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Monjazeb S, Chang HV, Lyden PD. Before, during, and after: An Argument for Safety and Improved Outcome of Thrombolysis in Acute Ischemic Stroke with Direct Oral Anticoagulant Treatment. Ann Neurol 2024; 96:871-886. [PMID: 39258443 PMCID: PMC11496014 DOI: 10.1002/ana.27058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 08/01/2024] [Accepted: 08/03/2024] [Indexed: 09/12/2024]
Abstract
Direct oral anticoagulants are the primary stroke prevention option in patients with atrial fibrillation. Anticoagulant use before stroke, however, might inhibit clinician comfort with thrombolysis if a stroke does occur. Resuming anticoagulants after ischemic stroke is also problematic for fear of hemorrhage. We describe extensive literature showing that thrombolysis is safe after stroke with direct anticoagulant use. Early reinstitution of direct anticoagulant treatment is associated with lower risk of embolic recurrence and lower hemorrhage risk. The use of direct anticoagulants before, during, and after thrombolysis appears to be safe and is likely to promote improved outcomes after ischemic stroke. ANN NEUROL 2024;96:871-886.
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Affiliation(s)
- Sanaz Monjazeb
- Department of Neurology, Zilkha Neurogenetic Institute of the Keck School of Medicine, 1501 San Pablo Ave, ZNI 245, Los Angeles, CA 90089
| | - Heather V. Chang
- Department of Physiology and Neuroscience, Zilkha Neurogenetic Institute of the Keck School of Medicine, 1501 San Pablo Ave, ZNI 245, Los Angeles, CA 90089
| | - Patrick D. Lyden
- Department of Neurology, Zilkha Neurogenetic Institute of the Keck School of Medicine, 1501 San Pablo Ave, ZNI 245, Los Angeles, CA 90089
- Department of Physiology and Neuroscience, Zilkha Neurogenetic Institute of the Keck School of Medicine, 1501 San Pablo Ave, ZNI 245, Los Angeles, CA 90089
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2
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Crispino P. Hemorrhagic Coagulation Disorders and Ischemic Stroke: How to Reconcile Both? Neurol Int 2023; 15:1443-1458. [PMID: 38132972 PMCID: PMC10745771 DOI: 10.3390/neurolint15040093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Revised: 11/22/2023] [Accepted: 11/28/2023] [Indexed: 12/23/2023] Open
Abstract
Coagulation and fibrinolytic system disorders are conditions in which the blood's ability to clot is impaired, resulting in an increased risk of thrombosis or bleeding. Although these disorders are the expression of two opposing tendencies, they can often be associated with or be a consequence of each other, contributing to making the prognosis of acute cerebrovascular events more difficult. It is important to recognize those conditions that are characterized by dual alterations in the coagulation and fibrinolytic systems to reduce the prognostic impact of clinical conditions with difficult treatment and often unfortunate outcomes. Management of these individuals can be challenging, as clinicians must balance the need to prevent bleeding episodes with the potential risk of clot formation. Treatment decisions should be made on an individual basis, considering the specific bleeding disorder, its severity, and the patient's general medical condition. This review aims to deal with all those forms in which coagulation and fibrinolysis represent two sides of the same media in the correct management of patients with acute neurological syndrome. Precision medicine, personalized treatment, advanced anticoagulant strategies, and innovations in bleeding control represent future directions in the management of these complex pathologies in which stroke can be the evolution of two different acute events or be the first manifestation of an occult or unknown underlying pathology.
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Affiliation(s)
- Pietro Crispino
- Medicine Unit, Santa Maria Goretti Hospital, Via Scaravelli Snc, 04100 Latina, Italy
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Iancu A, Buleu F, Chita DS, Tutelca A, Tudor R, Brad S. Early Hemorrhagic Transformation after Reperfusion Therapy in Patients with Acute Ischemic Stroke: Analysis of Risk Factors and Predictors. Brain Sci 2023; 13:brainsci13050840. [PMID: 37239312 DOI: 10.3390/brainsci13050840] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/10/2023] [Accepted: 05/18/2023] [Indexed: 05/28/2023] Open
Abstract
Background: The standard reperfusion therapy for acute ischemic stroke (AIS) is considered to be thrombolysis, but its application is limited by the high risk of hemorrhagic transformation (HT). This study aimed to analyze risk factors and predictors of early HT after reperfusion therapy (intravenous thrombolysis or mechanical thrombectomy). Material and methods: Patients with acute ischemic stroke who developed HT in the first 24 h after receiving rtPA thrombolysis or performing mechanical thrombectomy were retrospectively reviewed. They were divided into two groups, respectively, the early-HT group and the without-early-HT group based on cranial computed tomography performed at 24 h, regardless of the type of hemorrhagic transformation. Results: A total of 211 consecutive patients were enrolled in this study. Among these patients, 20.37% (n = 43; age: median 70.00 years; 51.2% males) had early HT. Multivariate analysis of independent risk factors associated with early HT found that male gender increased the risk by 2.7-fold, the presence of baseline high blood pressure by 2.4-fold, and high glycemic values by 1.2-fold. Higher values of NIHSS at 24 h increased the risk of hemorrhagic transformation by 1.18-fold, while higher values of ASPECTS at 24 h decreased the risk of hemorrhagic transformation by 0.6-fold. Conclusions: In our study, male gender, baseline high blood pressure, and high glycemic values, along with higher values of NIHSS were associated with the increased risk of early HT. Furthermore, the identification of early-HT predictors is critical in patients with AIS for the clinical outcome after reperfusion therapy. Predictive models to be used in the future to select more careful patients with a low risk of early HT need to be developed in order to minimize the impact of HT associated with reperfusion techniques.
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Affiliation(s)
- Aida Iancu
- Department of Radiology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square No. 2, 300041 Timisoara, Romania
- County Emergency Clinical Hospital "Pius Brinzeu", 300732 Timisoara, Romania
| | - Florina Buleu
- County Emergency Clinical Hospital "Pius Brinzeu", 300732 Timisoara, Romania
- Department of Cardiology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square No. 2, 300041 Timisoara, Romania
| | - Dana Simona Chita
- Department of Neurology, Faculty of General Medicine, "Vasile Goldis" Western University of Arad, 310025 Arad, Romania
| | - Adrian Tutelca
- Department of Radiology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square No. 2, 300041 Timisoara, Romania
- County Emergency Clinical Hospital "Pius Brinzeu", 300732 Timisoara, Romania
| | - Raluca Tudor
- County Emergency Clinical Hospital "Pius Brinzeu", 300732 Timisoara, Romania
- Department of Neurology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square No. 2, 300041 Timisoara, Romania
| | - Silviu Brad
- Department of Radiology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square No. 2, 300041 Timisoara, Romania
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Elsaid N, Bigliardi G, Dell'Acqua ML, Vandelli L, Ciolli L, Picchetto L, Borzì G, Ricceri R, Pentore R, Vallone S, Meletti S, Saied A. Proposal of multimodal computed tomography-based scoring system in prediction of hemorrhagic transformation in acute ischemic stroke. Acta Neurol Belg 2023:10.1007/s13760-023-02239-5. [PMID: 37029844 DOI: 10.1007/s13760-023-02239-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 03/10/2023] [Indexed: 04/09/2023]
Abstract
INTRODUCTION The routinely used computed tomography (CT)-based workup in the setting of acute ischemic stroke (AIS) includes non-contrast brain CT, CT angiography (CTA), and CT perfusion. Several CT, CTA, CTP-based radiological biomarkers of hemorrhagic transformation (HT) were reported. AIM OF THE STUDY To assess the predictive value of the combined multimodal CT parameters for HT after AIS and proposal of predictive scoring scale. METHODS The source images of the NCCT, CTA and CTP of 282 AIS patients involving the anterior circulation (HT = 91, non-HT = 191) were retrospectively reviewed and the following biomarkers were recorded and analyzed: Early subtle ischemic signs, hyperdense middle cerebral artery sign (HMCAS) and Alberta Stroke Program Early CT Score (ASPECTS) < 7 in NCCT, large-vessel occlusion (LVO), clot burden score (CBS) < 6, large-vessel occlusion, poor collateral score (CS) and Tmax > 6 s ≥ 56.5 ml. A scoring system to predict HT based on these biomarkers was developed. Each biomarker counts for a single point with the total score ranging from 0 to 7. RESULTS All the aforementioned multimodal CT biomarkers and the selected cut offs were significantly associated with higher HT risk. The calculated scores were statistically significant different between the HT and the non-HT groups with AUC 0.761 (95% CI 0.703-0.819, P < 0.0000001). Rates of HT were approximately five times higher in patients with score ≥ 3. CONCLUSION Multimodal CT-based scoring system may provide highly reliable predictive model of hemorrhagic transformation in acute ischemic stroke.
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Affiliation(s)
- Nada Elsaid
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy.
- Department of Neurology, Faculty of Medicine, Mansoura University, Mansoura, Egypt.
| | - Guido Bigliardi
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Maria Luisa Dell'Acqua
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Laura Vandelli
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Ludovico Ciolli
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Livio Picchetto
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Giuseppe Borzì
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Riccardo Ricceri
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Roberta Pentore
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Stefano Vallone
- Neuroradiology, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Stefano Meletti
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
| | - Ahmed Saied
- Stroke Unit-Neurology Clinic, Department of Neuroscience, Ospedale Civile di Baggiovara, AOU di Modena, Modena, Italy
- Department of Neurology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
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Wu K, Roa JA, Nouri M, Lee J, Mocco J, Fifi J, Singh IP. Procedural and Clinical Outcome Analysis of Monoplane versus Biplane Angiography Suites in Stroke Thrombectomies. World Neurosurg 2023; 170:e695-e699. [PMID: 36436774 DOI: 10.1016/j.wneu.2022.11.088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 11/20/2022] [Accepted: 11/21/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND Thrombectomy is now the standard of care in the treatment of acute ischemic stroke caused by emergent large vessel occlusion. Therefore thrombectomy services have expanded from Comprehensive Stroke Centers to Thrombectomy-Capable Stroke Centers. Stroke interventions at these sites are performed in both biplane and monoplane angiography suites. It has been hypothesized that differences in these systems may affect time to successful reperfusion, with a potentially significant effect on neurologic outcomes. With an increase in TSCs, this study aims to evaluate the safety and efficacy of monoplane thrombectomy versus biplane thrombectomy. METHODS Patients who presented with isolated proximal middle cerebral artery M1 occlusions and underwent endovascular thrombectomy from March 2015 to August 2018 at 5 different centers within a single health system were included. Thrombectomy was performed by the same group of experienced neurointerventionalists. The primary endpoint was functional outcome as measured by the modified Rankin scale at 90 days. Secondary endpoints included recanalization grade as measured by the Thrombolysis in Cerebral Infarction score, time to final reperfusion, and incidence of hemorrhagic conversion. RESULTS A total of 197 patients were included in this study. Of them, 80.7% underwent thrombectomy on biplane systems. Time to final reperfusion was 10.2 minutes longer in the monoplane group but was not statistically significant (P = 0.252). There was no significant difference in the rates of favorable reperfusion (P = 0.755), hemorrhagic conversion (P = 0.580), or functional outcome at 90 days (favorable modified Rankin Scale 0-2, P = 0.210; favorable modified Rankin Scale 0-3, P = 0.697). CONCLUSION Despite perceived advantages of biplane systems in reducing procedural time, our study demonstrates no significant differences between systems. These data support the safety and efficacy of performing thrombectomy on monoplane systems and may also carry implications for reducing patient transfer times and potentially increasing thrombectomy access to areas of the world where biplane suites may not be available. The next step would be a prospective randomized trial comparing both systems in different settings.
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Affiliation(s)
- Katty Wu
- SUNY Downstate College of Medicine, New York, New York, USA
| | - Jorge A Roa
- Department of Neurosurgery, MedStar Franklin Square Medical Center, Georgetown University School of Medicine, Baltimore, Maryland, USA
| | - Mohsen Nouri
- Jamaica Hospital Medical Center, Stone Lion Neuro Clinic, Queens, New York, USA
| | - Joyce Lee
- University of California Los Angeles David Geffen School of Medicine, Los Angeles, California, USA
| | - J Mocco
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Johanna Fifi
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - I Paul Singh
- Department of Neurosurgery and Neurology, Georgetown University Medical Center, Washington, D.C., USA.
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Sun J, Lam C, Christie L, Blair C, Li X, Werdiger F, Yang Q, Bivard A, Lin L, Parsons M. Risk factors of hemorrhagic transformation in acute ischaemic stroke: A systematic review and meta-analysis. Front Neurol 2023; 14:1079205. [PMID: 36891475 PMCID: PMC9986457 DOI: 10.3389/fneur.2023.1079205] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 01/31/2023] [Indexed: 02/22/2023] Open
Abstract
Background Hemorrhagic transformation (HT) following reperfusion therapies for acute ischaemic stroke often predicts a poor prognosis. This systematic review and meta-analysis aims to identify risk factors for HT, and how these vary with hyperacute treatment [intravenous thrombolysis (IVT) and endovascular thrombectomy (EVT)]. Methods Electronic databases PubMed and EMBASE were used to search relevant studies. Pooled odds ratio (OR) with 95% confidence interval (CI) were estimated. Results A total of 120 studies were included. Atrial fibrillation and NIHSS score were common predictors for any intracerebral hemorrhage (ICH) after reperfusion therapies (both IVT and EVT), while a hyperdense artery sign (OR = 2.605, 95% CI 1.212-5.599, I 2 = 0.0%) and number of thrombectomy passes (OR = 1.151, 95% CI 1.041-1.272, I 2 = 54.3%) were predictors of any ICH after IVT and EVT, respectively. Common predictors for symptomatic ICH (sICH) after reperfusion therapies were age and serum glucose level. Atrial fibrillation (OR = 3.867, 95% CI 1.970-7.591, I 2 = 29.1%), NIHSS score (OR = 1.082, 95% CI 1.060-1.105, I 2 = 54.5%) and onset-to-treatment time (OR = 1.003, 95% CI 1.001-1.005, I 2 = 0.0%) were predictors of sICH after IVT. Alberta Stroke Program Early CT score (ASPECTS) (OR = 0.686, 95% CI 0.565-0.833, I 2 =77.6%) and number of thrombectomy passes (OR = 1.374, 95% CI 1.012-1.866, I 2 = 86.4%) were predictors of sICH after EVT. Conclusion Several predictors of ICH were identified, which varied by treatment type. Studies based on larger and multi-center data sets should be prioritized to confirm the results. Systematic review registration https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=268927, identifier: CRD42021268927.
