the two selected groups. Methods: We specifically used n = 32 cardioembolic and n = 28 atherothrombotic diagnosed thrombi from patients suffering from acute stroke and treated by mechanical thrombectomy. Thrombi proteins were successfully separated by gel-electrophoresis. For each thrombi, peptide samples were analyzed by nano-flow liquid chromatography coupled to tandem mass spectrometry (nano-LC-MS/MS) to obtain specific proteomes. Relative protein quantification was performed using a label-free LFQ algorithm and all dataset were analyzed using a support-vector-machine (SVM) learning method. Data are available via ProteomeXchange with identifier PXD020398. Clinical data were also analyzed using SVM, alone or in combination with the proteomes. Results: A total of 2,455 proteins were identified by nano-LC-MS/MS in the samples analyzed, with 438 proteins constantly detected in all samples. SVM analysis of LFQ proteomic data delivered combinations of three proteins achieving a maximum of 88.3% for correct classification of the cardioembolic and atherothrombotic samples in our cohort. The coagulation factor XIII appeared in all of the SVM protein trios, associating with cardioembolic thrombi. A combined SVM analysis of the LFQ proteome and clinical data did not deliver a better discriminatory score as compared to the proteome only. Conclusion: Our results advance the portrayal of the human cerebrovascular thrombi proteome. The exploratory SVM analysis outlined sets of proteins for a proof-of-principle characterization of our cohort cardioembolic and atherothrombotic samples. The integrated analysis proposed herein could be further developed and retested on a larger patients population to better understand stroke origin and the associated cerebrovascular pathophysiology.
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Affiliation(s)
- Cyril Dargazanli
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France.,Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Emma Zub
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France
| | - Jeremy Deverdun
- I2FH, Institut d'Imagerie Fonctionnelle Humaine, Gui de Chauliac Hospital, Montpellier, France
| | - Mathilde Decourcelle
- BioCampus Montpellier, CNRS, INSERM, Université de Montpellier, Montpellier, France
| | - Frédéric de Bock
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France
| | - Julien Labreuche
- Santé Publique: Epidémiologie et Qualité des Soins, CHU Lille, University of Lille, Lille, France
| | - Pierre-Henri Lefèvre
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Grégory Gascou
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Imad Derraz
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Carlos Riquelme Bareiro
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Federico Cagnazzo
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Alain Bonafé
- Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Philippe Marin
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France
| | - Vincent Costalat
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France.,Diagnostic and Interventional Neuroradiology Department, Gui de Chauliac Hospital, Montpellier, France
| | - Nicola Marchi
- Institut de Génomique Fonctionnelle, Univ. Montpellier, UMR 5203 CNRS - U 1191 INSERM, Montpellier, France
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20
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Bentley R, Logantha SJRJ, Sharma P, Rainbow RR, Lip GYH. Pathophysiological insights into atrial fibrillation: revisiting the electrophysiological substrate, anatomical substrate, and possible insights from proteomics. Cardiovasc Res 2020; 117:e41-e45. [PMID: 33252128 DOI: 10.1093/cvr/cvaa276] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Robert Bentley
- Department of Cardiovascular and Metabolic Medicine, Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
| | - Sunil Jit R J Logantha
- Department of Cardiovascular and Metabolic Medicine, Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
| | - Parveen Sharma
- Department of Cardiovascular and Metabolic Medicine, Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
| | - Richard R Rainbow
- Department of Cardiovascular and Metabolic Medicine, Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
| | - Gregory Y H Lip
- Department of Cardiovascular and Metabolic Medicine, Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
- Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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21
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Michalski D, Spielvogel E, Puchta J, Reimann W, Barthel H, Nitzsche B, Mages B, Jäger C, Martens H, Horn AKE, Schob S, Härtig W. Increased Immunosignals of Collagen IV and Fibronectin Indicate Ischemic Consequences for the Neurovascular Matrix Adhesion Zone in Various Animal Models and Human Stroke Tissue. Front Physiol 2020; 11:575598. [PMID: 33192578 PMCID: PMC7649770 DOI: 10.3389/fphys.2020.575598] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 09/23/2020] [Indexed: 12/21/2022] Open
