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Uniken Venema SM, Dankbaar JW, van der Lugt A, Dippel DWJ, van der Worp HB. Cerebral Collateral Circulation in the Era of Reperfusion Therapies for Acute Ischemic Stroke. Stroke 2022; 53:3222-3234. [PMID: 35938420 DOI: 10.1161/strokeaha.121.037869] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Clinical outcomes of patients with acute ischemic stroke depend in part on the extent of their collateral circulation. A good collateral circulation has also been associated with greater benefit of intravenous thrombolysis and endovascular treatment. Treatment decisions for these reperfusion therapies are increasingly guided by a combination of clinical and imaging parameters, particularly in later time windows. Computed tomography and magnetic resonance imaging enable a rapid assessment of both the collateral extent and cerebral perfusion. Yet, the role of the collateral circulation in clinical decision-making is currently limited and may be underappreciated due to the use of rather coarse and rater-dependent grading methods. In this review, we discuss determinants of the collateral circulation in patients with acute ischemic stroke, report on commonly used and emerging neuroimaging techniques for assessing the collateral circulation, and discuss the therapeutic and prognostic implications of the collateral circulation in relation to reperfusion therapies for acute ischemic stroke.
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Affiliation(s)
- Simone M Uniken Venema
- Department of Neurology and Neurosurgery, Brain Center, University Medical Center Utrecht, the Netherlands. (S.M.U.V., H.B.v.d.W.)
| | - Jan Willem Dankbaar
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, the Netherlands. (J.W.D.)
| | - Aad van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus Medical Center Rotterdam, the Netherlands. (A.v.d.L.)
| | - Diederik W J Dippel
- Department of Neurology, Erasmus Medical Center Rotterdam, the Netherlands. (D.W.J.D.)
| | - H Bart van der Worp
- Department of Neurology and Neurosurgery, Brain Center, University Medical Center Utrecht, the Netherlands. (S.M.U.V., H.B.v.d.W.)
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Shi J, Wu H, Dong Z, Liang X, Liu Q, Zhu W, Zhou C, Lu M, Liu J, Su X, Lu G, Cheng X. Automated quantitative lesion water uptake in acute stroke is a predictor of malignant cerebral edema. Eur Radiol 2022. [PMID: 34989845 DOI: 10.1007/s00330-021-08443-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/23/2021] [Accepted: 09/29/2021] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Net water uptake (NWU) has been shown to have a linear relationship with brain edema. Based on an automated-Alberta Stroke Program Early Computed Tomography Score (ASPECTS) technique, we automatically derived NWU from baseline multimodal computed tomography (CT), namely ASPECTS-NWU. We aimed to determine if ASPECTS-NWU can predict the development of malignant cerebral edema (MCE). METHODS One hundred and forty-six patients with large-vessel occlusion were retrospectively enrolled. Quantitative NWU based on automated-ASPECTS was measured both on nonenhanced CT (NECT) and CT angiography (CTA), namely NECT-ASPECT-NWU and CTA-ASPECTS-NWU. The correlation between ASPECTS-NWU and cerebral edema (CED) grades was calculated using Spearman rank correlation. Univariate logistic regression was used to assess the effect of radiological and clinical features on MCE, and a multivariable model with significant factors from the univariate regression analysis was built. Receiver operating characteristic (ROC) was obtained and area under curve (AUC) was compared. RESULTS CTA-ASPECTS-NWU had a moderate positive correlation with CED grades (r = 0.62; 95% confidence interval [CI], 0.51-0.71; p < 0.001). The CTA-ASPECTS-NWU performed better than the NECT-ASPECTS-NWU with AUC: 0.88 vs. 0.71 (p < 0.001). Multivariable logistic regression model integrating CTA-ASPECTS-NWU, collateral score, and age showed the CTA-ASPECTS-NWU was an independent predictor of MCE with an AUC of 0.94 (95% CI: 0.90-0.98; p < 0.001). CONCLUSIONS This study demonstrates that ASPECTS-NWU is a quantitative predictor of MCE after large-vessel occlusion of the middle cerebral artery territory. The multivariable logistic regression model may enhance the identification of patients with MCE needing anti-edematous treatment. KEY POINTS • The automated-ASPECTS technique can automatically detect the affected regions with early ischemic changes and NWU could be manually calculated. • The CTA-ASPECTS-NWU performs better than the NECT-ASPECTS-NWU on predicting the development of MCE. • The multivariable logistic regression model may enhance the identification of patients with MCE needing anti-edematous treatment.
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Huang ZX, Li YK, Li SZ, Huang XJ, Chen Y, Hong QL, Cai QK, Han YF. A Dynamic Nomogram for 3-Month Prognosis for Acute Ischemic Stroke Patients After Endovascular Therapy: A Pooled Analysis in Southern China. Front Aging Neurosci 2021; 13:796434. [PMID: 34966271 PMCID: PMC8710662 DOI: 10.3389/fnagi.2021.796434] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Accepted: 11/22/2021] [Indexed: 11/13/2022] Open
Abstract
Cerebral edema (CDE) is a common complication in patients with acute ischemic stroke (AIS) and can reduce the benefit of endovascular therapy (EVT). To determine whether certain risk factors are associated with a poor prognosis mediated by CDE after EVT. The 759 patients with anterior circulation stroke treated by EVT at three comprehensive stroke centers in China from January 2014 to October 2020 were analyzed. Patients underwent follow-up for 3 months after inclusion. The primary endpoint was a measure of a poor prognosis (modified Rankin Scale score ≥ 3) at 3 months assessed in all patients receiving EVT. Least absolute shrinkage and selection operator and multivariate logistic regression were used to select variables for the prognostic nomogram. Based on these variables, the nomogram was established and validated. In addition, structural equation modeling was used to explore the pathways linking CDE and a poor prognosis. Seven predictors were identified, namely, diabetes, age, baseline Alberta Stroke Program Early CT score, modified Thrombolysis in Cerebral Infarction score, early angiogenic CDE, National Institutes of Health Stroke Scale score, and collateral circulation. The nomogram consisting of these variables showed the best performance, with a large area under the curve in both the internal validation set (0.850; sensitivity, 0.737; specificity, 0.887) and external validation set (0.875; sensitivity, 0.752; specificity, 0.878). In addition, CDE (total path coefficient = 0.24, P < 0.001) served as a significant moderator. A nomogram for predicting a poor prognosis after EVT in AIS patients was established and validated with CDE as a moderator.