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Affiliation(s)
- Jiacheng Sun
- Sydney Brain Centre, The Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.,South Western Sydney Clinical School, University of New South Wales, Sydney, NSW, Australia
| | - Christina Lam
- Melbourne Brain Centre at Royal Melbourne Hospital, Melbourne, VIC, Australia.,Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | - Lauren Christie
- Sydney Brain Centre, The Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.,Allied Health Research Unit, St Vincent's Health Network Sydney, Sydney, NSW, Australia.,Faculty of Health Sciences, Australian Catholic University, North Sydney, NSW, Australia
| | - Christopher Blair
- Sydney Brain Centre, The Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.,South Western Sydney Clinical School, University of New South Wales, Sydney, NSW, Australia.,Department of Neurology and Neurophysiology, Liverpool Hospital, Sydney, NSW, Australia
| | - Xingjuan Li
- Queensland Department of Agriculture and Fisheries, Brisbane, QLD, Australia
| | - Freda Werdiger
- Melbourne Brain Centre at Royal Melbourne Hospital, Melbourne, VIC, Australia.,Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | - Qing Yang
- Apollo Medical Imaging Technology Pty Ltd., Melbourne, VIC, Australia
| | - Andrew Bivard
- Melbourne Brain Centre at Royal Melbourne Hospital, Melbourne, VIC, Australia.,Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | - Longting Lin
- Sydney Brain Centre, The Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.,South Western Sydney Clinical School, University of New South Wales, Sydney, NSW, Australia
| | - Mark Parsons
- Sydney Brain Centre, The Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.,South Western Sydney Clinical School, University of New South Wales, Sydney, NSW, Australia.,Department of Neurology and Neurophysiology, Liverpool Hospital, Sydney, NSW, Australia
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Elsaid AF, Fahmi RM, Shehta N, Ramadan BM. Machine learning approach for hemorrhagic transformation prediction: Capturing predictors' interaction. Front Neurol 2022; 13:951401. [PMID: 36504664 PMCID: PMC9731336 DOI: 10.3389/fneur.2022.951401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 10/28/2022] [Indexed: 11/25/2022] Open
Abstract
Background and purpose Patients with ischemic stroke frequently develop hemorrhagic transformation (HT), which could potentially worsen the prognosis. The objectives of the current study were to determine the incidence and predictors of HT, to evaluate predictor interaction, and to identify the optimal predicting models. Methods A prospective study included 360 patients with ischemic stroke, of whom 354 successfully continued the study. Patients were subjected to thorough general and neurological examination and T2 diffusion-weighted MRI, at admission and 1 week later to determine the incidence of HT. HT predictors were selected by a filter-based minimum redundancy maximum relevance (mRMR) algorithm independent of model performance. Several machine learning algorithms including multivariable logistic regression classifier (LRC), support vector classifier (SVC), random forest classifier (RFC), gradient boosting classifier (GBC), and multilayer perceptron classifier (MLPC) were optimized for HT prediction in a randomly selected half of the sample (training set) and tested in the other half of the sample (testing set). The model predictive performance was evaluated using receiver operator characteristic (ROC) and visualized by observing case distribution relative to the models' predicted three-dimensional (3D) hypothesis spaces within the testing dataset true feature space. The interaction between predictors was investigated using generalized additive modeling (GAM). Results The incidence of HT in patients with ischemic stroke was 19.8%. Infarction size, cerebral microbleeds (CMB), and the National Institute of Health stroke scale (NIHSS) were identified as the best HT predictors. RFC (AUC: 0.91, 95% CI: 0.85-0.95) and GBC (AUC: 0.91, 95% CI: 0.86-0.95) demonstrated significantly superior performance compared to LRC (AUC: 0.85, 95% CI: 0.79-0.91) and MLPC (AUC: 0.85, 95% CI: 0.78-0.92). SVC (AUC: 0.90, 95% CI: 0.85-0.94) outperformed LRC and MLPC but did not reach statistical significance. LRC and MLPC did not show significant differences. The best models' 3D hypothesis spaces demonstrated non-linear decision boundaries suggesting an interaction between predictor variables. GAM analysis demonstrated a linear and non-linear significant interaction between NIHSS and CMB and between NIHSS and infarction size, respectively. Conclusion Cerebral microbleeds, NIHSS, and infarction size were identified as HT predictors. The best predicting models were RFC and GBC capable of capturing nonlinear interaction between predictors. Predictor interaction suggests a dynamic, rather than, fixed cutoff risk value for any of these predictors.
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Affiliation(s)
- Ahmed F. Elsaid
- Department of Public Health and Community Medicine, Zagazig University, Zagazig, Egypt,*Correspondence: Ahmed F. Elsaid ;
| | - Rasha M. Fahmi
- Neurology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
| | - Nahed Shehta
- Neurology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
| | - Bothina M. Ramadan
- Neurology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
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Han S, Huang R, Yao F, Lu Z, Zhu J, Wang H, Li Y. Pre-treatment spectral CT combined with CT perfusion can predict hemorrhagic transformation after thrombolysis in patients with acute ischemic stroke. Eur J Radiol 2022; 156:110543. [PMID: 36179464 DOI: 10.1016/j.ejrad.2022.110543] [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: 06/28/2022] [Revised: 08/18/2022] [Accepted: 09/19/2022] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To investigate the value of pre-treatment spectral CT angiography (CTA) in predicting hemorrhagic transformation (HT) after intravenous thrombolysis (IVT) treatment in acute ischemic stroke (AIS) patients. MATERIALS AND METHODS AIS patients who underwent IVT with recombinant tissue plasminogen activator and pre-treatment head and neck spectral CTA and head CT perfusion (CTP) from January 2018 to June 2020 were reviewed retrospectively. Finally, 20 patients were included in the HT group and 22 age-matched patients were included in the non-HT group. Spectral and CTP parameters of the region of interest on pre-treatment CTA axial raw images and CTP images, including the infarct core (IC) and ischemic penumbral (IP) regions, were recorded. The differences in clinical variables, CTP, collateral scores and spectral parameters between the two groups were analyzed. Three multivariate logistic regression models were then developed, where model 1 included clinical and spectral parameters, model 2 included clinical and CTP parameters and a combined model included clinical, CTP, and spectral parameters. Receiver operating characteristic analysis was used to evaluate the performance of the multivariate model. RESULTS Patients with HT had higher Safe Implementation of Treatments in Stroke (SITS) score (p = 0.023), the volume of perfusion lesions (p = 0.005), the volume of IP (p = 0.003), the mean transit time (MIT) in the IC area (p = 0.012), as well as the TTP in IP area (p = 0.015) compared with patients without HT. The HT group showed significantly lower CBF in the IC area (p = 0.019), iodine concentration (p = 0.017) and the effective atomic number (p = 0.024) in the IP area than non-HT group. And the slope of the spectral curve of the HT group in the IP region was larger than that of the non-HT group (p = 0.023). Gender, age, SITS score, the volume of entire perfusion lesion, CBF and MIT in the IC area, TTP in the IP area, as well as iodine concentration in the IP area were included in the final multivariate model for predicting HT. And CBF in the IC area (OR = 0.779, 95 % CI:0.609-0.996, p = 0.046) as well as the iodine concentration of IP area (OR = 0.343, 95 % CI: 0.131-0.901, p = 0.030) were proved to be independent predictors for HT. The combined model including clinical, spectral, and CTP parameters, showed improved accuracy compared to the other two models, while the Delong test did not suggest a statistically significant difference (both p values > 0.05). CONCLUSIONS The iodine concentration of IP area derived from pre-treatment spectral CTA was an independent predictor of HT after IVT treatment for AIS patients. Moreover, multivariate models combined with clinical, spectral, and CTP parameters may be able to predict HT.
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Affiliation(s)
- Shuting Han
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China
| | - Renjun Huang
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China
| | - Feirong Yao
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China
| | - Ziwei Lu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China
| | - Jingfen Zhu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China
| | - Hui Wang
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China.
| | - Yonggang Li
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China; Institute of Medical Imaging, Soochow University, Suzhou City, Jiangsu Province 215000, PR China; National Clinical Research Center for Hematologic Diseases, the First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province 215000, PR China.
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Chen S, Sun Y, Li F, Zhang X, Hu X, Zhao X, Li Y, Li H, Zhang J, Liu W, Zheng GQ, Jin X. Modulation of α7nAchR by Melatonin Alleviates Ischemia and Reperfusion-Compromised Integrity of Blood-Brain Barrier Through Inhibiting HMGB1-Mediated Microglia Activation and CRTC1-Mediated Neuronal Loss. Cell Mol Neurobiol 2022; 42:2407-2422. [PMID: 34196879 DOI: 10.1007/s10571-021-01122-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Accepted: 06/22/2021] [Indexed: 10/21/2022]
Abstract
The only food and drug administration (FDA)-approved drug currently available for the treatment of acute ischemic stroke is tissue plasminogen activator (tPA), yet the therapeutic benefits of this drug are partially outweighed by the increased risk of hemorrhagic transformation (HT). Analysis of the NIH trial has shown that cigarette smoking protected tPA-treated patients from HT; however, the underlying mechanism is not clear. Nicotinic acetylcholine receptors (nAChR) has shown anti-inflammatory effect and modulation nAChR could be a strategy to reduce ischemia/reperfusion-induced blood-brain barrier (BBB) damage. Since melatonin could regulate the expression of α7nAchR and melatonin's neuroprotective effect against ischemic injury is mediated via α7nAChR modulation, here, we aim to test the hypothesis that melatonin reduces ischemia and reperfusion (I/R)-induced BBB damage through modulation of α7nACh receptor (α7nAChR). Mice were subjected to 1.5 h ischemia and 24 h reperfusion and at the onset of reperfusion, mice received intraperitoneal administration (i.p.) of either drug or saline. Mice were randomly assigned into five groups: Saline; α7nAChR agonist PNU282987; Melatonin; Melatonin+Methyllycaconitine (MLA, α7nAChR antagonist), and MLA group. BBB permeability was assessed by detecting the extravasation of Evan's blue and IgG. Our results showed that I/R significantly increased BBB permeability accompanied by occludin degradation, microglia activation, and high mobility group box 1 (HMGB1) release from the neuron. In addition, I/R significantly induced neuronal loss accompanied by the decrease of CREB-regulated transcriptional coactivator 1 (CRTC1) and p-CREB expression. Melatonin treatment significantly inhibited the above changes through modulating α7nAChR. Taken together, these results demonstrate that melatonin provides a protective effect on ischemia/reperfusion-induced BBB damage, at least in part, depending on the modulation of α7nAChR.
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Affiliation(s)
- Shuang Chen
- Department of Neurology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Yanyun Sun
- Institute of Neuroscience, The Second Affiliated Hospital of Soochow University, Suzhou, 215004, China
| | - Fei Li
- Hubei Key Laboratory of Wudang Local Chinese Medicine Research, School of Pharmaceutical Sciences, Hubei University of Medicine, Shiyan, 442000, China
| | - Xinyu Zhang
- Institute of Neuroscience, The Second Affiliated Hospital of Soochow University, Suzhou, 215004, China
| | - Xiaoyan Hu
- Department of Anatomy, Histology and Embrology, School of Basic Medical Sciences, Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, 100069, China
| | - Xiaoyun Zhao
- Department of Anatomy, Histology and Embrology, School of Basic Medical Sciences, Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, 100069, China
| | - Yixuan Li
- Department of Anatomy, Histology and Embrology, School of Basic Medical Sciences, Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, 100069, China
| | - Hui Li
- Department of Anatomy, Histology and Embrology, School of Basic Medical Sciences, Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, 100069, China
| | - Jianliang Zhang
- Department of Neurobiology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100054, China
| | - Wenlan Liu
- The Central Laboratory, Shenzhen Second People's Hospital, Shenzhen University 1st Affiliated Hospital, Shenzhen University School of Medicine, Shenzhen, 518035, China
| | - Guo-Qing Zheng
- Department of Neurology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325000, China.
| | - Xinchun Jin
- Institute of Neuroscience, The Second Affiliated Hospital of Soochow University, Suzhou, 215004, China.
- Department of Anatomy, Histology and Embrology, School of Basic Medical Sciences, Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, 100069, China.
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10
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Qiu H, Shen R, Chen L, Pandey S, Sun J, Deng H. Low Serum Magnesium Levels Are Associated With Hemorrhagic Transformation After Mechanical Thrombectomy in Patients With Acute Ischemic Stroke. Front Neurol 2022; 13:831232. [PMID: 35401415 PMCID: PMC8984269 DOI: 10.3389/fneur.2022.831232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 01/31/2022] [Indexed: 11/13/2022] Open
Abstract
Objective In patients with acute ischemic stroke (AIS), hemorrhagic transformation (HT) is a major complication after mechanical thrombectomy (MT). This study aimed to investigate the relationship between serum magnesium levels and HT after MT. Methods We collected 199 cases of consecutive AIS that received MT due to acute anterior circulation occlusions in our institution between January 2017 and January 2020. Baseline serum magnesium was obtained from all patients on admission before MT. The patients were divided into two groups based on the occurrence of HT. Univariate and multivariate analyses were performed to investigate whether magnesium was an independent predictor of HT. The receiver operating characteristic (ROC) curve and area under the curve (AUC) were determined. Results Of the 199 enrolled patients, 40 (20.1%) presented with HT, and 12 (6%) developed symptomatic intracranial hemorrhage (sICH). Patients with HT had lower serum magnesium levels compared to those without HT (0.76 [0.69–0.80] vs. 0.84 [0.80–0.90], p < 0.001). The multivariate logistic analysis showed that the serum magnesium level (odds ratio, [OR]: 0.000, 95% confidence interval [CI]: 0.000–0.001, p < 0.001) was significantly associated with the occurrence of HT. The ROC curve analysis revealed that the serum magnesium level could predict HT with an AUC of.820 (95% CI: 0.750–0.891 p < 0.001). Serum magnesium ≤ 0.80 mmol/L could predict HT with a sensitivity of 79.2% and a specificity of 70.0%. Of interest, the serum magnesium level was not associated with HT when the baseline of serum magnesium was higher than the cut-off value (0.80 mmol/L) in the subgroup analysis. Conclusions Lower baseline serum magnesium levels (<0.80 mmol/L) on admission are associated with increased risk of HT in AIS patients receiving MT.