Abstract
Ischemic stroke causes cellular alterations in the “neurovascular unit” (NVU) comprising neurons, glia, and the vasculature, and affects the blood-brain barrier (BBB) with adjacent extracellular matrix (ECM). Limited data are available for the zone between the NVU and ECM that has not yet considered for neuroprotective approaches. This study describes ischemia-induced alterations for two main components of the neurovascular matrix adhesion zone (NMZ), i.e., collagen IV as basement membrane constituent and fibronectin as crucial part of the ECM, in conjunction with traditional NVU elements. For spatio-temporal characterization of these structures, multiple immunofluorescence labeling was applied to tissues affected by focal cerebral ischemia using a filament-based model in mice (4, 24, and 72 h of ischemia), a thromboembolic model in rats (24 h of ischemia), a coagulation-based model in sheep (2 weeks of ischemia), and human autoptic stroke tissue (3 weeks of ischemia). An increased fibronectin immunofluorescence signal demarcated ischemia-affected areas in mice, along with an increased collagen IV signal and BBB impairment indicated by serum albumin extravasation. Quantifications revealed a region-specific pattern with highest collagen IV and fibronectin intensities in most severely affected neocortical areas, followed by a gradual decline toward the border zone and non-affected regions. Comparing 4 and 24 h of ischemia, the subcortical fibronectin signal increased significantly over time, whereas neocortical areas displayed only a gradual increase. Qualitative analyses confirmed increased fibronectin and collagen IV signals in ischemic areas from all tissues and time points investigated. While the increased collagen IV signal was restricted to vessels, fibronectin appeared diffusely arranged in the parenchyma with focal accumulations associated to the vasculature. Integrin α5 appeared enriched in the vicinity of fibronectin and vascular elements, while most of the non-vascular NVU elements showed complementary staining patterns referring to fibronectin. This spatio-temporal characterization of ischemia-related alterations of collagen IV and fibronectin in various stroke models and human autoptic tissue shows that ischemic consequences are not limited to traditional NVU components and the ECM, but also involve the NMZ. Future research should explore more components and the pathophysiological properties of the NMZ as a possible target for novel neuroprotective approaches.
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Affiliation(s)
| | - Emma Spielvogel
- Department of Neurology, University of Leipzig, Leipzig, Germany.,Paul Flechsig Institute for Brain Research, University of Leipzig, Leipzig, Germany
| | - Joana Puchta
- Paul Flechsig Institute for Brain Research, University of Leipzig, Leipzig, Germany.,Department of Neuroradiology, University of Leipzig, Leipzig, Germany
| | - Willi Reimann
- Department of Neurology, University of Leipzig, Leipzig, Germany.,Paul Flechsig Institute for Brain Research, University of Leipzig, Leipzig, Germany
| | - Henryk Barthel
- Department of Nuclear Medicine, University of Leipzig, Leipzig, Germany
| | - Björn Nitzsche
- Department of Nuclear Medicine, University of Leipzig, Leipzig, Germany.,Institute of Anatomy, Histology and Embryology, Faculty of Veterinary Medicine, University of Leipzig, Leipzig, Germany
| | - Bianca Mages
- Institute of Anatomy, University of Leipzig, Leipzig, Germany
| | - Carsten Jäger
- Paul Flechsig Institute for Brain Research, University of Leipzig, Leipzig, Germany
| | | | - Anja K E Horn
- Institute of Anatomy and Cell Biology I and German Center for Vertigo and Balance Disorders, Ludwig-Maximilians-University, Munich, Germany
| | - Stefan Schob
- Department of Neuroradiology, University of Leipzig, Leipzig, Germany
| | - Wolfgang Härtig
- Paul Flechsig Institute for Brain Research, University of Leipzig, Leipzig, Germany
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22