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Affiliation(s)
- Zhi-Xin Huang
- Department of Neurology, Guangdong Second Provincial General Hospital, Guangzhou, China.,Department of Neurology, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China.,The School of Medicine, Jinan University, Guangzhou, China
| | - Yong-Kun Li
- Department of Neurology, Fujian Provincial Hospital, Shengli Clinical College of Fujian Medical University, Fuzhou, China.,Department of Neurology, Xiamen Key Laboratory of Brain Center, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Shi-Zhan Li
- Department of Neurology, The No. 1 People's Hospital of Yulin, Yulin, China
| | - Xian-Jun Huang
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, China
| | - Ying Chen
- Department of Neurology, Xiamen Key Laboratory of Brain Center, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Quan-Long Hong
- Department of Neurology, The First Hospital of Quanzhou Affiliated to Fujian Medical University, Quanzhou, China
| | - Qian-Kun Cai
- Department of Neurology, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Yun-Fei Han
- Department of Neurology, Medical School of Nanjing University, Jinling Hospital, Nanjing, China
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Fabritius MP, Wölfer TA, Herzberg M, Tiedt S, Puhr-Westerheide D, Grosu S, Maurus S, Geyer T, Curta A, Kellert L, Küpper C, Liebig T, Ricke J, Dimitriadis K, Kunz WG, Zimmermann H, Reidler P. Course of Early Neurologic Symptom Severity after Endovascular Treatment of Anterior Circulation Large Vessel Occlusion Stroke: Association with Baseline Multiparametric CT Imaging and Clinical Parameters. Diagnostics (Basel) 2021; 11:1272. [PMID: 34359354 DOI: 10.3390/diagnostics11071272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 07/01/2021] [Accepted: 07/12/2021] [Indexed: 11/25/2022] Open
Abstract
Background: Neurologic symptom severity and deterioration at 24 hours (h) predict long-term outcomes in patients with acute large vessel occlusion (LVO) stroke of the anterior circulation. We aimed to examine the association of baseline multiparametric CT imaging and clinical factors with the course of neurologic symptom severity in the first 24 h after endovascular treatment (EVT). Methods: Patients with LVO stroke of the anterior circulation were selected from a prospectively acquired consecutive cohort of patients who underwent multiparametric CT, including non-contrast CT, CT angiography and CT perfusion before EVT. The symptom severity was assessed on admission and after 24 h using the 42-point National Institutes of Health Stroke Scale (NIHSS). Clinical and imaging data were compared between patients with and without early neurological deterioration (END). END was defined as an increase in ≥4 points, and a significant clinical improvement as a decrease in ≥4 points, compared to NIHSS on admission. Multivariate regression analyses were used to determine independent associations of imaging and clinical parameters with NIHSS score increase or decrease in the first 24 h. Results: A total of 211 patients were included, of whom 38 (18.0%) had an END. END was significantly associated with occlusion of the internal carotid artery (odds ratio (OR), 4.25; 95% CI, 1.90–9.47) and the carotid T (OR, 6.34; 95% CI, 2.56–15.71), clot burden score (OR, 0.79; 95% CI, 0.68–0.92) and total ischemic volume (OR, 1.01; 95% CI, 1.00–1.01). In a comprehensive multivariate analysis model including periprocedural parameters and complications after EVT, carotid T occlusion remained independently associated with END, next to reperfusion status and intracranial hemorrhage. Favorable reperfusion status and small ischemic core volume were associated with clinical improvement after 24 h. Conclusions: The use of imaging parameters as a surrogate for early NIHSS progression in an acute LVO stroke after EVT reached limited performance with only carotid T occlusion as an independent predictor of END. Reperfusion status and early complications in terms of intracranial hemorrhage are critical factors that influence patient outcome in the acute stroke phase after EVT.
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Bechstein M, Meyer L, Breuel S, Faizy TD, Hanning U, van Horn N, McDonough R, Fiehler J, Broocks G. Computed Tomography Based Score of Early Ischemic Changes Predicts Malignant Infarction. Front Neurol 2021; 12:669828. [PMID: 34163425 PMCID: PMC8215705 DOI: 10.3389/fneur.2021.669828] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 05/14/2021] [Indexed: 12/23/2022] Open
Abstract
Background and Purpose: Identification of ischemic stroke patients at high risk of developing life-threatening malignant infarction at an early stage is critical to consider more rigorous monitoring and further therapeutic measures. We hypothesized that a score consisting of simple measurements of visually evident ischemic changes in non-enhanced CT (NEMMI score) predicts malignant middle cerebral artery (MCA) infarctions (MMI) with similar diagnostic power compared to other baseline clinical and imaging parameters. Methods: One hundred and nine patients with acute proximal MCA occlusion were included. Fifteen (13.8%) patients developed MMI. NEMMI score was defined using the sum of the maximum diameter (anterior-posterior plus medio-lateral) of the hypoattenuated lesion in baseline-CT multiplied by a hypoattenuation factor (3-point visual grading in non-enhanced CT, no/subtle/clear hypoattenuation = 1/2/3). Receiver operating characteristic (ROC) curve analysis and multivariable logistic regression analysis were used to calculate the predictive values of the NEMMI score, baseline clinical and other imaging parameters. Results: The median NEMMI score at baseline was 13.6 (IQR: 11.6-31.1) for MMI patients, and 7.7 (IQR: 3.9-11.2) for patients with non-malignant infarctions (p < 0.0001). Based on ROC curve analysis, a NEMMI score >10.5 identified MMI with good discriminative power (AUC: 0.84, sensitivity/specificity: 93.3/70.7%), which was higher compared to age (AUC: 0.76), NIHSS (AUC: 0.61), or ischemic core volume (AUC: 0.80). In multivariable logistic regression analysis, NEMMI score was significantly and independently associated with MMI (OR: 1.33, 95%CI: 1.13-1.56, p < 0.001), adjusted for recanalization status. Conclusion: The NEMMI score is a quick and simple rating tool of early ischemic changes on CT and could serve as an important surrogate marker for developing malignant edema. Its diagnostic accuracy was similar to CTP and clinical parameters.