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Affiliation(s)
- Huijia Qiu
- Department of Neurosurgery, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China
| | - Rui Shen
- Department of Neurosurgery, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China
| | - Liuwei Chen
- Department of Neurosurgery, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China
| | - Sajan Pandey
- Department of Neurosurgery, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China
| | - Jiping Sun
- Department of Neurosurgery, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China
| | - Haoyu Deng
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
- Centre for Heart and Lung Innovation, St.Paul's Hospital, University of British Columbia, Vancouver, BC, Canada
- Department of Vascular Surgery, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
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11
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Hudák L, Nagy AC, Molnár S, Méhes G, Nagy KE, Oláh L, Csiba L. Discrepancies between clinical and autopsy findings in patients who had an acute stroke. Stroke Vasc Neurol 2022; 7:215-221. [PMID: 35101949 PMCID: PMC9240455 DOI: 10.1136/svn-2021-001030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 12/22/2021] [Indexed: 12/02/2022] Open
Abstract
Objectives According to international observations, the incidence of clinical autopsies is declining worldwide, plummeting below 5% in the USA and many European countries. It is an unfavourable trend as, in 7%–12% of cases, recent clinicopathological studies found discrepancies that might have changed the therapy or the outcome if known premortem. As previous large-scale observations have examined varied patient populations, we aimed to focus on the differences between the clinical and pathological diagnostic findings in only patients who had a stroke. Material and methods We assessed the postmortem non-neuropathological and neuropathological findings of 534 consecutive patients who had a stroke who passed away. Systemic neoplasms, pneumonias, thromboembolisms and haemorrhagic transformations revealed only by autopsy were considered severe abnormalities; in addition, benign abnormalities important from an educational or scientific point of view were also recorded. Results In 26 of the 534 cases (4.9%), the presence of systemic neoplasms had already been confirmed in the clinical stage; however, 8 (1.5%) malignant tumours were only detected during autopsy. Also, 80 (15%) thromboembolic events, 73 (13.6%) pneumonias and 66 (18%) haemorrhagic transformations were only diagnosed at autopsy. Longer hospital stay (from admission to death) resulted in fewer discrepancies between clinical and autopsy diagnosis of thromboembolic events and pneumonias (p<0.01). In 169 cases, benign findings were detected. Conclusions While the type of acute stroke is reliably diagnosed with imaging techniques, postmortem autopsies are also important in patients who had a stroke as autopsies may reveal clinically silent diseases (eg, tumour), and contribute to knowing the actual incidence of stroke-related thromboembolic and pneumonia complications.
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Affiliation(s)
- Lilla Hudák
- Department of Neurology, University of Debrecen Faculty of Medicine, Debrecen, Hungary
| | - Attila Csaba Nagy
- Department of Preventive Medicine, University of Debrecen Faculty of Public Health, Debrecen, Hungary
| | - Sarolta Molnár
- Department of Pathology, University of Debrecen Clinical Center, Debrecen, Hungary
| | - Gábor Méhes
- Department of Pathology, University of Debrecen Clinical Center, Debrecen, Hungary
| | - Katalin Erzsébet Nagy
- Department of Neurology, University of Debrecen Faculty of Medicine, Debrecen, Hungary
| | - László Oláh
- Department of Neurology, University of Debrecen Faculty of Medicine, Debrecen, Hungary
- Doctoral School of Neuroscience, University of Debrecen Faculty of Medicine, Debrecen, Hungary
| | - László Csiba
- Department of Neurology, University of Debrecen Faculty of Medicine, Debrecen, Hungary
- Doctoral School of Neuroscience, University of Debrecen Faculty of Medicine, Debrecen, Hungary
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12
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Bahadir E, Sorgun M, Isikay C. The Relationship Between Intracranial Hemorrhage After Intravenous Thrombolytic Therapy and the Need for Antihypertensive Treatment During and After Infusion in Acute Ischemic Stroke. NEUROL SCI NEUROPHYS 2022. [DOI: 10.4103/nsn.nsn_30_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
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13
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A Review of Risk Factors and Predictors for Hemorrhagic Transformation in Patients with Acute Ischemic Stroke. Int J Vasc Med 2021; 2021:4244267. [PMID: 34912581 PMCID: PMC8668348 DOI: 10.1155/2021/4244267] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 11/15/2021] [Accepted: 11/17/2021] [Indexed: 12/26/2022] Open
Abstract
Acute ischemic strokes (AIS) and hemorrhagic strokes lead to disabling neuropsychiatric and cognitive deficits. A serious and fatal complication of AIS is the occurrence of hemorrhagic transformation (HT). HT is cerebral bleeding that occurs after an ischemic event in the infarcted areas. This review summarises how specific risk factors such as demographic factors like age, gender, and race/ethnicity, comorbidities including essential hypertension, atrial fibrillation, diabetes mellitus, congestive heart failure, and ischemic heart disease along with predictors like higher NIHSS score, larger infarction size, cardioembolic strokes, systolic blood pressure/pulse pressure variability, higher plasma glucose levels, and higher body temperature during ischemic event, lower low-density lipoprotein and total cholesterol, early ischemic changes on imaging modalities, and some rare causes make an individual more susceptible to developing HT. We also discuss few other risk factors such as the role of blood-brain barrier, increased arterial stiffness, and globulin levels in patients postreperfusion using thrombolysis and mechanical thrombectomy. In addition, we discuss the implications of dual antiplatelet therapy and the length of treatment in reference to the incidence of developing HT. Current research into inflammatory mediators and biomarkers such as Cyclooxygenase-2, matrix metalloproteinases, and soluble ST2 and their potential role as treatment options for HT is also briefly discussed. Finally, this review calls for more research into use of dual antiplatelet and the timing of antiplatelet and anticoagulant use in reference to hemorrhagic transformation.
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14
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Kulesh AA. Difficult issues in the management of patients with atrial fibrillation: a neurologist's point of view. NEUROLOGY, NEUROPSYCHIATRY, PSYCHOSOMATICS 2021. [DOI: 10.14412/2074-2711-2021-5-4-13] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
The article evaluates recent perspectives about the role of oral anticoagulants in the secondary prevention of cardioembolic stroke. The timing of prescribing drugs for ischemic stroke and transient ischemic attack is discussed in accordance with current clinical guidelines and the results of clinical trials. The issues of prescribing oral anticoagulants in some problematic situations, such as the elderly and senile age, reperfusion therapy, presence of hemorrhagic transformation, combined atherosclerosis of major head and neck arteries, cerebral microangiopathy, history of intracerebral hemorrhage, cryptogenic stroke, and low patient compliance are considered. Finally, an anticoagulant therapy algorithm in the acute period of cardioembolic stroke is presented.
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Affiliation(s)
- A. A. Kulesh
- Acad. E.A. Vagner Perm State Medical University, Ministry of Health of Russia
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15
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Ryu WS, Schellingerhout D, Hong KS, Jeong SW, Kim BJ, Kim JT, Lee KB, Park TH, Park SS, Park JM, Kang K, Cho YJ, Park HK, Lee BC, Yu KH, Oh MS, Lee SJ, Kim JG, Cha JK, Kim DH, Lee J, Han MK, Park MS, Choi KH, Nahrendorf M, Lee J, Bae HJ, Kim DE. Relation of Pre-Stroke Aspirin Use With Cerebral Infarct Volume and Functional Outcomes. Ann Neurol 2021; 90:763-776. [PMID: 34536234 PMCID: PMC9292882 DOI: 10.1002/ana.26219] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 09/13/2021] [Accepted: 09/14/2021] [Indexed: 01/13/2023]
Abstract
Objective We investigated (1) the associations of pre‐stroke aspirin use with thrombus burden, infarct volume, hemorrhagic transformation, early neurological deterioration (END), and functional outcome, and (2) whether stroke subtypes modify these associations in first‐ever ischemic stroke. Methods This multicenter magnetic resonance imaging (MRI)‐based study included 5,700 consecutive patients with acute first‐ever ischemic stroke, who did not undergo intravenous thrombolysis or endovascular thrombectomy, from May 2011 through February 2014. Propensity score‐based augmented inverse probability weighting was performed to estimate adjusted effects of pre‐stroke aspirin use. Results The mean age was 67 years (41% women), and 15.9% (n = 907) were taking aspirin before stroke. Pre‐stroke aspirin use (vs nonuse) was significantly related to a reduced infarct volume (by 30%), particularly in large artery atherosclerosis stroke (by 45%). In cardioembolic stroke, pre‐stroke aspirin use was associated with a ~50% lower incidence of END (adjusted difference = −5.4%, 95% confidence interval [CI] = −8.9 to −1.9). Thus, pre‐stroke aspirin use was associated with ~30% higher likelihood of favorable outcome (3‐month modified Rankin Scale score < 3), particularly in large artery atherosclerosis stroke and cardioembolic stroke (adjusted difference = 7.2%, 95% CI = 1.8 to 12.5 and adjusted difference = 6.4%, 95% CI = 1.7 to 11.1, respectively). Pre‐stroke aspirin use (vs nonuse) was associated with 85% less frequent cerebral thrombus‐related susceptibility vessel sign (SVS) in large artery atherosclerosis stroke (adjusted difference = −1.4%, 95% CI = −2.1 to −0.8, p < 0.001) and was associated with ~40% lower SVS volumes, particularly in cardioembolic stroke (adjusted difference = −0.16 cm3, 95% CI = −0.29 to −0.02, p = 0.03). Moreover, pre‐stroke aspirin use was not significantly associated with hemorrhagic transformation (adjusted difference = −1.1%, p = 0.09). Interpretation Pre‐stroke aspirin use associates with improved functional independence in patients with first‐ever ischemic large arterial stroke by reducing infarct volume and/or END, likely by decreasing thrombus burden, without increased risk of hemorrhagic transformation. ANN NEUROL 2021;90:763–776
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Affiliation(s)
- Wi-Sun Ryu
- Department of Neurology, Dongguk University Ilsan Hospital, Goyang, South Korea.,National Priority Research Center for Stroke, Goyang, South Korea
| | - Dawid Schellingerhout
- Departments of Radiology and Cancer Systems Imaging, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Keun-Sik Hong
- Department of Neurology, Inje University Ilsan Paik Hospital, Goyang
| | - Sang-Wuk Jeong
- Department of Neurology, Dongguk University Ilsan Hospital, Goyang, South Korea
| | - Beom Joon Kim
- Department of Neurology, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Joon-Tae Kim
- Department of Neurology, Chonnam National University Hospital, Gwangju, South Korea
| | - Kyung Bok Lee
- Department of Neurology, Soonchunhyang University Hospital, Seoul, South Korea
| | - Tai Hwan Park
- Department of Neurology, Seoul Medical Center, Seoul, South Korea
| | - Sang-Soon Park
- Department of Neurology, Seoul Medical Center, Seoul, South Korea
| | - Jong-Moo Park
- Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu, South Korea
| | - Kyusik Kang
- Department of Neurology, Nowon Eulji Medical Center, Eulji University School of Medicine, Daejeon, South Korea
| | - Yong-Jin Cho
- Department of Neurology, Inje University Ilsan Paik Hospital, Goyang
| | - Hong-Kyun Park
- Department of Neurology, Inje University Ilsan Paik Hospital, Goyang
| | - Byung-Chul Lee
- Department of Neurology, Hallym University Sacred Heart Hospital, Anyang, South Korea
| | - Kyung-Ho Yu
- Department of Neurology, Hallym University Sacred Heart Hospital, Anyang, South Korea
| | - Mi Sun Oh
- Department of Neurology, Hallym University Sacred Heart Hospital, Anyang, South Korea
| | - Soo Joo Lee
- Department of Neurology, Daejeon Eulji Medical Center, Eulji University School of Medicine, Daejeon, South Korea
| | - Jae Guk Kim
- Department of Neurology, Daejeon Eulji Medical Center, Eulji University School of Medicine, Daejeon, South Korea
| | - Jae-Kwan Cha
- Department of Neurology, Dong-A University Hospital, Busan, South Korea
| | - Dae-Hyun Kim
- Department of Neurology, Dong-A University Hospital, Busan, South Korea
| | - Jun Lee
- Department of Neurology, Yeungnam University Hospital, Daegu, South Korea
| | - Moon-Ku Han
- Department of Neurology, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Man Seok Park
- Department of Neurology, Chonnam National University Hospital, Gwangju, South Korea
| | - Kang-Ho Choi
- Department of Neurology, Chonnam National University Hospital, Gwangju, South Korea
| | - Matthias Nahrendorf
- Center for Systems Biology and Department of Radiology, Massachusetts General Hospital Research Institute, Harvard Medical School, Boston, MA
| | - Juneyoung Lee
- Department of Biostatistics, Korea University, Seoul, South Korea
| | - Hee-Joon Bae
- Department of Neurology, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Dong-Eog Kim
- Department of Neurology, Dongguk University Ilsan Hospital, Goyang, South Korea.,National Priority Research Center for Stroke, Goyang, South Korea
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16
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Choi JM, Seo SY, Kim PJ, Kim YS, Lee SH, Sohn JH, Kim DK, Lee JJ, Kim C. Prediction of Hemorrhagic Transformation after Ischemic Stroke Using Machine Learning. J Pers Med 2021; 11:863. [PMID: 34575640 PMCID: PMC8470833 DOI: 10.3390/jpm11090863] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 08/25/2021] [Accepted: 08/28/2021] [Indexed: 12/27/2022] Open
Abstract
Hemorrhagic transformation (HT) is one of the leading causes of a poor prognostic marker after acute ischemic stroke (AIS). We compared the performances of the several machine learning (ML) algorithms to predict HT after AIS using only structured data. A total of 2028 patients with AIS, who were admitted within seven days of symptoms onset, were included in this analysis. HT was defined based on the criteria of the European Co-operative Acute Stroke Study-II trial. The whole dataset was randomly divided into a training and a test dataset with a 7:3 ratio. Binary logistic regression, support vector machine, extreme gradient boosting, and artificial neural network (ANN) algorithms were used to assess the performance of predicting the HT occurrence after AIS. Five-fold cross validation and a grid search technique were used to optimize the hyperparameters of each ML model, which had its performance measured by the area under the receiver operating characteristic (AUROC) curve. Among the included AIS patients, the mean age and number of male subjects were 69.6 years and 1183 (58.3%), respectively. HT was observed in 318 subjects (15.7%). There were no significant differences in corresponding variables between the training and test dataset. Among all the ML algorithms, the ANN algorithm showed the best performance in terms of predicting the occurrence of HT in our dataset (0.844). Feature scaling including standardization and normalization, and the resampling strategy showed no additional improvement of the ANN's performance. The ANN-based prediction of HT after AIS showed better performance than the conventional ML algorithms. Deep learning may be used to predict important outcomes for structured data-based prediction.