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Patrakka O, Pienimäki JP, Tuomisto S, Ollikainen J, Lehtimäki T, Karhunen PJ, Martiskainen M. Oral Bacterial Signatures in Cerebral Thrombi of Patients With Acute Ischemic Stroke Treated With Thrombectomy. J Am Heart Assoc 2020; 8:e012330. [PMID: 31117858 PMCID: PMC6585368 DOI: 10.1161/jaha.119.012330] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Background Chronic infections have been reported to be risk factors for both coronary heart disease and ischemic stroke. DNA of oral bacteria, mainly from the viridans streptococci group, has been detected in coronary thrombus aspirates of myocardial infarction and cerebral aneurysms. Viridans streptococci are known to cause infective endocarditis and possess thrombogenic properties. We studied the presence of oral bacterial DNA in thrombus aspirates of patients with acute ischemic stroke treated with mechanical thrombectomy. Methods and Results Thrombus aspirates and arterial blood were taken from 75 patients (69% men; mean age, 67 years) with acute ischemic stroke. The presence of Streptococcus species, mainly the Streptococcus mitis group, belonging to viridans streptococci as well as Porphyromonas gingivalis and Aggregatibacter actinomycetemcomitans in samples were determined using a quantitative polymerase chain reaction with specific primers and probes. The relative amount of bacterial DNA in a sample was determined with the comparative threshold cycle method. Bacterial DNA was detected in 84% (n=63) of aspired thrombi, and 16% (n=12) of samples were considered bacterial DNA negative. DNA of Streptococcus species, mainly the S mitis group, was found in 79% (n=59) of samples. The median relative amount of Streptococcus species DNA was 5.10‐fold higher compared with the control blood samples from the same patients. All thrombi were negative for both P gingivalis and A actinomycetemcomitans. Conclusions This is the first study showing the common presence of bacterial DNA from viridans streptococci in aspired thrombi of patients with acute ischemic stroke. Streptococcal bacteria, mostly of oral origin, may contribute to the progression and thrombotic events of cerebrovascular diseases.
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Affiliation(s)
- Olli Patrakka
- 1 Department of Forensic Medicine Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Tampere Finland
| | - Juha-Pekka Pienimäki
- 2 Division of Interventional Radiology Department of Radiology Tampere University Hospital Tampere Finland
| | - Sari Tuomisto
- 1 Department of Forensic Medicine Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Tampere Finland
| | - Jyrki Ollikainen
- 3 Department of Neurology Tampere University Hospital Tampere Finland
| | - Terho Lehtimäki
- 4 Department of Clinical Chemistry Faculty of Medicine and Health Technology Tampere University Fimlab Laboratories and Finnish Cardiovascular Research Center Tampere Finland
| | - Pekka J Karhunen
- 1 Department of Forensic Medicine Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Tampere Finland
| | - Mika Martiskainen
- 1 Department of Forensic Medicine Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Tampere Finland.,5 National Institute for Health and Welfare Helsinki Finland
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23
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Zheng F, Zhou YT, Zeng YF, Liu T, Yang ZY, Tang T, Luo JK, Wang Y. Proteomics Analysis of Brain Tissue in a Rat Model of Ischemic Stroke in the Acute Phase. Front Mol Neurosci 2020; 13:27. [PMID: 32174813 PMCID: PMC7057045 DOI: 10.3389/fnmol.2020.00027] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Accepted: 02/04/2020] [Indexed: 12/11/2022] Open
Abstract
Background: Stroke is a leading health issue, with high morbidity and mortality rates worldwide. Of all strokes, approximately 80% of cases are ischemic stroke (IS). However, the underlying mechanisms of the occurrence of acute IS remain poorly understood because of heterogeneous and multiple factors. More potential biomarkers are urgently needed to reveal the deeper pathogenesis of IS. Methods: We identified potential biomarkers in rat brain tissues of IS using an iTRAQ labeling approach coupled with LC-MS/MS. Furthermore, bioinformatrics analyses including GO, KEGG, DAVID, and Cytoscape were used to present proteomic profiles and to explore the disease mechanisms. Additionally, Western blotting for target proteins was conducted for further verification. Results: We identified 4,578 proteins using the iTRAQ-based proteomics method. Of these proteins, 282 differentiated proteins, comprising 73 upregulated and 209 downregulated proteins, were observed. Further bioinformatics analysis suggested that the candidate proteins were mainly involved in energy liberation, intracellular protein transport, and synaptic plasticity regulation during the acute period. KEGG pathway enrichment analysis indicated a series of representative pathological pathways, including energy metabolite, long-term potentiation (LTP), and neurodegenerative disease-related pathways. Moreover, Western blotting confirmed the associated candidate proteins, which refer to oxidative responses and synaptic plasticity. Conclusions: Our findings highlight the identification of candidate protein biomarkers and provide insight into the biological processes involved in acute IS.