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Affiliation(s)
- Matthias Bechstein
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Lukas Meyer
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Silke Breuel
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tobias D Faizy
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Uta Hanning
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Noel van Horn
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Rosalie McDonough
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jens Fiehler
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Gabriel Broocks
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Xia H, Sun H, He S, Zhao M, Huang W, Zhang Z, Xue Y, Fu P, Chen W. Absent Cortical Venous Filling Is Associated with Aggravated Brain Edema in Acute Ischemic Stroke. AJNR Am J Neuroradiol 2021; 42:1023-1029. [PMID: 33737267 DOI: 10.3174/ajnr.a7039] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 12/01/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND PURPOSE Predicting malignant cerebral edema can help identify patients who may benefit from appropriate evidence-based interventions. We investigated whether absent cortical venous filling is associated with more pronounced early brain edema, which leads to malignant cerebral edema. MATERIALS AND METHODS Patients with acute ischemic stroke caused by large-vessel occlusion in the MCA territory who presented between July 2017 and September 2019 to our hospital were included. Collateral filling was rated using the modified Tan scale on CTA, and good collaterals were defined as a score of 2-3. The Cortical Vein Opacification Score (COVES) was calculated, and absent cortical venous filling was defined as a score of 0. Early brain edema was determined using net water uptake on baseline CT images. Malignant cerebral edema was defined as a midline shift of ≥5 mm on follow-up imaging or a massive cerebral swelling leading to decompressive hemicraniectomy or death. Multivariate linear and logistic regression models were performed to analyze data. RESULTS A total of 163 patients were included. Net water uptake was significantly higher in patients with absent than in those with favorable cortical venous filling (8.1% versus 4.2%; P < .001). In the multivariable regression analysis, absent cortical venous filling (β = 2.04; 95% CI, 0.75-3.32; P = .002) was significantly and independently associated with higher net water uptake. Absent cortical venous filling (OR, 14.68; 95% CI, 4.03-53.45; P < .001) and higher net water uptake (OR, 1.29; 95% CI, 1.05-1.58; P = .016) were significantly associated with increased likelihood of malignant cerebral edema. CONCLUSIONS Patients with absent cortical venous filling were associated with an increased early brain edema and a higher risk of malignant cerebral edema. These patients may be targeted for optimized adjuvant antiedematous treatment.
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Affiliation(s)
- H Xia
- From the Department of Radiology (H.X.), Shaoxing People's Hospital (Shaoxing Hospital, Zhejiang University School of Medicine), Shaoxing, Zhejiang, China
| | - H Sun
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - S He
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - M Zhao
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - W Huang
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Z Zhang
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Y Xue
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - P Fu
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - W Chen
- Department of Radiology (H.S., S.H., M.Z., W.H., Z.Z., Y.X., P.F., W.C.), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
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Bernsen MLE, Kauw F, Martens JM, van der Lugt A, Yo LS, van Walderveen MA, Roos YB, van der Worp HB, Dankbaar JW, Hofmeijer J. Malignant infarction after endovascular treatment: Incidence and prediction. Int J Stroke 2021; 17:198-206. [PMID: 33724092 DOI: 10.1177/17474930211006290] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Early prediction of malignant infarction may guide treatment decisions. For patients who received endovascular treatment, the risk of malignant infarction is unknown and risk factors are unrevealed. AIMS The objective of this study is to estimate the incidence of malignant infarction after endovascular treatment in patients with an occlusion of the anterior circulation, to identify independent risk factors, and to establish a model for prediction. METHODS We analyzed patients who received endovascular treatment for a large vessel occlusion in the anterior circulation within 6.5 h after symptom onset, included in the Dutch MR CLEAN Registry between March 2014 and June 2016. We compared patients with and without malignant infarction. Candidate predictors were incorporated in a multivariable binary logistic regression model. The final prediction model was established using backward elimination. Discrimination and calibration were evaluated with the area under the receiver operating characteristic curve (AUROC) and the Hosmer-Lemeshow test. RESULTS Of 1445 patients, 82 (6%) developed malignant infarction. Independent predictors were lower age, higher National Institutes of Health Stroke Scale (NIHSS), lower alberta stroke program early CT score (ASPECTS), internal carotid artery occlusion, lower collateral score, longer times from onset to groin puncture, and unsuccessful reperfusion. The AUROC of a prediction model combining these features was 0.83 (95% confidence interval (CI): 0.79-0.88) and the Hosmer-Lemeshow test indicated appropriate calibration (P = 0.937). CONCLUSION The risk of malignant infarction after endovascular treatment started within 6.5 h of stroke onset is approximately 6%. Successful reperfusion decreases the risk. A prediction model combining easily retrievable measures of age, ASPECTS, collateral status, and reperfusion shows good discrimination between patients who will develop malignant infarction and those who will not.
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Affiliation(s)
| | - Frans Kauw
- Department of Neurology and Neurosurgery, Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Radiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jasper M Martens
- Department of Radiology & Nuclear Medicine, Rijnstate Hospital, Arnhem, The Netherlands
| | - Aad van der Lugt
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Lonneke Sf Yo
- Department of Radiology, Catharina Hospital, Eindhoven, The Netherlands
| | | | - Yvo Bwem Roos
- Department of Neurology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - H Bart van der Worp
- Department of Radiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jan W Dankbaar
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Jeannette Hofmeijer
- Department of Neurology, Rijnstate Hospital, Arnhem, The Netherlands.,Faculty of Science and Technology, Technical Medical Center, University of Twente, Enschede, The Netherlands
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Fu B, Qi S, Tao L, Xu H, Kang Y, Yao Y, Yang B, Duan Y, Chen H. Image Patch-Based Net Water Uptake and Radiomics Models Predict Malignant Cerebral Edema After Ischemic Stroke. Front Neurol 2021; 11:609747. [PMID: 33424759 PMCID: PMC7786250 DOI: 10.3389/fneur.2020.609747] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 11/26/2020] [Indexed: 12/12/2022] Open
Abstract
Malignant cerebral edema (MCE) after an ischemic stroke results in a poor outcome or death. Early prediction of MCE helps to identify subjects that could benefit from a surgical decompressive craniectomy. Net water uptake (NWU) in an ischemic lesion is a predictor of MCE; however, CT perfusion and lesion segmentation are required. This paper proposes a new Image Patch-based Net Water Uptake (IP-NWU) procedure that only uses non-enhanced admission CT and does not need lesion segmentation. IP-NWU is calculated by comparing the density of ischemic and contralateral normal patches selected from the middle cerebral artery (MCA) area using standard reference images. We also compared IP-NWU with the Segmented Region-based NWU (SR-NWU) procedure in which segmented ischemic regions from follow-up CT images are overlaid onto admission images. Furthermore, IP-NWU and its combination with imaging features are used to construct predictive models of MCE with a radiomics approach. In total, 116 patients with an MCA infarction (39 with MCE and 77 without MCE) were included in the study. IP-NWU was significantly higher for patients with MCE than those without MCE (p < 0.05). IP-NWU can predict MCE with an AUC of 0.86. There was no significant difference between IP-NWU and SR-NWU, nor between their predictive efficacy for MCE. The inter-reader and interoperation agreement of IP-NWU was exceptional according to the Intraclass Correlation Coefficient (ICC) analysis (inter-reader: ICC = 0.92; interoperation: ICC = 0.95). By combining IP-NWU with imaging features through a random forest classifier, the radiomics model achieved the highest AUC (0.96). In summary, IP-NWU and radiomics models that combine IP-NWU with imaging features can precisely predict MCE using only admission non-enhanced CT images scanned within 24 h from onset.