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Affiliation(s)
- Jeong-Myeong Choi
- Department of Convergence Software, Hallym University, Chuncheon 24252, Korea; (J.-M.C.); (S.-Y.S.); (Y.-S.K.)
| | - Soo-Young Seo
- Department of Convergence Software, Hallym University, Chuncheon 24252, Korea; (J.-M.C.); (S.-Y.S.); (Y.-S.K.)
| | - Pum-Jun Kim
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
| | - Yu-Seop Kim
- Department of Convergence Software, Hallym University, Chuncheon 24252, Korea; (J.-M.C.); (S.-Y.S.); (Y.-S.K.)
| | - Sang-Hwa Lee
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
- Department of Neurology, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
| | - Jong-Hee Sohn
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
- Department of Neurology, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
| | - Dong-Kyu Kim
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
- Department of Otorhinolaryngology and Head and Neck Surgery, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
| | - Jae-Jun Lee
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
- Department of Anesthesiology and Pain Medicine, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
| | - Chulho Kim
- Institute of New Frontier Research Team, Hallym University College of Medicine, Chuncheon 24252, Korea; (P.-J.K.); (S.-H.L.); (J.-H.S.); (D.-K.K.); (J.-J.L.)
- Department of Neurology, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
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17
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Cheng X, Liu L, Li L, Zhao H, Li J, Shi J, Zhang W. Significance of CHA 2DS 2-VAS C on the severity and hemorrhagic transformation in patients with non-valvular atrial fibrillation-induced acute ischemic stroke. Intern Emerg Med 2021; 16:1155-1163. [PMID: 33386603 DOI: 10.1007/s11739-020-02558-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 10/30/2020] [Indexed: 12/01/2022]
Abstract
Atrial fibrillation causes a fivefold increase of stroke risk. CHA2DS2-VASC is widely used to evaluate the risk of cardiac embolism in patients with non-valvular atrial fibrillation (NVAF) and identify the patients eligible for anticoagulation therapy. This study aimed to identify the significance of CHA2DS2-VASC score on the severity and hemorrhagic transformation (HT) in patients with NVAF-induced acute ischemic stroke (NVAF-AIS). Total 113 patients diagnosed as NVAF-AIS were included in this study. Patients were categorized into severe stroke group (NIHSS > 10) and non-severe group (NIHSS ≤ 10), and the risk factors for severe stroke were investigated. Based on the results of repeated brain CT/MRI examination performed within 14 days from stroke onset or immediately in case of clinical worsening, patients were divided into HT group and non-HT group, and the predictors for HT were then analyzed. CHA2DS2-VASC score [median (interquartile range) 5 (3-5) vs. 3 (2-4); p = 0.002] in severe stroke group was significantly higher than that in non-severe group. The severe stroke group showed significantly increased prevalence of heart failure (20% vs. 48.5%, p = 0.002) and decreased hemoglobin (136.4 ± 18.0 vs.143.6 ± 15.6 g/L, p = 0.031) compared with non-severe group. Multivariate regression analysis revealed that CHA2DS2-VASc score was a powerful predictor for the severity of NVAF-AIS. Forty-seven of total recruited patients (43.2%) developed HT within 14 days after the onset of NVAF-AIS. CHA2DS2-VASc score as well as elevated glycated hemoglobin and intravenous rt-PA were the independent risk factors of HT. CHA2DS2-VASC score was closely associated with the severity of NVAF-AIS. Patients with higher CHA2DS2-VASC score were more likely to develop HT after NVAF-AIS.
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Affiliation(s)
- Xiaoling Cheng
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Li Liu
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Lixia Li
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Hui Zhao
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Jingjing Li
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Jinxin Shi
- Department of Internal Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Wei Zhang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China.
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18
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Alqadami A, Zamani A, Trakic A, Abbosh A. Flexible Electromagnetic Cap for Three-Dimensional Electromagnetic Head Imaging. IEEE Trans Biomed Eng 2021; 68:2880-2891. [PMID: 34043503 DOI: 10.1109/tbme.2021.3084313] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The timely treatment is the crucial element for the survival of patients with brain stroke. Thus, a fast, cost-effective, and portable device is needed for the early and on-the-spot diagnosis of stroke patients. A 3D electromagnetic head imaging system for rapid brain stroke diagnosis with a wearable and lightweight platform is presented. The platform comprises a custom-built flexible cap with a 24-element planar antenna array, and a flexible matching medium layer. The custom-built cap is made out of an engineered polymer-ceramic composite substrate of RTV silicone rubber and aluminum oxide (Al2O3) for enhanced dielectric properties and mechanical flexibility and robustness. The array is arranged into two elliptical rings that are entirely incorporated into the flexible cap. The employed antenna elements within the system are compact with low SAR values over the utilized frequency range of 0.9-2.5 GHz. Moreover, a flexible matching medium layer is introduced on the front of the apertures of the antenna array to enhance the impedance matching with the skin. The detection capability of the system is experimentally verified on 3D realistic head phantoms at multiple imaging scenarios and different types of strokes. The reconstructed 3D and 2D multi-slice images using the beamforming and polar sensitivity encoding (PSE) image processing algorithms indicate the applicability and potential of the system for onsite brain imaging.
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19
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Charbonnier G, Bonnet L, Biondi A, Moulin T. Intracranial Bleeding After Reperfusion Therapy in Acute Ischemic Stroke. Front Neurol 2021; 11:629920. [PMID: 33633661 PMCID: PMC7900408 DOI: 10.3389/fneur.2020.629920] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 12/29/2020] [Indexed: 12/16/2022] Open
Abstract
Intracranial hemorrhage is one of the most feared complications following brain infarct. Ischemic tissues have a natural tendency to bleed. Moreover, the first recanalization trials using intravenous thrombolysis have shown an increase in mild to severe intracranial hemorrhage. Symptomatic intracerebral hemorrhage is strongly associated with poor outcomes and is an important factor in recanalization decisions. Stroke physicians have to weigh the potential benefit of recanalization therapies, first, with different risks of intracranial hemorrhage described in randomized controlled trials, and second with numerous risk markers that have been found to be associated with intracranial hemorrhage in retrospective series. These decisions have become quite complex with different intravenous thrombolytics and mechanical thrombectomy. This review aims to outline some elements of the pathophysiological mechanisms and classifications, describe most of the risk factors identified for each reperfusion therapy, and finally suggest future research directions that could help physicians dealing with these complications.
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Affiliation(s)
- Guillaume Charbonnier
- Neurology Department, Besançon University Hospital, Besançon, France.,Interventional Neuroradiology Department, Besançon University Hospital, Besançon, France.,EA 481 Neurosciences laboratory, Franche-Comté University, Besançon, France
| | - Louise Bonnet
- Neurology Department, Besançon University Hospital, Besançon, France
| | - Alessandra Biondi
- Interventional Neuroradiology Department, Besançon University Hospital, Besançon, France.,CIC-1431 Inserm, Besançon, France
| | - Thierry Moulin
- Neurology Department, Besançon University Hospital, Besançon, France.,EA 481 Neurosciences laboratory, Franche-Comté University, Besançon, France.,CIC-1431 Inserm, Besançon, France
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Enriched Environment Promotes Cognitive Function Recovery following Cerebral Ischemic Injury via Upregulating GABAergic and Glutamatergic Systems in the Contralateral Hippocampus. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2020; 2020:8850119. [PMID: 33505485 PMCID: PMC7811490 DOI: 10.1155/2020/8850119] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 11/23/2020] [Accepted: 12/04/2020] [Indexed: 11/18/2022]
Abstract
Poststroke cognitive impairment severely affects the long-term recovery of patients. However, it remains unknown whether an enriched environment can remodel contralateral hippocampal function and promote cognitive function recovery after cerebral ischemic injury. To further explore, 36 C57BL/6 mice that underwent permanent middle cerebral artery occlusion (pMCAO) were randomly assigned to three groups: enriched environment (EE), standard condition (SC), and sham surgery (Sham). After 21 days of intervention, the Morris water maze and step-through test was utilized for testing the cognitive function of the mice, cresyl violet staining for measuring the degree of atrophy in the hippocampal tissues, and western blotting for quantitating the expression levels of GA1B, GAD67, and NR2B, and immunohistochemistry for levels of NR2B in the CA1 region of the contralateral hippocampus. The results showed that cognitive function-related behavioral performance decreased in the SC group, and performance was better in the EE group than that in the SC group (p < 0.01); no significant difference in the degree of contralateral cerebral atrophy was observed between the EE and SC groups (p > 0.05); levels of GA1B, GAD67, and NR2B in the contralateral hippocampus were significantly higher in the EE group than those in the SC group (p < 0.01); and the level of NR2B in the CA1 region of the contralateral hippocampus significantly increased in the EE group compared to the SC group (p < 0.01). We believe that contralateral hippocampal function is inhibited after cerebral ischemic injury, further affecting cognitive function. However, enriched environment can upregulate GABAergic and glutamatergic systems in the contralateral hippocampus to promote cognitive function recovery after cerebral ischemic injury.
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Combination of Polyethylene Glycol-Conjugated Urokinase Nanogels and Urokinase for Acute Ischemic Stroke Therapeutic Implications. Transl Stroke Res 2020; 12:844-857. [DOI: 10.1007/s12975-020-00865-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 09/17/2020] [Accepted: 10/11/2020] [Indexed: 12/25/2022]
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da Silva-Candal A, Pérez-Mato M, Rodríguez-Yáñez M, López-Dequidt I, Pumar JM, Ávila-Gómez P, Sobrino T, Campos F, Castillo J, Hervella P, Iglesias-Rey R. The presence of leukoaraiosis enhances the association between sTWEAK and hemorrhagic transformation. Ann Clin Transl Neurol 2020; 7:2103-2114. [PMID: 33022893 PMCID: PMC7664267 DOI: 10.1002/acn3.51171] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 08/04/2020] [Accepted: 08/09/2020] [Indexed: 12/17/2022] Open
Abstract
Objective To investigate whether elevated serum levels of sTWEAK (soluble tumor necrosis factor‐like inducer of apoptosis) might be involved in a higher frequency of symptomatic hemorrhagic transformation (HT) through the presence of leukoaraiosis (LA) in patients with acute ischemic stroke (IS) undergoing reperfusion therapies. Methods This is a retrospective observational study. The primary endpoint was to study the sTWEAK‐LA‐HT relationship by comparing results with biomarkers associated to HT and evaluating functional outcome at 3‐months. Clinical factors, neuroimaging variables and biomarkers associated to inflammation, endothelial/atrial dysfunction or blood‐brain barrier damage were also investigated. Results We enrolled 875 patients (mean age 72.3 ± 12.2 years; 46.0% women); 710 individuals underwent intravenous thrombolysis, 87 endovascular therapy and 78 both. HT incidence was 32%; LA presence was 75.4%. Patients with poor functional outcome at 3‐months showed higher sTWEAK levels at admission (9844.2 [7460.4–12,542.0] vs. 2717.3 [1489.7–5852.3] pg/mL, P < 0.0001). By means of logistic regression models, PDGF‐CC and sTWEAK were associated with mechanisms linked simultaneously to HT and LA. Serum sTWEAK levels at admission ≥6700 pg/mL were associated with an odds ratio of 13 for poor outcome at 3‐months (OR: 13.6; CI 95%: 8.2–22.6, P < 0.0001). Conclusions Higher sTWEAK levels are independently associated with HT and poor functional outcome in patients with IS undergoing reperfusion therapies through the presence of LA. sTWEAK could become a therapeutic target to reduce HT incidence in patients with IS.
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Affiliation(s)
- Andrés da Silva-Candal
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - María Pérez-Mato
- Neuroscience and Cerebrovascular Research Laboratory, La Paz University Hospital, IdiPAZ, UAM, Paseo de la Castellana 261, Madrid, 28046, Spain
| | - Manuel Rodríguez-Yáñez
- Stroke Unit, Department of Neurology, Hospital Clínico Universitario, Santiago de Compostela, Spain
| | - Iria López-Dequidt
- Stroke Unit, Department of Neurology, Hospital Clínico Universitario, Santiago de Compostela, Spain
| | - José M Pumar
- Department of Neuroradiology, Hospital Clínico Universitario, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Paulo Ávila-Gómez
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Tomás Sobrino
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Francisco Campos
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - José Castillo
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Pablo Hervella
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Ramón Iglesias-Rey
- Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain
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Bernardo-Castro S, Donato H, Ferreira L, Sargento-Freitas J. Permeability of the blood-brain barrier through the phases of ischaemic stroke and relation with clinical outcome: protocol for a systematic review. BMJ Open 2020; 10:e039280. [PMID: 32948573 PMCID: PMC7511624 DOI: 10.1136/bmjopen-2020-039280] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
INTRODUCTION Ischaemic stroke is the most prevalent type of stroke and is characterised by a myriad of pathological events triggered by a vascular arterial occlusion. Disruption of the blood-brain barrier (BBB) is a key pathological event that may lead to fatal outcomes. However, it seems to follow a multiphasic pattern that has been associated with distinct biological substrates and possibly contrasting outcomes. Addressing the BBB permeability (BBBP) along the different phases of stroke through imaging techniques could lead to a better understanding of the disease, improved patient selection for specific treatments and development of new therapeutic modalities and delivery methods. This systematic review will aim to comprehensively summarise the existing evidence regarding the evolution of the BBBP values during the different phases of an acute ischaemic stroke and correlate this event with the clinical outcome of the patient. METHODS AND ANALYSIS We will conduct a computerised search on Medline, EMBASE, Cochrane Central Register of Controlled Trials, Scopus and Web of Science. In addition, grey literature and ClinicalTrials.gov will be scanned. We will include randomised controlled trials, cohort, cross-sectional and case-controlled studies on humans that quantitatively assess the BBBP in stroke. Retrieved studies will be independently reviewed by two authors and any discrepancies will be resolved by consensus or with a third reviewer. Reviewers will extract the data and assess the risk of bias of the selected studies. If possible, data will be combined in a quantitative meta-analysis following the guidelines provided by Cochrane Handbook for Systematic Reviews of Interventions. We will assess cumulative evidence using the Grading of Recommendations, Assessment, Development and Evaluation approach. ETHICS AND DISSEMINATION Ethical approval is not needed. All data used for this work are publicly available. The result obtained from this work will be published in a peer-reviewed journal and disseminated in relevant conferences. PROSPERO REGISTRATION NUMBER CRD42019147314.