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Affiliation(s)
- Fei Zheng
- College of Electrical and Information Engineering, Hunan University, Changsha, China
| | - Yan-Tao Zhou
- College of Electrical and Information Engineering, Hunan University, Changsha, China
| | - Yi-Fu Zeng
- College of Electrical and Information Engineering, Hunan University, Changsha, China
| | - Tao Liu
- Laboratory of Ethnopharmacology, Institute of Integrative Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Zhao-Yu Yang
- Laboratory of Ethnopharmacology, Institute of Integrative Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Tao Tang
- Laboratory of Ethnopharmacology, Institute of Integrative Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Jie-Kun Luo
- Laboratory of Ethnopharmacology, Institute of Integrative Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Yang Wang
- Laboratory of Ethnopharmacology, Institute of Integrative Medicine, Xiangya Hospital, Central South University, Changsha, China
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24
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Ludhiadch A, Vasudeva K, Munshi A. Establishing molecular signatures of stroke focusing on omic approaches: a narrative review. Int J Neurosci 2020; 130:1250-1266. [PMID: 32075476 DOI: 10.1080/00207454.2020.1732964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Stroke or 'brain attack' is considered to be the major cause of mortality and morbidity worldwide after myocardial infraction. Inspite of the years of research and clinical practice, the pathogenesis of stroke still remains incompletely understood. Omics approaches not only enable the description of a huge number of molecular platforms but also have a potential to recognize new factors associated with various complex disorders including stroke. The most significant development among all other omics technologies over the recent years has been seen by genomics which is a powerful tool for exploring the genetic architecture of stroke. Genomics has decisively established itself in stroke research and by now wealth of data has been generated providing new insights into the physiology and pathophysiology of stroke. However, the efficacy of genomic data is restricted to risk prediction only. Omics approaches not only enable the description of a huge number of molecular platforms but also have a potential to recognize new factors associated with various complex disorders including stroke. The data generated by omics technologies enables clinicians to provide detailed insight into the makeup of stroke in individual patients, which will further help in developing diagnostic procedures to direct therapies. Present review has been compiled with an aim to understand the potential of integrated omics approach to help in characterization of mechanisms leading to stroke, to predict the patient risk of getting stroke by analyzing signature biomarkers and to develop targeted therapeutic strategies.