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Affiliation(s)
- Bowen Fu
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China
| | - Shouliang Qi
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.,Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, China
| | - Lin Tao
- Department of Neurology, General Hospital of Northern Theater Command, Shenyang, China
| | - Haibin Xu
- Department of Neurology, General Hospital of Northern Theater Command, Shenyang, China
| | - Yan Kang
- College of Health Science and Environment Engineering, Shenzhen Technology University, Shenzhen, China
| | - Yudong Yao
- Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, United States
| | - Benqiang Yang
- Department of Radiology, General Hospital of Northern Theater Command, Shenyang, China
| | - Yang Duan
- Department of Radiology, General Hospital of Northern Theater Command, Shenyang, China
| | - Huisheng Chen
- Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, United States
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9
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Zhang S, Lin L, Zhang R, Wang M, Yu Y, Shi Z, Parsons M, Geng Y. Absent Contrast Filling of Ipsilateral Superficial Middle Cerebral Vein Predicts Midline Shift in Acute Middle Cerebral Artery Occlusion. Front Neurol 2020; 11:570844. [PMID: 33224087 PMCID: PMC7674643 DOI: 10.3389/fneur.2020.570844] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 10/16/2020] [Indexed: 11/13/2022] Open
Abstract
Background and purpose: Midline shift is a life-threatening complication of acute large artery occlusion (LAO). The value of superficial middle cerebral vein (SMCV) for predicting midline shift is currently unclear for patients with acute LAO. Methods: Consecutive acute LAO (middle cerebral artery M1 ± intracranial internal carotid artery) patients between March 2018 and May 2019 were included. Absent filling of ipsilateral cortical vein (marked as SMCV–) was defined as no contrast filling into the vein across the whole venous phase of four-dimensional computed tomography (CT) angiography derived from CT perfusion in the ischemic hemisphere. Results: In the total of 81 patients, 31 (38.4%) were identified as SMCV–. SMCV– independently predicted midline shift, with sensitivity of 87.5% and specificity of 82.5%. Receiver operating characteristic analysis showed that including SMCV– as a predictor in addition to baseline ischemic core volume significantly increased the area under the curve in predicting midline shift (SMCV– with baseline ischemic core volume vs. baseline ischemic core volume: AUC = 0.903 vs. 0.841, Z = 2.451, P = 0.014). Conclusion: In acute LAO patients, the presence of SMCV– was a sensitive and specific imaging marker for midline shift. SMCV– had supplementary value to baseline ischemic core volume in predicting midline shift.
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Affiliation(s)
- Sheng Zhang
- Department of Neurology, People's Hospital of Hangzhou Medical College, Zhejiang Provincial People's Hospital, Hangzhou, China
| | - Longting Lin
- Department of Neurology, John Hunter Hospital, University of Newcastle, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Ruiting Zhang
- Department of Radiology, The Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, China
| | - Meiping Wang
- Department of Neurology, People's Hospital of Hangzhou Medical College, Zhejiang Provincial People's Hospital, Hangzhou, China
| | - Yannan Yu
- School of Medicine, Stanford University, Los Angeles, CA, United States
| | - Zongjie Shi
- Department of Neurology, People's Hospital of Hangzhou Medical College, Zhejiang Provincial People's Hospital, Hangzhou, China
| | - Mark Parsons
- Department of Neurology, Melbourne Brain Centre, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
| | - Yu Geng
- Department of Neurology, People's Hospital of Hangzhou Medical College, Zhejiang Provincial People's Hospital, Hangzhou, China
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10
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Foroushani HM, Hamzehloo A, Kumar A, Chen Y, Heitsch L, Slowik A, Strbian D, Lee JM, Marcus DS, Dhar R. Quantitative Serial CT Imaging-Derived Features Improve Prediction of Malignant Cerebral Edema after Ischemic Stroke. Neurocrit Care 2020; 33:785-92. [PMID: 32729090 DOI: 10.1007/s12028-020-01056-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 07/16/2020] [Indexed: 12/16/2022]
Abstract
INTRODUCTION Malignant cerebral edema develops in a small subset of patients with hemispheric strokes, precipitating deterioration and death if decompressive hemicraniectomy (DHC) is not performed in a timely manner. Predicting which stroke patients will develop malignant edema is imprecise based on clinical data alone. Head computed tomography (CT) imaging is often performed at baseline and 24-h. We determined the incremental value of incorporating imaging-derived features from serial CTs to enhance prediction of malignant edema. METHODS We identified hemispheric stroke patients at three sites with NIHSS ≥ 7 who had baseline as well as 24-h clinical and CT imaging data. We extracted quantitative imaging features from baseline and follow-up CTs, including CSF volume, intracranial reserve (CSF/cranial volume), as well as midline shift (MLS) and infarct-related hypodensity volume. Potentially lethal malignant edema was defined as requiring DHC or dying with MLS over 5-mm. We built machine-learning models using logistic regression first with baseline data and then adding 24-h data including reduction in CSF volume (ΔCSF). Model performance was evaluated with cross-validation using metrics of recall (sensitivity), precision (predictive value), as well as area under receiver-operating-characteristic and precision-recall curves (AUROC, AUPRC). RESULTS Twenty of 361 patients (6%) died or underwent DHC. Baseline clinical variables alone had recall of 60% with low precision (7%), AUROC 0.59, AUPRC 0.15. Adding baseline intracranial reserve improved recall to 80% and AUROC to 0.82 but precision remained only 16% (AUPRC 0.28). Incorporating ΔCSF improved AUPRC to 0.53 (AUROC 0.91) while all imaging features further improved prediction (recall 90%, precision 38%, AUROC 0.96, AUPRC 0.66). CONCLUSION Incorporating quantitative CT-based imaging features from baseline and 24-h CT enhances identification of patients with malignant edema needing DHC. Further refinements and external validation of such imaging-based machine-learning models are required.