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Affiliation(s)
- Sara Bernardo-Castro
- Stroke Unit, Centro Hospitalar e Universitário de Coimbra EPE, Coimbra, Portugal
| | - Helena Donato
- Documentation Service, Centro Hospitalar e Universitario de Coimbra EPE, Coimbra, Portugal
| | - Lino Ferreira
- Center for Neurosciences and Cell Biology, Universidade de Coimbra, Coimbra, Portugal
- Faculdade de Medicina, Universidade de Coimbra, Coimbra, Portugal
| | - João Sargento-Freitas
- Stroke Unit, Centro Hospitalar e Universitário de Coimbra EPE, Coimbra, Portugal
- Faculdade de Medicina, Universidade de Coimbra, Coimbra, Portugal
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Elsaid N, Mustafa W, Saied A. Radiological predictors of hemorrhagic transformation after acute ischemic stroke: An evidence-based analysis. Neuroradiol J 2020; 33:118-133. [PMID: 31971093 PMCID: PMC7140299 DOI: 10.1177/1971400919900275] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Hemorrhagic transformation (HT) is one of the most common adverse events related to acute ischemic stroke (AIS) that affects the treatment plan and clinical outcome. Identification of a sensitive radiological marker may influence the controversial thrombolytic decision in the setting of AIS and may at a minimum indicate more intensive monitoring or further prophylactic interventions. In this article we summarize possible radiological biomarkers and the role of different radiological modalities including computed tomography (CT), magnetic resonance imaging, angiography, and ultrasound in predicting HT. Different radiological indices of early ischemic changes, large ischemic lesion volume, severe blood flow restriction, blood-brain barrier disruption, poor collaterals and high blood flow velocities have been reported to be associated with higher risk of HT. The current levels of evidence of the available studies highlight the role of the different CT perfusion parameters in predicting HT. Further large standardized studies are recommended to compare the sensitivity and specificity of the different radiological markers combined and delineate the most reliable predictor.
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Affiliation(s)
- Nada Elsaid
- Department of Neurology, University of Mansoura
Faculty of Medicine, Egypt
| | - Wessam Mustafa
- Department of Neurology, University of Mansoura
Faculty of Medicine, Egypt
| | - Ahmed Saied
- Department of Neurology, University of Mansoura
Faculty of Medicine, Egypt
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25
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Wang Q, Reps JM, Kostka KF, Ryan PB, Zou Y, Voss EA, Rijnbeek PR, Chen R, Rao GA, Morgan Stewart H, Williams AE, Williams RD, Van Zandt M, Falconer T, Fernandez-Chas M, Vashisht R, Pfohl SR, Shah NH, Kasthurirathne SN, You SC, Jiang Q, Reich C, Zhou Y. Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network. PLoS One 2020; 15:e0226718. [PMID: 31910437 PMCID: PMC6946584 DOI: 10.1371/journal.pone.0226718] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Accepted: 12/02/2019] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND AND PURPOSE Hemorrhagic transformation (HT) after cerebral infarction is a complex and multifactorial phenomenon in the acute stage of ischemic stroke, and often results in a poor prognosis. Thus, identifying risk factors and making an early prediction of HT in acute cerebral infarction contributes not only to the selections of therapeutic regimen but also, more importantly, to the improvement of prognosis of acute cerebral infarction. The purpose of this study was to develop and validate a model to predict a patient's risk of HT within 30 days of initial ischemic stroke. METHODS We utilized a retrospective multicenter observational cohort study design to develop a Lasso Logistic Regression prediction model with a large, US Electronic Health Record dataset which structured to the Observational Medical Outcomes Partnership (OMOP) Common Data Model (CDM). To examine clinical transportability, the model was externally validated across 10 additional real-world healthcare datasets include EHR records for patients from America, Europe and Asia. RESULTS In the database the model was developed, the target population cohort contained 621,178 patients with ischemic stroke, of which 5,624 patients had HT within 30 days following initial ischemic stroke. 612 risk predictors, including the distance a patient travels in an ambulance to get to care for a HT, were identified. An area under the receiver operating characteristic curve (AUC) of 0.75 was achieved in the internal validation of the risk model. External validation was performed across 10 databases totaling 5,515,508 patients with ischemic stroke, of which 86,401 patients had HT within 30 days following initial ischemic stroke. The mean external AUC was 0.71 and ranged between 0.60-0.78. CONCLUSIONS A HT prognostic predict model was developed with Lasso Logistic Regression based on routinely collected EMR data. This model can identify patients who have a higher risk of HT than the population average with an AUC of 0.78. It shows the OMOP CDM is an appropriate data standard for EMR secondary use in clinical multicenter research for prognostic prediction model development and validation. In the future, combining this model with clinical information systems will assist clinicians to make the right therapy decision for patients with acute ischemic stroke.
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Affiliation(s)
- Qiong Wang
- Biomedical Engineering School, Sun Yat-Sen University, Guangzhou, China
- The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
| | - Jenna M. Reps
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Janssen Research and Development, Raritan, New Jersey, United States of America
| | - Kristin Feeney Kostka
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- IQVIA, Durham, North Carolina, United States of America
| | - Patrick B. Ryan
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Janssen Research and Development, Raritan, New Jersey, United States of America
- Department of Biomedical Informatics, Columbia University, New York, New York, United States of America
| | - Yuhui Zou
- Department of Neurosurgery, General Hospital of Southern Theatre Command, Guangzhou, China
| | - Erica A. Voss
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Janssen Research and Development, Raritan, New Jersey, United States of America
- Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Peter R. Rijnbeek
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - RuiJun Chen
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Department of Biomedical Informatics, Columbia University, New York, New York, United States of America
- Department of Medicine, Weill Cornell Medical College, New York, New York, United States of America
| | - Gowtham A. Rao
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Janssen Research and Development, Raritan, New Jersey, United States of America
| | - Henry Morgan Stewart
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- IQVIA, Durham, North Carolina, United States of America
| | - Andrew E. Williams
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Tufts Medical Center, Institute for Clinical Research and Health Policy Studies, Boston, Massachusetts, United States of America
| | - Ross D. Williams
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Mui Van Zandt
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- IQVIA, Durham, North Carolina, United States of America
| | - Thomas Falconer
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Department of Biomedical Informatics, Columbia University, New York, New York, United States of America
| | - Margarita Fernandez-Chas
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- IQVIA, Durham, North Carolina, United States of America
| | - Rohit Vashisht
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America
| | - Stephen R. Pfohl
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America
| | - Nigam H. Shah
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America
| | - Suranga N. Kasthurirathne
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, Indiana, United States of America
- Department of Epidemiology, Indiana University Richard M. Fairbanks School of Public Health, Indianapolis, Indiana, United States of America
| | - Seng Chan You
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- Department of Biomedical informatics, Ajou University School of Medicine, Suwon, Korea
| | - Qing Jiang
- Biomedical Engineering School, Sun Yat-Sen University, Guangzhou, China
| | - Christian Reich
- Observational Health Data Sciences and Informatics, New York, New York, United States of America
- IQVIA, Durham, North Carolina, United States of America
| | - Yi Zhou
- Department of Biomedical Engineering, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
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Kamtchum-Tatuene J, Jickling GC. Blood Biomarkers for Stroke Diagnosis and Management. Neuromolecular Med 2019; 21:344-368. [PMID: 30830566 PMCID: PMC6722038 DOI: 10.1007/s12017-019-08530-0] [Citation(s) in RCA: 85] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Accepted: 02/19/2019] [Indexed: 12/20/2022]
Abstract
Biomarkers are objective indicators used to assess normal or pathological processes, evaluate responses to treatment and predict outcomes. Many blood biomarkers already guide decision-making in clinical practice. In stroke, the number of candidate biomarkers is constantly increasing. These biomarkers include proteins, ribonucleic acids, lipids or metabolites. Although biomarkers have the potential to improve the diagnosis and the management of patients with stroke, there is currently no marker that has demonstrated sufficient sensitivity, specificity, rapidity, precision, and cost-effectiveness to be used in the routine management of stroke, thus highlighting the need for additional work. A better standardization of clinical, laboratory and statistical procedures between centers is indispensable to optimize biomarker performance. This review focuses on blood biomarkers that have shown promise for translation into clinical practice and describes some newly reported markers that could add to routine stroke care. Avenues for the discovery of new stroke biomarkers and future research are discussed. The description of the biomarkers is organized according to their expected application in clinical practice: diagnosis, treatment decision, and outcome prediction.
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Affiliation(s)
- Joseph Kamtchum-Tatuene
- Neuroscience and Mental Health Institute, Faculty of Medicine and Dentistry, University of Alberta, 4-120 Katz Building, 114 Street & 87 Avenue, Edmonton, AB, T6G 2E1, Canada.
| | - Glen C Jickling
- Neuroscience and Mental Health Institute, Faculty of Medicine and Dentistry, University of Alberta, 4-120 Katz Building, 114 Street & 87 Avenue, Edmonton, AB, T6G 2E1, Canada
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, Canada
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Stroke Volume Predicts Nocturnal Hypoxemia in the Acute Ischemic Stroke after Intravenous Thrombolysis. J Stroke Cerebrovasc Dis 2019; 28:2481-2487. [DOI: 10.1016/j.jstrokecerebrovasdis.2019.06.017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2019] [Revised: 05/21/2019] [Accepted: 06/05/2019] [Indexed: 11/22/2022] Open
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28
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Chan SL, Bishop N, Li Z, Cipolla MJ. Inhibition of PAI (Plasminogen Activator Inhibitor)-1 Improves Brain Collateral Perfusion and Injury After Acute Ischemic Stroke in Aged Hypertensive Rats. Stroke 2019; 49:1969-1976. [PMID: 29991657 DOI: 10.1161/strokeaha.118.022056] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Background and Purpose- Aging and hypertension, comorbidities prevalent in the stroke population, are associated with poor collateral status and worsened stroke outcome. However, underlying mechanisms by which these conditions affect stroke outcome are not clear. We studied the role of PAI (plasminogen activator inhibitor)-1 that is increased in aging and hypertension on brain and vascular expression of inflammatory factors and perfusion that may contribute to worse stroke outcomes. Methods- Aged (≈50 weeks) and young (≈18 weeks) spontaneously hypertensive rats (SHR) were subjected to ischemia by middle cerebral artery occlusion (2 hours) and reperfusion (2 hours) with or without treatment with the PAI-1 inhibitor TM5441. Changes in middle cerebral artery and collateral perfusion territories were measured by multisite laser Doppler. Reactivity to TM5441 was studied using isolated and pressurized leptomeningeal anastomotic arterioles. Brain injury was determined by 2,3,5-triphenyltetrazolium staining and quantitative immunohistochemistry of amyloid-β-42, PAI-1, and hemoglobin. Circulating inflammatory factors were measured by ELISA. Results- Changes in cerebral blood flow during middle cerebral artery occlusion were similar between groups, with both having poor collateral perfusion and incomplete reperfusion. However, aged SHR had greater brain injury versus young (41±2 versus 23±2%, P<0.05) as well as increased brain deposition of amyloid-β-42 and circulating oxLDL (oxidized low-density lipoprotein). Erythrocyte aggregation and hemorrhage within the injured brain was observed in 50% of aged but no young SHR, with increased circulating PAI-1 in this subgroup of aged SHR (16±3 versus 6±2 ng/mL, P<0.05). PAI-1 inhibition with TM5441 improved brain injury but did not affect hemorrhage. TM5441 increased collateral perfusion by 38±7% and dilated leptomeningeal anastomotic arterioles by 44±10%, which was abolished by nitric oxide synthase inhibition. Conclusions- Increased injury in aged SHR seemed to be related to poor collateral perfusion, hemorrhagic transformation, increased amyloid-β-42, and oxidative stress. PAI-1 inhibition reduced infarction in both groups of SHR that possibly due, in part, to increased collateral perfusion.
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Affiliation(s)
- Siu-Lung Chan
- From the Departments of Neurological Sciences (S.-L.C., N.B., Z.L., M.J.C.)
| | - Nicole Bishop
- From the Departments of Neurological Sciences (S.-L.C., N.B., Z.L., M.J.C.)
| | - Zhaojin Li
- From the Departments of Neurological Sciences (S.-L.C., N.B., Z.L., M.J.C.)
| | - Marilyn J Cipolla
- From the Departments of Neurological Sciences (S.-L.C., N.B., Z.L., M.J.C.).,Obstetrics, Gynecology and Reproductive Sciences (M.J.C.).,Pharmacology (M.J.C.), University of Vermont Larner College of Medicine, Burlington
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Lai E, Alishetti S, Wong JM, Delic L, Egrie G, Rosenblatt A. Right Ventricular Thrombus in Transit: Raising the Stakes in the Management of Pulmonary Embolism. ACTA ACUST UNITED AC 2019; 3:272-276. [PMID: 32002483 PMCID: PMC6984981 DOI: 10.1016/j.case.2019.05.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Right heart thrombi are rare and associated with significant mortality. RV thrombus was complicated by recurrent pulmonary emboli and managed surgically. Recurrent pulmonary emboli in anticoagulated patients may suggest malignancy. The optimal treatment for right heart thrombi remains uncertain. Surgical thrombectomy is an option, but treatment should be individualized.