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Affiliation(s)
- Abhilash Ludhiadch
- Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab
| | - Kanika Vasudeva
- Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab
| | - Anjana Munshi
- Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab
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25
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Bacigaluppi M, Semerano A, Gullotta GS, Strambo D. Insights from thrombi retrieved in stroke due to large vessel occlusion. J Cereb Blood Flow Metab 2019; 39:1433-1451. [PMID: 31213164 PMCID: PMC6681524 DOI: 10.1177/0271678x19856131] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
The recent advances of endovascular procedures to treat stroke due to large cerebral vessel occlusion have made it possible to analyze the retrieved thrombus material. Analysis of cerebral thrombi is emerging as a relevant opportunity to complement the diagnostic workup of etiology, to develop new lytic approaches and to optimize the acute treatment of stroke due to large vessel occlusion. Nonetheless, retrieved thrombi are frequently discarded since their informative potential is often neglected and standards are missing. This review provides an overview of the current knowledge and expanding research relating to thrombus composition analysis in large vessel occlusions. We first discuss the heterogeneity of thrombogenic factors that underlie the thrombotic formation in stroke and its implications to identify stroke etiology and thrombus age. Further, we show that understanding structural characteristics of thrombus is pivotal for the development of new-targeted lytic therapies as well as to improve, through thrombus modeling, the development of thrombectomy devices. Finally, we discuss the on-going attempts to identify a signature of thrombus composition indirectly through imaging and peripheral blood biomarkers, which might in future assist treatment decision-making as well as secondary prevention. Thrombus analysis might contribute to the advancement and optimization of personalized stroke treatments.
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Affiliation(s)
- Marco Bacigaluppi
- 1 Neurology and Neuroimmunology Unit, Insititute of Experimental Neurology, San Raffaele Scientific Institute, Milano, Italy
| | - Aurora Semerano
- 1 Neurology and Neuroimmunology Unit, Insititute of Experimental Neurology, San Raffaele Scientific Institute, Milano, Italy
| | - Giorgia Serena Gullotta
- 1 Neurology and Neuroimmunology Unit, Insititute of Experimental Neurology, San Raffaele Scientific Institute, Milano, Italy
| | - Davide Strambo
- 1 Neurology and Neuroimmunology Unit, Insititute of Experimental Neurology, San Raffaele Scientific Institute, Milano, Italy.,2 Service of Neurology, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
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26
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Li H, You W, Li X, Shen H, Chen G. Proteomic-Based Approaches for the Study of Ischemic Stroke. Transl Stroke Res 2019; 10:601-606. [PMID: 31278685 DOI: 10.1007/s12975-019-00716-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 06/25/2019] [Accepted: 06/27/2019] [Indexed: 12/16/2022]
Affiliation(s)
- Haiying Li
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, Jiangsu Province, China
| | - Wanchun You
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, Jiangsu Province, China
| | - Xiang Li
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, Jiangsu Province, China
| | - Haitao Shen
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, Jiangsu Province, China
| | - Gang Chen
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, Jiangsu Province, China.
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27
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Fitzgerald S, Mereuta OM, Doyle KM, Dai D, Kadirvel R, Kallmes DF, Brinjikji W. Correlation of imaging and histopathology of thrombi in acute ischemic stroke with etiology and outcome. J Neurosurg Sci 2019; 63:292-300. [PMID: 30514073 PMCID: PMC8693286 DOI: 10.23736/s0390-5616.18.04629-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Mechanical thrombectomy has become the stand of care for patients with large vessel occlusions, yet major improvements in thrombectomy speed, efficacy, and completeness can still be achieved. High rates of clot fragmentation and failure to remove the clot resulting in poor neurological outcomes suggest that in order to further advance the field of stroke intervention we must turn our attention towards understanding the science of clot. Accurately identifying the composition of the occlusive clot prior to intervention could significantly influence the success of the revascularization strategy used to treat them. Numerous features of thromboemboli could be studied and characterized, including quantitative histomorphometry and diagnostic imaging characteristics. Each of these features might logically predict superior thrombectomy outcomes with one device or another. This article aims to review the current literature on histopathological composition of acute ischemic stroke clots, with a particular focus on the correlation between clot composition and diagnostic imaging, stroke etiology and revascularization outcomes.