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Thorén M, Dixit A, Escudero-Martínez I, Gdovinová Z, Klecka L, Rand VM, Toni D, Vilionskis A, Wahlgren N, Ahmed N. Effect of Recanalization on Cerebral Edema in Ischemic Stroke Treated With Thrombolysis and/or Endovascular Therapy. Stroke 2019; 51:216-223. [PMID: 31818228 DOI: 10.1161/strokeaha.119.026692] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Background and Purpose- A large infarct and expanding cerebral edema (CED) due to a middle cerebral artery occlusion confers a 70% mortality unless treated surgically. Reperfusion may cause blood-brain barrier disruption and a risk for cerebral edema and secondary parenchymal hemorrhage (PH). We aimed to investigate the effect of recanalization on development of early CED and PH after recanalization therapy. Methods- From the SITS-International Stroke Treatment Registry, we selected patients with signs of artery occlusion at baseline (either Hyperdense Artery Sign or computed tomography/magnetic resonance imaging angiographic occlusion). We defined recanalization as the disappearance of radiological signs of occlusion at 22 to 36 hours. Primary outcome was moderate to severe CED and secondary outcome was PH on 22- to 36-hour imaging scans. We used logistic regression with adjustment for baseline variables and PH. Results- Twenty two thousand one hundred eighty-four patients fulfilled the inclusion criteria (n=18 318 received intravenous thrombolysis, n=3071 received intravenous thrombolysis+thrombectomy, n=795 received thrombectomy). Recanalization occurred in 64.1%. Median age was 71 versus 71 years and National Institutes of Health Stroke Scale score 15 versus 16 in the recanalized versus nonrecanalized patients respectively. Recanalized patients had a lower risk for CED (13.0% versus 23.6%), adjusted odds ratio (aOR), 0.52 (95% CI, 0.46-0.59), and a higher risk for PH (8.9% versus 6.5%), adjusted odds ratio, 1.37 (95% CI, 1.22-1.55), than nonrecanalized patients. Conclusions- In patients with acute ischemic stroke, recanalization was associated with a lower risk for early CED even after adjustment for higher rate for PH in recanalized patients.
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Affiliation(s)
- Magnus Thorén
- From the Department of Neurology, Karolinska University Hospital and Department of Clinical Neuroscience, Karolinska Institutet, Sweden (M.T., N.A.)
| | - Anand Dixit
- Newcastle upon Tyne NHS Foundation Trust, University of Newcastle upon Tyne, United Kingdom (A.D.)
| | - Irene Escudero-Martínez
- Department of Neurology, University Hospital Virgen del Rocío, Sevilla and Biomedicine Institute of Sevilla, Spain (I.E.-M.)
| | - Zuzana Gdovinová
- Department of Neurology, Faculty of Medicine, P.J. Safarik University Košice, Slovak republic (Z.G.)
| | - Lukas Klecka
- Departement of Neurology, Municipal hospital of Ostrava, Czech Republic (L.K.)
| | - Viiu-Marika Rand
- Department of Neurology, North Estonia Medical Centre, Tallinn (V.-M.R.)
| | - Danilo Toni
- Unità di Trattamento Neurovascolare, University La Sapienza Rome, Italy (D.T.)
| | - Aleksandras Vilionskis
- Department of Neurology, Institute of Clinical Medicine, Vilnius University, Republican Vilnius University hospital, Lithuania (A.V.)
| | - Nils Wahlgren
- Department of Clinical Neuroscience, Karolinska Institutet, Sweden (N.W.)
| | - Niaz Ahmed
- From the Department of Neurology, Karolinska University Hospital and Department of Clinical Neuroscience, Karolinska Institutet, Sweden (M.T., N.A.)
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12
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Fabritius MP, Reidler P, Froelich MF, Rotkopf LT, Liebig T, Kellert L, Feil K, Tiedt S, Kazmierczak PM, Thierfelder KM, Puhr-Westerheide D, Kunz WG. Incremental Value of Computed Tomography Perfusion for Final Infarct Prediction in Acute Ischemic Cerebellar Stroke. J Am Heart Assoc 2019; 8:e013069. [PMID: 31631729 PMCID: PMC6898835 DOI: 10.1161/jaha.119.013069] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Background The diagnosis of ischemic cerebellar stroke is challenging because of nonspecific symptoms and very limited accuracy of commonly applied computed tomography (CT) imaging. Advances in CT perfusion imaging provide increasing value in the detection of posterior circulation stroke, but the prognostic value remains unclear. We aimed to identify imaging parameters that predict morphologic outcome in cerebellar stroke patients using advanced CT including whole‐brain CT perfusion (WB‐CTP). Methods and Results We selected all subjects with cerebellar WB‐CTP perfusion deficits and follow‐up‐confirmed cerebellar infarction from a consecutive cohort with suspected stroke who underwent WB‐CTP. Posterior‐circulation‐Acute‐Stroke‐Prognosis‐Early‐CT‐Score (pc‐ASPECTS) was determined on noncontrast CT, CT angiography source images, and on parametric WB‐CTP maps. Cerebellar perfusion deficit volumes on all maps and the final infarction volume on follow‐up imaging were quantified. Uni‐ and multivariate regression analyses were performed. Sixty patients fulfilled the inclusion criteria. pc‐ASPECTS on CT angiography source images (ß, −9.239; 95% CI, −14.220 to −4.259; P<0.001) and cerebral blood flow deficit volume (ß, 0.886; 95% CI, 0.684 to 1.089; P<0.001) were significantly associated with final infarction volume in univariate linear regression analysis. The association of cerebral blood flow deficit volume (ß, 0.830; 95% CI, 0.605–1.055; P<0.001) was confirmed in a multivariate linear regression model adjusted for age, sex, pc‐ASPECTS on noncontrast CT, and CT angiography source images and the National Institutes of Health Stroke Scale score on admission. No other clinical or imaging parameters were associated with cerebellar stroke final infarction volume (P>0.05). Conclusions In contrast to noncontrast CT and CT angiography, WB‐CTP imaging contains prognostic information for morphologic outcome in patients with acute cerebellar stroke.