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Affiliation(s)
- Everett Lai
- California Pacific Medical Center, San Francisco, California
| | | | - Jonathan M Wong
- California Pacific Medical Center, San Francisco, California
| | - Lejla Delic
- Department of Gynecologic Oncology, California Pacific Medical Center, San Francisco, California
| | - Glenn Egrie
- Department of Cardiothoracic Surgery, California Pacific Medical Center, San Francisco, California
| | - Andrew Rosenblatt
- Department of Cardiology, California Pacific Medical Center, San Francisco, California
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30
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Demirtas BS, Ocek L, Zorlu Y, Oztekin O. Factors Associated with Hemorrhagic Transformation in Infarctions Involving the Posterior Circulation System. J Stroke Cerebrovasc Dis 2019; 28:2193-2200. [PMID: 31138479 DOI: 10.1016/j.jstrokecerebrovasdis.2019.04.034] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 04/29/2019] [Indexed: 01/02/2023] Open
Abstract
BACKGROUNDS AND PURPOSE Hemorrhagic transformation (HT) following stroke of the posterior circulation is a rare occurrence, and its risk factors remain relatively unknown. This study aimed at examining the rate of HT and its risk factors in patients enduring acute ischemic stroke in the territories of the vertebral, basilar, and posterior-cerebral arteries. MATERIALS AND METHODS A total of 217 consecutive patients the risk factors for ischemic stroke were recorded and comprehensive biochemical, cardiac assessments, and neuroimaging were performed. National Institutes of Health Stroke Scale (NIHSS) scores were calculated for each patient. Those with HT as documented with neuroimaging based on the European Cooperative Acute Stroke Study criteria and potential risk factors were assessed. RESULTS There were 217 participants with a mean age of 67.33 ± 12.44 years. Among 17 patients (7.8%) developing HT, 8 (47%) had parenchymal hematoma, and 9(53.5%) had hemorrhagic infarction. Cardioembolism was the most frequent etiological factor both in the overall group (31.0%) as well as in those with HT (41.2%). Factors that emerged as significant predictors of HT included high systolic (odds ratio [OR] 1.14; 95% confidence interval [CI] 1.08-1.20; P< .001) and diastolic blood pressure (P= .001) on the day of admission and the infarction volume of greater than or equal to 3.60 ± 3.29 cm³(OR 1.00, 95% CI 1.00-1.01; P< .001). While NIHSS scores were not significantly different on Day 1, HT patients had higher NIHSS scores at Day 10(OR 1.22; 95% CI 1.09-1.36; P< .001), and this difference was also reflected in mRS at the end of the 3 month period. CONCLUSION HT is a rare complication of the infarction of the posterior circulation that is associated with increased morbidity and mortality. Identification of predictive factors for HT in patients with the acute infarction of the posterior circulation may facilitate patient selection for thrombolytic treatment.
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Affiliation(s)
| | - Levent Ocek
- Uşak University Faculty of Medicine, Department of Neurology, Uşak, Turkey.
| | - Yasar Zorlu
- Health Science University Tepecik Education and Research Hospital, Department of Neurology, İzmir, Turkey
| | - Ozgur Oztekin
- Health Science University Tepecik Education and Research Hospital, Department of Radiology, İzmir, Turkey
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Xie Y, Wang Y, Ding H, Guo M, Wang X, Dong Q, Cui M. Highly glycosylated CD147 promotes hemorrhagic transformation after rt-PA treatment in diabetes: a novel therapeutic target? J Neuroinflammation 2019; 16:72. [PMID: 30953513 PMCID: PMC6449915 DOI: 10.1186/s12974-019-1460-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 03/25/2019] [Indexed: 01/13/2023] Open
Abstract
Background Diabetes is known to be a main risk factor of post-stroke hemorrhagic transformation following recombinant tissue plasminogen activator (rt-PA) therapy. However, the mechanism through which diabetes exacerbates hemorrhagic transformation is insufficiently understood. We aimed to verify that CD147, the extracellular matrix metalloproteinase (MMP) inducer, played a vital role in the progress. Methods We performed middle cerebral artery occlusion on diabetic and non-diabetic rats, with or without rt-PA treatment, and then compared the glycosylation level of CD147, caveolin-1, MMPs activities, and blood-brain barrier (BBB) permeability. In vitro, tunicamycin treatment and genetic tools were used to produce non-glycosylated and lowly glycosylated CD147. An endogenous glucagon-like peptide-1 receptor (GLP-1R) agonist was used to downregulate the glycosylation of CD147 in vivo. Results Compared with non-diabetic rats, diabetic rats expressed higher levels of highly glycosylated CD147 in endothelium and astrocytes following rt-PA treatment accompanied by higher activity of MMPs and BBB permeability, in the middle cerebral artery occlusion model. Caveolin-1 was also overexpressed and co-localized with CD147 in astrocytes and endothelium in diabetic rats. In vitro, advanced glycation end products increased the expression of highly glycosylated CD147 in astrocytes and endothelial cells. Downregulating the glycosylation of CD147 lowered the activity of MMPs and promoted the expression of tight junction proteins. The expression of caveolin-1 in endothelial cells and astrocytes was not inhibited by tunicamycin, which revealed that caveolin-1 was an upstream of CD147. In vivo, GLP-1R agonist downregulated the glycosylation of CD147 and further reduced the activity of MMPs and protected the BBB in diabetic rats. Conclusion CD147 is essential for diabetes-associated rt-PA-induced hemorrhagic transformation, and downregulation of CD147 glycosylation is a promising therapy for neurovascular-unit repair after rt-PA treatment of patients with diabetes. Electronic supplementary material The online version of this article (10.1186/s12974-019-1460-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Yanan Xie
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China
| | - Yingzhe Wang
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China
| | - Hongyan Ding
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China
| | - Min Guo
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China
| | - Xun Wang
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China
| | - Qiang Dong
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China. .,The State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China. .,Department of Neurology, Jing'an District Centre Hospital of Shanghai, Shanghai, China.
| | - Mei Cui
- Department of Neurology, Huashan Hospital, Fudan University, No.12 Middle Wulumuqi Road, Shanghai, 200040, China.
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Prediction of hemorrhagic transformation in patients with mild atrial fibrillation-associated stroke treated with early anticoagulation: post hoc analysis of the Triple AXEL Trial. Clin Neurol Neurosurg 2018; 174:156-162. [DOI: 10.1016/j.clineuro.2018.08.026] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 08/16/2018] [Accepted: 08/20/2018] [Indexed: 11/23/2022]
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Ge WQ, Chen J, Pan H, Chen F, Zhou CY. Analysis of Risk Factors Increased Hemorrhagic Transformation after Acute Ischemic Stroke. J Stroke Cerebrovasc Dis 2018; 27:3587-3590. [PMID: 30217636 DOI: 10.1016/j.jstrokecerebrovasdis.2018.08.028] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Revised: 08/06/2018] [Accepted: 08/12/2018] [Indexed: 10/28/2022] Open
Abstract
BACKGROUND The purpose of this study was to analyze the risk factors of hemorrhagic transformation (HT) after intravenous thrombolysis using a recombinant tissue plasminogen activator (r-tPA) in acute ischemic stroke (AIS). METHODS We included 199 consecutive patients in the First Affiliated Hospital of Wenzhou Medical University from January 2016 to October 2017 with a diagnosis of AIS. The patients were divided into 2 groups: HT and non-HT. The related risk factors were recruited before and after receiving r-tPA thrombolysis. RESULTS Using univariate analysis, we found that there was a significant difference between the HT and non-HT group (P < .05) in the level of age, atrial fibrillation, baseline National Institute of Health Stroke Scale (NIHSS) score and NIHSS score after 2 hours of thrombolytic therapy, hyperlipidemia. Multivariate logistic regression analysis indicated that NIHSS score after 2 hours of thrombolytic therapy (odds ratio [OR] = 1.091, 95% confidence interval [CI] = 1.015-1.173 P = .018) and atrial fibrillation (OR = 2.188, 95%CI = 1.024-4.672 P = .043) are the risk factors of HT. CONCLUSIONS NIHSS score after 2 hours of thrombolytic therapy and atrial fibrillation were risk factors for HT after thrombolysis. Age (OR = 1.022, 95%CI = .988-1.056 P = .205), Hyperlipidemia (OR = .591, 95%CI = .29-1.206 P = .148), and Baseline NIHSS score (OR = .998, 95%CI = .914-1.089 P = .043) were not significant independent predictors but showed an association with HT. These 5 factors should be carefully taken into account.
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Affiliation(s)
- Wan-Qian Ge
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jie Chen
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Hong Pan
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Fei Chen
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Cheng-Ye Zhou
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
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Meyers PM, Higashida RT. Commentary on Optimal Treatment Strategy for Tandem Stroke. JACC Cardiovasc Interv 2018; 11:1300-1301. [PMID: 29976366 DOI: 10.1016/j.jcin.2018.05.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Accepted: 05/15/2018] [Indexed: 10/28/2022]
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35
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Gauberti M, Potzeha F, Vivien D, Martinez de Lizarrondo S. Impact of Bradykinin Generation During Thrombolysis in Ischemic Stroke. Front Med (Lausanne) 2018; 5:195. [PMID: 30018956 PMCID: PMC6037726 DOI: 10.3389/fmed.2018.00195] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 06/14/2018] [Indexed: 12/22/2022] Open
Abstract
Ischemic stroke is one of the leading causes of death and disability worldwide. Current medical management in the acute phase is based on the activation of the fibrinolytic cascade by intravenous injection of a plasminogen activator (such as tissue-type plasminogen activator, tPA) that promotes restauration of the cerebral blood flow and improves stroke outcome. Unfortunately, the use of tPA is associated with deleterious effects such as hemorrhagic transformation, symptomatic brain edema, and angioedema, which limit the efficacy of this therapeutic strategy. Preclinical and clinical evidence suggests that intravenous thrombolysis generates large amounts of bradykinin, a peptide with potent pro-inflammatory, and pro-edematous effects. This tPA-triggered generation of bradykinin could participate in the deleterious effects of thrombolysis and is a potential target to improve neurological outcome in tPA-treated patients. The present review aims at summarizing current evidence linking thrombolysis, bradykinin generation, and neurovascular damage.
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Affiliation(s)
- Maxime Gauberti
- Normandie Univ, UNICAEN, Institut National de la Santé et de la Recherche Médicale UMR-S U1237, "Physiopathology and Imaging of Neurological Disorders" PhIND, Caen, France.,Department of Diagnostic Imaging and Interventional Radiology, Centre Hospitalier Universitaire Caen Côte de Nacre, Caen, France
| | - Fanny Potzeha
- Normandie Univ, UNICAEN, Institut National de la Santé et de la Recherche Médicale UMR-S U1237, "Physiopathology and Imaging of Neurological Disorders" PhIND, Caen, France
| | - Denis Vivien
- Normandie Univ, UNICAEN, Institut National de la Santé et de la Recherche Médicale UMR-S U1237, "Physiopathology and Imaging of Neurological Disorders" PhIND, Caen, France.,Department of Clinical Research, Centre Hospitalier Universitaire Caen, Caen, France
| | - Sara Martinez de Lizarrondo
- Normandie Univ, UNICAEN, Institut National de la Santé et de la Recherche Médicale UMR-S U1237, "Physiopathology and Imaging of Neurological Disorders" PhIND, Caen, France
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Ozbek D, Ozturk Tan O, Ekinci G, Midi I. Risk of hemorrhage in ischemic stroke and its relationship with cerebral microbleeds. Clin Neurol Neurosurg 2018; 168:112-117. [DOI: 10.1016/j.clineuro.2018.03.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2018] [Revised: 02/26/2018] [Accepted: 03/06/2018] [Indexed: 11/25/2022]
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37
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Wang L, Wei C, Deng L, Wang Z, Song M, Xiong Y, Liu M. The Accuracy of Serum Matrix Metalloproteinase-9 for Predicting Hemorrhagic Transformation After Acute Ischemic Stroke: A Systematic Review and Meta-Analysis. J Stroke Cerebrovasc Dis 2018; 27:1653-1665. [PMID: 29598905 DOI: 10.1016/j.jstrokecerebrovasdis.2018.01.023] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2017] [Revised: 01/17/2018] [Accepted: 01/23/2018] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Hemorrhagic transformation is a serious complication of acute ischemic stroke, which may cause detrimental outcomes and the delayed use of anticoagulation therapy. Early predicting and identifying the patients at high risk of hemorrhagic transformation before clinical deterioration occurrence become a research priority. OBJECTIVE To study the value of plasma matrix metalloproteinase-9 predicting hemorrhagic transformation after ischemic stroke. METHODS We searched PubMed, Ovid, Cochrane Library, and other 2 Chinese databases to identify literatures published up to September 2017 and performed meta-analysis by STATA (version 12.0, StataCorp LP, College Station, TX). RESULTS Twelve studies incorporating 1492 participants were included and 7 studies were included in the quantitative statistical analysis. The pooled sensitivity was 85% (95% confidence interval [CI]: 75%, 91%) and the pooled specificity was 79% (95% CI: 67%, 87%). The area under the receiver operating characteristic curve was .89 (95% CI .86, .91). Significant heterogeneity for all estimates value existed (all the P value < .05 and I2 > 50%). There is no threshold effect with P value greater than .05 of the correlation coefficient. Meta-regression and subgroup analysis showed cut-off value and hemorrhagic subtype contributed to heterogeneity. Deeks' funnel plot indicated no significant publication bias for 7 quantitative analysis studies. CONCLUSIONS Matrix metalloproteinase-9 has high predictive value for hemorrhagic transformation after acute ischemic stroke. It may be useful to test matrix metalloproteinase-9 to exclude patients at low risk of hemorrhage for precise treatment in the future clinical work.
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Affiliation(s)
- Lu Wang
- Center of Cerebrovascular Diseases, Department of Neurology, West China Hospital, Sichuan University, Chengdu, China; West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
| | - Chenchen Wei
- Center of Cerebrovascular Diseases, Department of Neurology, West China Hospital, Sichuan University, Chengdu, China; West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
| | - Linghui Deng
- Center of Cerebrovascular Diseases, Department of Neurology, West China Hospital, Sichuan University, Chengdu, China; West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
| | - Ziqiong Wang
- West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
| | - Mengyuan Song
- Institute of Forensic Medicine, West China School of Basic Science and Forensic Medicine, Sichuan University, Chengdu, China
| | - Yao Xiong
- Department of Neurology, The Third People's Hospital of Chengdu, The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
| | - Ming Liu
- Center of Cerebrovascular Diseases, Department of Neurology, West China Hospital, Sichuan University, Chengdu, China.