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Affiliation(s)
- Seán Fitzgerald
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
- CÚRAM-Centre for Research in Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Oana M Mereuta
- CÚRAM-Centre for Research in Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Karen M Doyle
- CÚRAM-Centre for Research in Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Daying Dai
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | | | - David F Kallmes
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
- Department of Neurosurgery, Mayo Clinic, Rochester, MN, USA
| | - Waleed Brinjikji
- Department of Radiology, Mayo Clinic, Rochester, MN, USA -
- Department of Neurosurgery, Mayo Clinic, Rochester, MN, USA
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28
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Brinjikji W, Duffy S, Burrows A, Hacke W, Liebeskind D, Majoie CBLM, Dippel DWJ, Siddiqui AH, Khatri P, Baxter B, Nogeuira R, Gounis M, Jovin T, Kallmes DF. Correlation of imaging and histopathology of thrombi in acute ischemic stroke with etiology and outcome: a systematic review. J Neurointerv Surg 2017; 9:529-534. [PMID: 27166383 PMCID: PMC6697418 DOI: 10.1136/neurintsurg-2016-012391] [Citation(s) in RCA: 200] [Impact Index Per Article: 28.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2016] [Revised: 04/15/2016] [Accepted: 04/22/2016] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND PURPOSE Studying the imaging and histopathologic characteristics of thrombi in ischemic stroke could provide insights into stroke etiology and ideal treatment strategies. We conducted a systematic review of imaging and histologic characteristics of thrombi in acute ischemic stroke. MATERIALS AND METHODS We identified all studies published between January 2005 and December 2015 that reported findings related to histologic and/or imaging characteristics of thrombi in acute ischemic stroke secondary to large vessel occlusion. The five outcomes examined in this study were (1) association between histologic composition of thrombi and stroke etiology; (2) association between histologic composition of thrombi and angiographic outcomes; (3) association between thrombi imaging and histologic characteristics; (4) association between thrombi imaging characteristics and angiographic outcomes; and (5) association between imaging characteristics of thrombi and stroke etiology. A meta-analysis was performed using a random effects model. RESULTS There was no significant difference in the proportion of red blood cell (RBC)-rich thrombi between cardioembolic and large artery atherosclerosis etiologies (OR 1.62, 95% CI 0.1 to 28.0, p=0.63). Patients with a hyperdense artery sign had a higher odds of having RBC-rich thrombi than those without a hyperdense artery sign (OR 9.0, 95% CI 2.6 to 31.2, p<0.01). Patients with a good angiographic outcome had a mean thrombus Hounsfield unit (HU) of 55.1±3.1 compared with a mean HU of 48.4±1.9 for patients with a poor angiographic outcome (mean standard difference 6.5, 95% CI 2.7 to 10.2, p<0.001). There was no association between imaging characteristics and stroke etiology (OR 1.13, 95% CI 0.32 to 4.00, p=0.85). CONCLUSIONS The hyperdense artery sign is associated with RBC-rich thrombi and improved recanalization rates. However, there was no association between the histopathological characteristics of thrombi and stroke etiology and angiographic outcomes.
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Affiliation(s)
| | - Sharon Duffy
- Department of Engineering, Galway-Mayo Institute of Technology, Galway, Ireland
| | - Anthony Burrows
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Werner Hacke
- Department of Neurology, University of Heidelberg, Heidelberg, Germany
| | - David Liebeskind
- Department of Neurology, University of California, Los Angeles, California, USA
| | - Charles B L M Majoie
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Diederik W J Dippel
- Department of Radiology, Academic Medical Center, Amsterdam, The Netherlands
| | - Adnan H Siddiqui
- Department of Neurosurgery, University of Buffalo, Buffalo, New York, USA
| | - Pooja Khatri
- Department of Neurology, University of Cincinatti, Cincinatti, Ohio, USA
| | - Blaise Baxter
- Department of Radiology, University of Tennessee Medical Center, Chatanooga, Tennessee, USA
| | - Raul Nogeuira
- Department of Neurology, Emory University, Atlanta, Georgia, USA
| | - Matt Gounis
- Department of Radiology, New England Center for Stroke Research, University of Massachusetts, Worcester, Massachusetts, USA
| | - Tudor Jovin
- Department of Neurology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - David F Kallmes
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
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