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Affiliation(s)
| | - Paul Reidler
- Department ot Radiology University Hospital, LMU Munich Munich Germany
| | | | - Lukas T Rotkopf
- Department ot Radiology University Hospital, LMU Munich Munich Germany
| | - Thomas Liebig
- Department of Neuroradiology University Hospital LMU Munich Germany
| | - Lars Kellert
- Department of Neurology University Hospital LMU Munich Germany.,Department of Neurology University Hospital Heidelberg Germany
| | - Katharina Feil
- Department of Neurology University Hospital LMU Munich Germany.,German Center for Vertigo and Balance Disorders University Hospital LMU Munich Germany
| | - Steffen Tiedt
- Institute for Stroke and Dementia Research University Hospital LMU Munich Germany
| | | | - Kolja M Thierfelder
- Institute of Diagnostic and Interventional Radiology Pediatric Radiology and Neuroradiology University Medical Center Rostock Germany
| | | | - Wolfgang G Kunz
- Department ot Radiology University Hospital, LMU Munich Munich Germany
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Kimberly WT, Dutra BG, Boers AMM, Alves HCBR, Berkhemer OA, van den Berg L, Sheth KN, Roos YBWEM, van der Lugt A, Beenen LFM, Dippel DWJ, van Zwam WH, van Oostenbrugge RJ, Lingsma HF, Marquering H, Majoie CBLM. Association of Reperfusion With Brain Edema in Patients With Acute Ischemic Stroke: A Secondary Analysis of the MR CLEAN Trial. JAMA Neurol 2019; 75:453-461. [PMID: 29365017 DOI: 10.1001/jamaneurol.2017.5162] [Citation(s) in RCA: 94] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Importance It is uncertain whether therapeutic reperfusion with endovascular treatment yields more or less brain edema. Objective To elucidate the association between reperfusion and brain edema. The secondary objectives were to evaluate whether brain edema could partially be responsible for worse outcomes in patients with later reperfusion or lower Alberta Stroke Program Early Computed Tomography Score. Design, Setting, and Participants This was a post hoc analysis of the Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN), which was a prospective, randomized, multicenter clinical trial of endovascular treatment compared with conventional care of patients with acute anterior circulation ischemic stroke. Of 502 patients enrolled from December 2010 to June 2014, 2 patients declined to participate. Additionally, exclusion criteria were absence of follow-up imaging or presence of parenchymal hematoma, resulting in 462 patients included in this study. Brain edema was assessed retrospectively, from December 10, 2016, to July 24, 2017, by measuring midline shift (MLS) in all available follow-up scans. Observers were blinded to clinical data. Main Outcomes and Measures Midline shift was assessed as present or absent and as a continuous variable. Reperfusion status was assessed by the modified thrombolysis in cerebral infarction score in the endovascular treatment arm. The modified arterial occlusive lesion score was used to evaluate the recanalization status in both arms. The modified Rankin scale score at 90 days was used for functional outcome. Results Of 462 patients, the mean (SD) age was 65 (11) years, and 41.8% (n = 193) were women. Successful reperfusion and recanalization were associated with a reduced likelihood of having MLS (adjusted common odds ratio, 0.25; 95% CI, 0.12-0.53; P < .001 and adjusted common odds ratio, 0.34; 95% CI, 0.21-0.55; P < .001, respectively). Midline shift was partially responsible for worse modified Rankin scale scores in patients without reperfusion or recanalization (MLS changed the logistic regression coefficients by 30.3% and 12.6%, respectively). In patients with delayed reperfusion or lower Alberta Stroke Program Early Computed Tomography Score, MLS mediated part of the worse modified Rankin scale scores, corresponding to a change in the regression coefficient of 33.3% and 64.2%, respectively. Conclusions and Relevance Successful reperfusion was associated with reduced MLS. This study identifies an additional benefit of reperfusion in relation to edema, as well as rescuing ischemic brain tissue at risk for infarction. Trial Registration Netherlands Trial Registry number: NTR1804 and Current Controlled Trials number: ISRCTN10888758.
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Affiliation(s)
- W Taylor Kimberly
- Center for Genomic Medicine and Department of Neurology, Massachusetts General Hospital, Boston
| | - Bruna Garbugio Dutra
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Anna M M Boers
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Heitor C B R Alves
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Olvert A Berkhemer
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands.,Department of Neurology, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Lucie van den Berg
- Department of Neurology, Academic Medical Center, Amsterdam, the Netherlands
| | - Kevin N Sheth
- Department of Neurology, Yale New Haven Hospital, New Haven, Connecticut
| | - Yvo B W E M Roos
- Department of Neurology, Academic Medical Center, Amsterdam, the Netherlands
| | - Aad van der Lugt
- Department of Radiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Ludo F M Beenen
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Diederik W J Dippel
- Department of Neurology, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Wim H van Zwam
- Department of Radiology, Maastricht University Medical Center, Maastricht, the Netherlands.,Cardiovascular Research Institute Maastricht, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Robert J van Oostenbrugge
- Cardiovascular Research Institute Maastricht, Maastricht University Medical Center, Maastricht, the Netherlands.,Department of Neurology, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Hester F Lingsma
- Department of Public Health, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Henk Marquering
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands.,Department of Biomedical Engineering and Physics, Academic Medical Center, Amsterdam, the Netherlands
| | - Charles B L M Majoie
- Department of Radiology and Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
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Kauw F, Bennink E, de Jong HW, Kappelle LJ, Horsch AD, Velthuis BK, Dankbaar JW. Intracranial Cerebrospinal Fluid Volume as a Predictor of Malignant Middle Cerebral Artery Infarction. Stroke 2019; 50:1437-1443. [PMID: 31092157 PMCID: PMC6553515 DOI: 10.1161/strokeaha.119.024882] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 03/13/2019] [Accepted: 04/08/2019] [Indexed: 11/16/2022]
Abstract
Background and Purpose- Predicting malignant middle cerebral artery (MCA) infarction can help to identify patients who may benefit from preventive decompressive surgery. We aimed to investigate the association between the ratio of intracranial cerebrospinal fluid (CSF) volume to intracranial volume (ICV) and malignant MCA infarction. Methods- Patients with an occlusion proximal to the M3 segment of the MCA were selected from the DUST (Dutch Acute Stroke Study). Admission imaging included noncontrast computed tomography (CT), CT perfusion, and CT angiography. Patient characteristics and CT findings were collected. The ratio of intracranial CSF volume to ICV (CSF/ICV) was quantified on admission thin-slice noncontrast CT. Malignant MCA infarction was defined as a midline shift of >5 mm on follow-up noncontrast CT, which was performed 3 days after the stroke or in case of clinical deterioration. To test the association between CSF/ICV and malignant MCA infarction, odds ratios and 95% CIs were calculated for 3 multivariable models by using binary logistic regression. Model performances were compared by using the likelihood ratio test. Results- Of the 286 included patients, 35 (12%) developed malignant MCA infarction. CSF/ICV was independently associated with malignant MCA infarction in 3 multivariable models: (1) with age and admission National Institutes of Health Stroke Scale (odds ratio, 3.3; 95% CI, 1.1-11.1), (2) with admission National Institutes of Health Stroke Scale and poor collateral score (odds ratio, 7.0; 95% CI, 2.6-21.3), and (3) with terminal internal carotid artery or proximal M1 occlusion and poor collateral score (odds ratio, 7.7; 95% CI, 2.8-23.9). The performance of model 1 (areas under the receiver operating characteristic curves, 0.795 versus 0.824; P=0.033), model 2 (areas under the receiver operating characteristic curves, 0.813 versus 0.850; P<0.001), and model 3 (areas under the receiver operating characteristic curves, 0.811 versus 0.856; P<0.001) improved significantly after adding CSF/ICV. Conclusions- The CSF/ICV ratio is associated with malignant MCA infarction and has added value to clinical and imaging prediction models in limited numbers of patients.