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38
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Ideta TR, Lim E, Nakagawa K, Koenig MA. Racial and Ethnic Disparities in Hospital Mortality among Ischemic Stroke Patients in Hawaii. J Stroke Cerebrovasc Dis 2018; 27:1458-1465. [PMID: 29433932 DOI: 10.1016/j.jstrokecerebrovasdis.2017.12.042] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 11/29/2017] [Accepted: 12/22/2017] [Indexed: 10/18/2022] Open
Abstract
BACKGROUND We evaluated disparities in in-hospital mortality rates among whites, Native Hawaiians and other Pacific Islanders (NHOPI), Filipinos, and other Asian groups in Hawaii who were hospitalized for acute ischemic stroke. MATERIALS AND METHODS Using a statewide hospital claims database, we performed a retrospective study including sequential acute ischemic stroke patients between 2010 and 2015. We compared in-hospital mortality rates among whites, NHOPI, Filipinos, other Asian groups excluding Filipinos, and other races (Blacks, Hispanics, Native Americans, mixed race). RESULTS A total of 13,030 patient discharges were included in this study. The mean (±SD) age in years at the time of stroke was 63.5 ± 14.3 for NHOPI, 69.6 ± 14.4 for Filipinos, 67.8 ± 14.2 for other race, 71.4 ± 13.8 for whites, and 76.1 ± 13.5 for other Asians (P < .001). NHOPI patients had higher rates of diabetes (48.8%), obesity (18.4%), and tobacco use (31.3%) compared with patients in other racial-ethnic categories. Filipino patients had the highest rate of hemorrhagic transformation (9.7%). Age-adjusted stroke mortality rates were highest among Filipinos (15.9%; 95% confidence interval [CI] = 14.3%-17.6%), followed by other Asian groups (15.1%; 95% CI = 14.0%-16.2%), NHOPI (14.8%; 95% CI = 12.8%-16.8%), other race (14.4%; 95% CI = 11.3%-17.4%), and lowest among whites (12.8%; 11.5%-14.2%). After adjusting for other confounding variables, Filipinos had higher mortality (odds ratio = 1.22, 95% CI = 1.03-1.45), whereas other Asian groups, NHOPI, and other race patients had mortality rates that were similar to whites. CONCLUSION In Hawaii, Filipino ethnicity is an independent risk factor for higher in-hospital stroke mortality compared with whites.
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Affiliation(s)
- Trevor R Ideta
- University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii
| | - Eunjung Lim
- University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii
| | - Kazuma Nakagawa
- University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii; The Queen's Medical Center, Neuroscience Institute, Honolulu, Hawaii
| | - Matthew A Koenig
- University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii; The Queen's Medical Center, Neuroscience Institute, Honolulu, Hawaii.
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39
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Liu L, Wu B, Zhao J, Cao Y, Dedhia N, Caplan LR, Wang Q. Computed Tomography Perfusion Alberta Stroke Program Early Computed Tomography Score Is Associated with Hemorrhagic Transformation after Acute Cardioembolic Stroke. Front Neurol 2017; 8:591. [PMID: 29163351 PMCID: PMC5681936 DOI: 10.3389/fneur.2017.00591] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2017] [Accepted: 10/23/2017] [Indexed: 02/05/2023] Open
Abstract
Alberta Stroke Program Early Computed Tomography (CT) score (ASPECTS) has been applied to CT perfusion (CTP) with good interrater agreement to predict early ischemic stroke, and it can be useful in decision making in acute ischemic stroke. The aim of the present study was to assess the predictive value of CTP ASPECTS of hemorrhagic transformation (HT) in acute cardioembolic stroke. This is a single-enter, retrospective study. All patients hospitalized with acute cardioembolic stroke from January 2008 to September 2013 were included. ASPECTS of baseline non-contrast CT, CTP maps of cerebral blood volume (CBV), cerebral blood flow, and mean transit time were collected from 52 consecutive patients with less than 12-h anterior circulation ischemic stroke. MRI scan was performed within 72 h of symptom onset after index stroke including T2*-weighted gradient echo to identify HT. For bleeding risk assessment, CTP and diffusion-weighted imaging ASPECTS were categorized into 0–7 or 8–10. Baseline characteristics, ASPCETS scores and HT were compared. Eighteen (34.6%) patients had HT and four (7.7%) developed symptomatic HT. On univariate analysis, the proportion of patients with CBV-ASPECTS 0–7 was significantly higher in HT patients as compared to patients without HT (44 versus 9%, P = 0.005). CBV ASPECTS 0–7 remained independent prognostic factors for HT after adjustment for clinical baseline variables. CBV ASPECTS could be of value to predict HT risk after acute cardioembolic stroke and may be a quick risk assessment approach before reperfusion therapy.
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Affiliation(s)
- Lan Liu
- Department of Neurology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bo Wu
- Center of Cerebrovascular Diseases, Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Jinglong Zhao
- Department of Radiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yanyan Cao
- Department of Neurology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Nikita Dedhia
- Department of Neurology, University Hospitals of Cleveland, Case Western Reserve University, Cleveland, OH, United States
| | - Louis R Caplan
- Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Qiaoshu Wang
- Department of Neurology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
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40
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Teng Y, Jin H, Nan D, Li M, Fan C, Liu Y, Lv P, Cui W, Sun Y, Hao H, Qu X, Yang Z, Huang Y. In vivo evaluation of urokinase-loaded hollow nanogels for sonothrombolysis on suture embolization-induced acute ischemic stroke rat model. Bioact Mater 2017; 3:102-109. [PMID: 29744447 PMCID: PMC5935765 DOI: 10.1016/j.bioactmat.2017.08.001] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Revised: 08/09/2017] [Accepted: 08/17/2017] [Indexed: 12/25/2022] Open
Abstract
The urokinase-type plasminogen activator (uPA) loaded hollow nanogels (nUK) were synthesized by a one-step reaction of glycol chitosan and aldehyde capped poly (ethylene oxide). The resultant formulation is sensitive to diagnostic ultrasound (US) of 2 MHz. Herein, we evaluated the in vivo sonothrombolysis performance of the nUK on acute ischemic stroke rat model which was established by suture embolization of middle cerebral artery (MCA). Via intravenous (i.v.) administration, the experimental data prove a controlled release of the therapeutic protein around the clots under ultrasound stimulation, leading to enhanced thrombolysis efficiency of the nUK, evidenced from smaller infarct volume and better clinical scores when compared to the i.v. dose of free uPA no matter with or without US intervention. Meanwhile, the preservation ability of the nanogels not only prolonged the circulation duration of the protein, but also resulted in the better blood-brain barrier protection of the nUK formulation, showing no increased risk on the hemorrhagic transformation than the controls. This work suggests that the nUK is a safe sonothrombolytic formulation for the treatment of acute ischemic stroke. Ultrasonic responsive urokinase (uPA)-loaded hollow nanogels (nUK) were synthesized for stroke treatment. Acute ischemic stroke rat model was established by suture embolization of middle cerebral artery. The nUK enhanced the sonothrombolytic efficacy and led to better BBB protection compared to the free uPA.
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Key Words
- BBB, blood-brain barrier
- CCA, common carotid artery
- EB, evens blue
- ELIP, echogenic liposomes
- HT, hemorrhagic transformation
- Hb, hemoglobin
- Hollow nanogel
- In vivo evaluation
- MCA, middle cerebral artery
- MCAO, middle cerebral artery occlusion
- MRI, magnetic resonance imaging
- SD, Sprague-Dawley
- TCD, Transcranial Doppler
- TTC, 2,3,5-triphenyltetrazolium chloride
- Thrombolysis
- UK+US, ultrasound and free urokinase
- UK, urokinase
- US, ultrasound
- Ultrasound responsive
- Urokinase delivery
- nUK+US, ultrasound and uPA-loaded nanogels
- nUK, uPA-loaded nanogels
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Affiliation(s)
- Yuming Teng
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Haiqiang Jin
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Ding Nan
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Mengnan Li
- State Key Laboratory of Polymer Physics and Chemistry, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Chenghe Fan
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Yuanyuan Liu
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Pu Lv
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Wei Cui
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Yongan Sun
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Hongjun Hao
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
| | - Xiaozhong Qu
- College of Materials and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zhenzhong Yang
- State Key Laboratory of Polymer Physics and Chemistry, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Yining Huang
- Department of Neurology, Peking University First Hospital, Beijing 100034, China
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41
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Cherian I, Beltran M, Landi A, Alafaci C, Torregrossa F, Grasso G. Introducing the concept of “CSF-shift edema” in traumatic brain injury. J Neurosci Res 2017; 96:744-752. [DOI: 10.1002/jnr.24145] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Revised: 07/11/2017] [Accepted: 08/07/2017] [Indexed: 12/25/2022]
Affiliation(s)
- Iype Cherian
- Department of Neurosurgery; College of Medical Sciences; Bharatpur Nepal
| | - Margarita Beltran
- Servicio de Radiología; Hospital Universitario Miguel Servet; Zaragoza España
| | - Alessandro Landi
- Department of Neurology and Psychiatry, Division of Neurosurgery; “Sapienza” University of Rome; Italy
| | - Concetta Alafaci
- Department of Neurosurgery; University of Messina; Messina Italy
| | - Fabio Torregrossa
- Neurosurgical Clinic, Department of Experimental Biomedicine & Clinical Neurosciences; University of Palermo; Italy
| | - Giovanni Grasso
- Neurosurgical Clinic, Department of Experimental Biomedicine & Clinical Neurosciences; University of Palermo; Italy
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42
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Geng J, Wang L, Qu M, Song Y, Lin X, Chen Y, Mamtilahun M, Chen S, Zhang Z, Wang Y, Yang GY. Endothelial progenitor cells transplantation attenuated blood-brain barrier damage after ischemia in diabetic mice via HIF-1α. Stem Cell Res Ther 2017; 8:163. [PMID: 28697748 PMCID: PMC5505148 DOI: 10.1186/s13287-017-0605-3] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2016] [Revised: 04/20/2017] [Accepted: 06/07/2017] [Indexed: 12/20/2022] Open
Abstract
Background Blood-brain barrier impairment is a major indicator of endothelial dysfunction in diabetes. Studies showed that endothelial progenitor cell (EPC) transplantation promoted angiogenesis and improved function recovery after hind limb ischemia in diabetic mice. The effect of EPC transplantation on blood-brain barrier integrity after cerebral ischemia in diabetic animals is unknown. The aim of this study is to explore the effect of EPC transplantation on the integrity of the blood-brain barrier after cerebral ischemia in diabetic mice. Methods EPCs were isolated by density gradient centrifugation and characterized by flow cytometry and immunostaining. Diabetes was induced in adult male C57BL/6 mice by a single injection of streptozotocin at 4 weeks before surgery. Diabetic mice underwent 90-minute transient middle cerebral artery occlusion surgery and received 1 × 106 EPCs transplantation immediately after reperfusion. Brain infarct volume, blood-brain barrier permeability, tight junction protein expression, and hypoxia inducible factor-1α (HIF-1α) mRNA level were examined after treatment. Results We demonstrated that neurological deficits were attenuated and brain infarct volume was reduced in EPC-transplanted diabetic mice after transient cerebral ischemia compared to the controls (p < 0.05). Blood-brain barrier leakage and tight junction protein degradation were reduced in EPC-transplanted mice (p <0.05). EPCs upregulated HIF-1α expression while HIF-1α inhibitor PX-478 abolished the beneficial effect of EPCs. Conclusions We conclude that EPCs protected blood-brain barrier integrity after focal ischemia in diabetic mice through upregulation of HIF-1α signaling.
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Affiliation(s)
- Jieli Geng
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.,Department of Neurology, Shanghai Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Liping Wang
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.,Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Meijie Qu
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.,Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Yaying Song
- Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Xiaojie Lin
- Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Yajing Chen
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.,Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Muyassar Mamtilahun
- Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Shengdi Chen
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China
| | - Zhijun Zhang
- Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China
| | - Yongting Wang
- Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China.
| | - Guo-Yuan Yang
- Department of Neurology, Shanghai Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China. .,Neuroscience and Neuroengineering Research Center, Med-X Research Institute and School of Biomedical Engineering, Shanghai Jiao Tong University, 1954 Hua Shan Road, Shanghai, 200030, China.
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Hu Q, Manaenko A, Bian H, Guo Z, Huang JL, Guo ZN, Yang P, Tang J, Zhang JH. Hyperbaric Oxygen Reduces Infarction Volume and Hemorrhagic Transformation Through ATP/NAD +/Sirt1 Pathway in Hyperglycemic Middle Cerebral Artery Occlusion Rats. Stroke 2017; 48:1655-1664. [PMID: 28495827 DOI: 10.1161/strokeaha.116.015753] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2016] [Revised: 03/28/2017] [Accepted: 03/31/2017] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND PURPOSE Energy depletion is a critical factor leading to cell death and brain dysfunction after ischemic stroke. In this study, we investigated whether energy depletion is involved in hyperglycemia-induced hemorrhagic transformation after ischemic stroke and determined the pathway underlying the beneficial effects of hyperbaric oxygen (HBO). METHODS After 2-hour middle cerebral artery occlusion, hyperglycemia was induced by injecting 50% dextrose (6 mL/kg) intraperitoneally at the onset of reperfusion. Immediately after it, rats were exposed to HBO at 2 atmospheres absolutes for 1 hour. ATP synthase inhibitor oligomycin A, nicotinamide phosphoribosyl transferase inhibitor FK866, or silent mating type information regulation 2 homolog 1 siRNA was administrated for interventions. Infarct volume, hemorrhagic volume, and neurobehavioral deficits were recorded; the level of blood glucose, ATP, and nicotinamide adenine dinucleotide and the activity of nicotinamide phosphoribosyl transferase were monitored; the expression of silent mating type information regulation 2 homolog 1, acetylated p53, acetylated nuclear factor-κB, and cleaved caspase 3 were detected by Western blots; and the activity of matrix metalloproteinase-9 was assayed by zymography. RESULTS Hyperglycemia deteriorated energy metabolism and reduced the level of ATP and nicotinamide adenine dinucleotide and exaggerated hemorrhagic transformation, blood-brain barrier disruption, and neurological deficits after middle cerebral artery occlusion. HBO treatment increased the levels of the ATP and nicotinamide adenine dinucleotide and consequently increased silent mating type information regulation 2 homolog 1, resulting in attenuation of hemorrhagic transformation, brain infarction, as well as improvement of neurological function in hyperglycemic middle cerebral artery occlusion rats. CONCLUSIONS HBO induced activation of ATP/nicotinamide adenine dinucleotide/silent mating type information regulation 2 homolog 1 pathway and protected blood-brain barrier in hyperglycemic middle cerebral artery occlusion rats. HBO might be promising approach for treatment of acute ischemic stroke patients, especially patients with diabetes mellitus or treated with r-tPA (recombinant tissue-type plasminogen activator).