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Affiliation(s)
- Frans Kauw
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - Edwin Bennink
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
- Image Sciences Institute (E.B.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - Hugo W.A.M. de Jong
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - L. Jaap Kappelle
- Department of Neurology and Neurosurgery, Brain Center Rudolf Magnus (L.J.K.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - Alexander D. Horsch
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - Birgitta K. Velthuis
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
| | - Jan W. Dankbaar
- From the Department of Radiology (F.K., E.B., H.W.A.M.d.J., A.D.H., B.K.V., J.W.D.), University Medical Center Utrecht, Utrecht University, the Netherlands
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Huang X, Yang Q, Shi X, Xu X, Ge L, Ding X, Zhou Z. Predictors of malignant brain edema after mechanical thrombectomy for acute ischemic stroke. J Neurointerv Surg 2019; 11:994-998. [PMID: 30798266 DOI: 10.1136/neurintsurg-2018-014650] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 01/31/2019] [Accepted: 02/01/2019] [Indexed: 12/14/2022]
Abstract
BACKGROUND Malignant brain edema (MBE) is a devastating complication in ischemic stroke. Data on MBE in patients who have had mechanical thrombectomy (MT) are relatively scarce. OBJECTIVE To investigate the incidence, predictors, and clinical outcomes of MBE in patients after MT. METHODS We included 130 consecutive patients after MT caused by anterior circulation large vessel occlusion stroke, treated with MT. MBE was defined as a midline shift of ≥5 mm on the follow-up imaging within 72 hours after MT. Characteristics of patients at admission and details of treatment were collected. The 90-day modified Rankin scale score was used as a measure of functional outcomes. RESULTS Of the 130 patients (age, 68.6±10.9 years; male, 50%), 35 (26.9%) patients developed MBE. The patients with MBE had a lower rate of functional independence (OR=7.831; 95% CI 1.731 to 35.427; p=0.008) and significantly higher mortality at 90 days (OR=7.958; 95% CI 2.274 to 27.848; p=0.001) than patients without MBE. In 104 (80%) patients with successful recanalization (modified Thrombolysis in Cerebral Infarction score of 2b-3), 24 (23.1%) patients exhibited MBE. After adjustment for confounding, ICA occlusion (OR=3.746; 95% CI 1.169 to 12.006; p=0.026) and worse collateral score (grade 1 vs grade 0: OR=0.727; 95% CI 0.192 to 2.753; p=0.638; grade 2 vs grade 0: OR=0.130; 95% CI 0.021 to 0.819; p=0.030) were significantly associated with the development of MBE, despite successful recanalization. CONCLUSIONS MBE after MT is not uncommon and was related to poor functional outcomes. Localization of a vessel occlusion and collateral status may play a role in the development of MBE.
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Affiliation(s)
- Xianjun Huang
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Qian Yang
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Xiaolei Shi
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Xiangjun Xu
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Liang Ge
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Xianhui Ding
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Zhiming Zhou
- Department of Neurology, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
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Froelich MF, Thierfelder KM, Rotkopf LT, Fabritius MP, Kellert L, Tiedt S, Sommer WH, Wollenweber FA, Dorn F, Liebig T, Reidler P, Kunz WG. Impact of Collateral Filling Delay on the Development of Subacute Complications After Acute Ischemic Stroke. Clin Neuroradiol 2020; 30:331-7. [DOI: 10.1007/s00062-019-00760-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2018] [Accepted: 01/16/2019] [Indexed: 11/27/2022]
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Abstract
Ischemic stroke is one of the leading causes for death and disability worldwide. In patients with large space-occupying infarction, the subsequent edema complicated by transtentorial herniation poses a lethal threat. Especially in patients with malignant middle cerebral artery infarction, brain swelling secondary to the vessel occlusion is associated with high mortality. By decompressive craniectomy, a significant proportion of the skull is surgically removed, allowing the ischemic tissue to shift through the surgical defect rather than to the unaffected regions of the brain, thus avoiding secondary damage due to increased intracranial pressure. Several studies have shown that decompressive craniectomy reduces the mortality rate in patients with malignant cerebral artery infarction. However, this is done for the cost of a higher proportion of patients who survive with severe disability. In this review, we will describe the clinical and radiological features of malignant middle cerebral artery infarction and the role of decompressive craniectomy and additional therapies in this condition. We will also discuss large cerebellar stroke and the possibilities of suboccipital craniectomy.
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Affiliation(s)
- Lars-Peder Pallesen
- Department of Neurology, Carl Gustav Carus University Hospital, Technische Universität Dresden, Dresden, Germany
| | - Kristian Barlinn
- Department of Neurology, Carl Gustav Carus University Hospital, Technische Universität Dresden, Dresden, Germany
| | - Volker Puetz
- Department of Neurology, Carl Gustav Carus University Hospital, Technische Universität Dresden, Dresden, Germany
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Reidler P, Thierfelder KM, Fabritius MP, Sommer WH, Meinel FG, Dorn F, Wollenweber FA, Duering M, Kunz WG. Thalamic Diaschisis in Acute Ischemic Stroke. Stroke 2018. [DOI: 10.1161/strokeaha.118.020698] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Paul Reidler
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Kolja M. Thierfelder
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Matthias P. Fabritius
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Wieland H. Sommer
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Felix G. Meinel
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Franziska Dorn
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Frank A. Wollenweber
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Marco Duering
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
| | - Wolfgang G. Kunz
- From the Department of Radiology (P.R., K.M.T., M.P.F., W.H.S., W.G.K.) and Department of Neuroradiology (F.D.), University Hospital, LMU Munich, Germany; Institute of Diagnostic and Interventional Radiology, University Medical Center Rostock, Germany (K.M.T., F.G.M.); and Institute for Stroke and Dementia Research, University Hospital, LMU Munich, Germany (F.A.W., M.D.)