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Affiliation(s)
- Qin Hu
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Anatol Manaenko
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Hetao Bian
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Zongduo Guo
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Jun-Long Huang
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Zhen-Ni Guo
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Peng Yang
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - Jiping Tang
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.)
| | - John H Zhang
- From the Discipline of Neuroscience, Department of Anatomy, Histology and Embryology, Shanghai Jiao Tong University School of Medicine, China (Q.H., J.-L.H.); Departments of Physiology and Pharmacology (Q.H., H.B., Z.G., Z.-N.G., P.Y., J.T., J.H.Z.) and Department of Anesthesiology (J.H.Z.), Loma Linda University School of Medicine, CA; and Department of Neurology, University of Erlangen-Nuremberg, Germany (A.M.).
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Chandra A, Stone CR, Du X, Li WA, Huber M, Bremer R, Geng X, Ding Y. The cerebral circulation and cerebrovascular disease III: Stroke. Brain Circ 2017; 3:66-77. [PMID: 30276307 PMCID: PMC6126259 DOI: 10.4103/bc.bc_12_17] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 06/15/2017] [Accepted: 06/21/2017] [Indexed: 01/18/2023] Open
Abstract
In this paper, our review series on cerebrovascular disease anatomy, physiology, and pathology ends with a thorough discussion of the most significant cerebrovascular pathology: stroke. This discussion proceeds through two layers of organization. First, stroke is divided up into its main etiologic categories (ischemic stroke/transient ischemic attack, hemorrhagic stroke, and ischemic to hemorrhagic transformation). Then, the epidemiological, pathophysiological, clinical, and therapeutic (employed currently as well as emerging) aspects of each etiology are explored; emphasis is placed upon the therapeutic aspects. Finally, once we have covered all aspects of each etiologic category, we end our review with a defense of the thesis that there is much hope for the future of stroke treatment to be derived from familiarity with the literature on emerging therapies.
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Affiliation(s)
- Ankush Chandra
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
| | - Christopher R. Stone
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
| | - Xiangnan Du
- Department of Neurology, Beijing Luhe Hospital, Capital Medical University, Beijing, China
| | - William A. Li
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
| | - Mitchell Huber
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
| | - Richard Bremer
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
| | - Xiaokun Geng
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
- Department of Neurology, Beijing Luhe Hospital, Capital Medical University, Beijing, China
| | - Yuchuan Ding
- Department of Neurosurgery, Wayne State University School of Medicine, Detroit, MI, USA
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Xu X, Li C, Wan T, Gu X, Zhu W, Hao J, Bao H, Zuo L, Hu H, Li G. Risk Factors for Hemorrhagic Transformation After Intravenous Thrombolysis in Acute Cerebral Infarction: A Retrospective Single-Center Study. World Neurosurg 2017; 101:155-160. [PMID: 28185970 DOI: 10.1016/j.wneu.2017.01.091] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 01/20/2017] [Accepted: 01/25/2017] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To investigate the risk factors for hemorrhagic transformation (HT) after intravenous thrombolysis using a recombinant tissue plasminogen activator (r-tPA) in acute cerebral infarction. METHODS Patients with acute cerebral infarction receiving r-tPA thrombolysis in Shanghai Eastern Hospital were retrospectively studied. Based on the cranial computed tomography or magnetic resonance imaging examination, after the intravenous thrombolysis, the patients were divided into 2 groups: an HT group and a non-HT group. The information was collected before or after thrombolysis. RESULTS A total of 162 patients were included in the analysis. The age ranged from 25 to 86 years, with an average age of 65.6 ± 10.6 years. The average time from disease onset to thrombolysis was 188 ± 53.1 minutes. Cranial computed tomography or magnetic resonance imaging showed that 20 patients (12.3%) had HT after thrombolysis. Using univariate analysis, history of atrial fibrillation, positive expression of urinary protein, and high National Institutes of Health Stroke Scale (NIHSS) score before thrombolysis, we found that there was a significant difference between the HT and non-HT group (P < 0.05) in the level of mean systolic pressure (MSP) 24 hours after thrombolysis. Multivariate logistic regression analysis indicated that age ≥80 years, MSP ≥140 mm Hg, NIHSS score, and fibrinogen concentration before thrombolysis were risk factors for HT after thrombolysis in patients with acute cerebral infarction. CONCLUSIONS Age, MSP, NIHSS score, and fibrinogen concentration before thrombolysis are risk factors for HT after thrombolysis in acute cerebral infarction. These 4 factors should be carefully taken into account before thrombolysis.
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Affiliation(s)
- Xiahong Xu
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Changsong Li
- Department of Neurology, Shanghai East Hospital, Dalian Medical University, Shanghai, China
| | - Ting Wan
- Department of Neurology, Shanghai East Hospital, Dalian Medical University, Shanghai, China
| | - Xiaobo Gu
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Wenxia Zhu
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Junjie Hao
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Huan Bao
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Lian Zuo
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Hui Hu
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China.
| | - Gang Li
- Department of Neurology, East Hospital, Tongji University School of Medicine, Shanghai, China.
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Heit JJ, Iv M, Wintermark M. Imaging of Intracranial Hemorrhage. J Stroke 2016; 19:11-27. [PMID: 28030895 PMCID: PMC5307932 DOI: 10.5853/jos.2016.00563] [Citation(s) in RCA: 89] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Revised: 07/24/2016] [Accepted: 07/25/2016] [Indexed: 12/19/2022] Open
Abstract
Intracranial hemorrhage is common and is caused by diverse pathology, including trauma, hypertension, cerebral amyloid angiopathy, hemorrhagic conversion of ischemic infarction, cerebral aneurysms, cerebral arteriovenous malformations, dural arteriovenous fistula, vasculitis, and venous sinus thrombosis, among other causes. Neuroimaging is essential for the treating physician to identify the cause of hemorrhage and to understand the location and severity of hemorrhage, the risk of impending cerebral injury, and to guide often emergent patient treatment. We review CT and MRI evaluation of intracranial hemorrhage with the goal of providing a broad overview of the diverse causes and varied appearances of intracranial hemorrhage.
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Affiliation(s)
- Jeremy J Heit
- Stanford University Hospital, Department of Radiology, Neuroimaging and Neurointervention Division, CA, USA
| | - Michael Iv
- Stanford University Hospital, Department of Radiology, Neuroimaging and Neurointervention Division, CA, USA
| | - Max Wintermark
- Stanford University Hospital, Department of Radiology, Neuroimaging and Neurointervention Division, CA, USA
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Stokum JA, Gerzanich V, Simard JM. Molecular pathophysiology of cerebral edema. J Cereb Blood Flow Metab 2016; 36:513-38. [PMID: 26661240 PMCID: PMC4776312 DOI: 10.1177/0271678x15617172] [Citation(s) in RCA: 376] [Impact Index Per Article: 47.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Revised: 10/21/2015] [Accepted: 10/22/2015] [Indexed: 12/25/2022]
Abstract
Advancements in molecular biology have led to a greater understanding of the individual proteins responsible for generating cerebral edema. In large part, the study of cerebral edema is the study of maladaptive ion transport. Following acute CNS injury, cells of the neurovascular unit, particularly brain endothelial cells and astrocytes, undergo a program of pre- and post-transcriptional changes in the activity of ion channels and transporters. These changes can result in maladaptive ion transport and the generation of abnormal osmotic forces that, ultimately, manifest as cerebral edema. This review discusses past models and current knowledge regarding the molecular and cellular pathophysiology of cerebral edema.
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Affiliation(s)
- Jesse A Stokum
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, USA
| | - Volodymyr Gerzanich
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, USA
| | - J Marc Simard
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, USA Department of Pathology, University of Maryland School of Medicine, Baltimore, USA Department of Physiology, University of Maryland School of Medicine, Baltimore, USA
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48
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Cui W, Liu R, Jin H, Lv P, Sun Y, Men X, Yang S, Qu X, Yang Z, Huang Y. pH gradient difference around ischemic brain tissue can serve as a trigger for delivering polyethylene glycol-conjugated urokinase nanogels. J Control Release 2016; 225:53-63. [DOI: 10.1016/j.jconrel.2016.01.028] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Revised: 12/16/2015] [Accepted: 01/13/2016] [Indexed: 10/22/2022]
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Öcek L, Güner D, Uludağ İF, Tiftikçioğlu Bİ, Zorlu Y. Risk Factors for Hemorrhagic Transformation in Patients with Acute Middle Cerebral Artery Infarction. Noro Psikiyatr Ars 2015; 52:342-345. [PMID: 28360737 DOI: 10.5152/npa.2015.8792] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Accepted: 10/13/2014] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION Hemorrhagic transformation (HT) after acute ischemic stroke (AIS) can be seen at any time following ischemic stroke. Although HT usually occurs as a complication of antithrombotic, anticoagulant, or thrombolytic treatments, it can also occur spontaneously. We aimed to investigate the occurrence of early HT and its relevant risk factors in patients diagnosed with acute middle cerebral artery (MCA) infarction who were not treated with thrombolytic agents. METHODS We recruited 171 patients with acute MCA infarction between January 2011 and July 2012 who were not treated with thrombolytic agents and were suitable to our inclusion criteria. Controlled neuroimaging was performed immediately in patients with deterioration, otherwise on day 7 following stroke. All patients were investigated for AIS risk factors and biochemical analyses were performed. Patients with HT in controlled neuroimaging were grouped both clinically (i.e., symptomatic or asymptomatic) and radiologically, according to "European Cooperative Acute Stroke Radiological Study" (ECASS), and risk factors were examined. RESULTS We enrolled 171 patients [94 men (55%) and 77 women (45%)] in the study. HT developed in 37 patients (21.63%). In terms of risk factor analysis, the most frequent etiological factor was atherosclerosis in AIS patients (50.3%). National Institutes of Health Stroke Scale scores were significantly higher both in sHT patients according to asHT patients and in HT patients on day 7 compared with their initial scores. Serum low-density lipoprotein (LDL-C), triglycerides (TG), and total cholesterol (TC) levels were significantly lower in patients with HT (p<.001). CONCLUSION HT is a major complication in AIS that considerably increases the morbidity and mortality. To reduce the occurrence of HT, risk factors for each patient population should be determined. Acute thrombolytic therapy should be used cautiously in high-risk patients, and appropriate alternative therapies should be revised in them.
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Affiliation(s)
- Levent Öcek
- Clinic of Neurology, İzmir Tepecik Training and Research Hospital, İzmir, Turkey
| | - Derya Güner
- Clinic of Neurology, İzmir Tepecik Training and Research Hospital, İzmir, Turkey
| | - İrem Fatma Uludağ
- Clinic of Neurology, İzmir Tepecik Training and Research Hospital, İzmir, Turkey
| | | | - Yaşar Zorlu
- Clinic of Neurology, İzmir Tepecik Training and Research Hospital, İzmir, Turkey
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50
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Zhu Z, Fu Y, Tian D, Sun N, Han W, Chang G, Dong Y, Xu X, Liu Q, Huang D, Shi FD. Combination of the Immune Modulator Fingolimod With Alteplase in Acute Ischemic Stroke: A Pilot Trial. Circulation 2015. [PMID: 26202811 DOI: 10.1161/circulationaha.115.016371] [Citation(s) in RCA: 203] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND Inflammatory and immune responses triggered by brain ischemia worsen clinical outcomes of stroke and contribute to hemorrhagic transformation, massive edema, and reperfusion injury associated with intravenous alteplase. We assessed whether a combination of the immune-modulator fingolimod and alteplase is safe and effective in attenuating reperfusion injury in patients with acute ischemic stroke treated within the first 4.5 hours of symptom onset. METHODS AND RESULTS In this multicenter trial, we randomly assigned 25 eligible patients with hemispheric ischemic stroke stemming from anterior or middle cerebral arterial occlusion to receive alteplase alone and 22 patients to receive alteplase plus oral fingolimod 0.5 mg daily for 3 consecutive days within 4.5 hours of the onset of ischemic stroke. Compared with patients who received alteplase alone, patients who received the combination of fingolimod with alteplase exhibited lower circulating lymphocytes, smaller lesion volumes (10.1 versus 34.3 mL; P=0.04), less hemorrhage (1.2 versus 4.4 mL; P=0.01), and attenuated neurological deficits in National Institute of Health Stroke Scales (4 versus 2; P=0.02) at day 1. Furthermore, restrained lesion growth from day 1 to 7 (-2.3 versus 12.1 mL; P<0.01) with a better recovery at day 90 (modified Rankin Scale score 0-1, 73% versus 32%; P<0.01) was evident in patients given fingolimod and alteplase. No serious adverse events were recorded in all patients. CONCLUSIONS In this pilot study, combination therapy of fingolimod and alteplase was well tolerated, attenuated reperfusion injury, and improved clinical outcomes in patients with acute ischemic stroke. These findings need to be tested in further clinical trials. CLINICAL TRIAL REGISTRATION URL: http://www.clinicaltrials.gov. Unique identifier: NCT02002390.
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Affiliation(s)
- Zilong Zhu
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China.,Department of Neurology, Tianjin HuanHu Hospital, Tianjin, China
| | - Ying Fu
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Decai Tian
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Na Sun
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Wei Han
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Guoqiang Chang
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Yinhua Dong
- Department of Neurology, Tianjin Forth Central Hospital, Tianjin, China
| | - Xiaolin Xu
- Department of Neurology, Barrow Neurological Institute, St. Joseph's Hospital and Medical Center, Phoenix, AZ
| | - Qiang Liu
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China.,Department of Neurology, Tianjin HuanHu Hospital, Tianjin, China
| | - Deren Huang
- Neurology and Neuroscience Associates, Unity Health Network, Akron, OH
| | - Fu-Dong Shi
- Departments of Neurology, Immunology, Radiology, Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China.,Department of Neurology, Tianjin HuanHu Hospital, Tianjin, China
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