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Kunz WG, Sommer WH, Höhne C, Fabritius MP, Schuler F, Dorn F, Othman AE, Meinel FG, von Baumgarten L, Reiser MF, Ertl-Wagner B, Thierfelder KM. Crossed cerebellar diaschisis in acute ischemic stroke: Impact on morphologic and functional outcome. J Cereb Blood Flow Metab 2017; 37:3615-3624. [PMID: 28084869 PMCID: PMC5669343 DOI: 10.1177/0271678x16686594] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Crossed cerebellar diaschisis (CCD) is the phenomenon of hypoperfusion and hypometabolism of the contralateral cerebellar hemisphere caused by dysfunction of the related supratentorial region. Our aim was to analyze its influence on morphologic and functional outcome in acute ischemic stroke. Subjects with stroke caused by a large vessel occlusion of the anterior circulation were selected from an initial cohort of 1644 consecutive patients who underwent multiparametric CT including whole-brain CT perfusion. Two experienced readers evaluated the posterior fossa in terms of CCD absence (CCD-) or presence (CCD+). A total of 156 patients formed the study cohort with 102 patients (65.4%) categorized as CCD- and 54 (34.6%) as CCD+. In linear and logistic regression analyses, no significant association between CCD and final infarction volume (β = -0.440, p = 0.972), discharge mRS ≤ 2 (OR = 1.897, p = 0.320), or 90-day mRS ≤ 2 (OR = 0.531, p = 0.492) was detected. CCD+ patients had larger supratentorial cerebral blood flow deficits (median: 164 ml vs. 115 ml; p = 0.001) compared to CCD-patients. Regarding complications, CCD was associated with a higher rate of parenchymal hematomas (OR = 4.793, p = 0.035). In conclusion, CCD is frequently encountered in acute ischemic stroke caused by large vessel occlusion of the anterior circulation. CCD was associated with the occurrence of parenchymal hematoma in the ipsilateral cerebral infarction but did not prove to significantly influence patient outcome.
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Affiliation(s)
- Wolfgang G Kunz
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Wieland H Sommer
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Christopher Höhne
- 2 Department of Neurology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Matthias P Fabritius
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Felix Schuler
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Franziska Dorn
- 3 Department of Neuroradiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Ahmed E Othman
- 4 Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tuebingen, Germany
| | - Felix G Meinel
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Louisa von Baumgarten
- 2 Department of Neurology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Maximilian F Reiser
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Birgit Ertl-Wagner
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
| | - Kolja M Thierfelder
- 1 Institute for Clinical Radiology, Ludwig-Maximilians-University Hospital Munich, Munich, Germany
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Fabritius MP, Thierfelder KM, Meinel FG, Othman AE, Dorn F, Sabel BO, Scheffler P, Ertl-Wagner B, Sommer WH, Kunz WG. Early Imaging Prediction of Malignant Cerebellar Edema Development in Acute Ischemic Stroke. Stroke 2017; 48:2597-2600. [DOI: 10.1161/strokeaha.117.018237] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Revised: 06/09/2017] [Accepted: 06/12/2017] [Indexed: 11/16/2022]
Affiliation(s)
- Matthias P. Fabritius
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Kolja M. Thierfelder
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Felix G. Meinel
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Ahmed E. Othman
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Franziska Dorn
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Bastian O. Sabel
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Pierre Scheffler
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Birgit Ertl-Wagner
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Wieland H. Sommer
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
| | - Wolfgang G. Kunz
- From the Institute for Clinical Radiology (M.P.F., K.M.T., F.G.M., B.O.S., B.E.-W., W.H.S., W.G.K.), Department of Neuroradiology (F.D.), and Department of Neurology (P.S.), Ludwig-Maximilians-University Hospital Munich, Germany; and Department for Diagnostic and Interventional Radiology, Eberhard Karls University Tuebingen, University Hospital Tuebingen, Germany (A.E.O.)
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Dijkstra K, Hofmeijer J, van Gils SA, van Putten MJ. A Biophysical Model for Cytotoxic Cell Swelling. J Neurosci 2016; 36:11881-90. [PMID: 27881775 DOI: 10.1523/JNEUROSCI.1934-16.2016] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2016] [Revised: 09/07/2016] [Accepted: 10/04/2016] [Indexed: 02/02/2023] Open
Abstract
We present a dynamic biophysical model to explain neuronal swelling underlying cytotoxic edema in conditions of low energy supply, as observed in cerebral ischemia. Our model contains Hodgkin-Huxley-type ion currents, a recently discovered voltage-gated chloride flux through the ion exchanger SLC26A11, active KCC2-mediated chloride extrusion, and ATP-dependent pumps. The model predicts changes in ion gradients and cell swelling during ischemia of various severity or channel blockage with realistic timescales. We theoretically substantiate experimental observations of chloride influx generating cytotoxic edema, while sodium entry alone does not. We show a tipping point of Na+/K+-ATPase functioning, where below cell volume rapidly increases as a function of the remaining pump activity, and a Gibbs-Donnan-like equilibrium state is reached. This precludes a return to physiological conditions even when pump strength returns to baseline. However, when voltage-gated sodium channels are temporarily blocked, cell volume and membrane potential normalize, yielding a potential therapeutic strategy. SIGNIFICANCE STATEMENT Cytotoxic edema most commonly results from energy shortage, such as in cerebral ischemia, and refers to the swelling of brain cells due to the entry of water from the extracellular space. We show that the principle of electroneutrality explains why chloride influx is essential for the development of cytotoxic edema. With the help of a biophysical model of a single neuron, we show that a tipping point of the energy supply exists, below which the cell volume rapidly increases. We simulate realistic time courses to and reveal critical components of neuronal swelling in conditions of low energy supply. Furthermore, we show that, after transient blockade of the energy supply, cytotoxic edema may be reversed by temporary blockade of Na+ channels.
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Volny O, Cimflova P, Lee TY, Menon BK, d'Esterre CD. Permeability surface area product analysis in malignant brain edema prediction - A pilot study. J Neurol Sci 2017; 376:206-210. [PMID: 28431614 DOI: 10.1016/j.jns.2017.03.035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2016] [Revised: 03/17/2017] [Accepted: 03/21/2017] [Indexed: 11/30/2022]
Abstract
BACKGROUND AND PURPOSE Using an extended CT perfusion acquisition (150s), we sought to determine the association between perfusion parameters and malignant edema after ischemic stroke. METHODS Patients (from prospective study PROVE-IT, NCT02184936) with terminal internal carotid artery±proximal middle cerebral occlusion were involved. CTA was assessed for clot location and status of leptomeningeal collaterals. The following CTP parameters were calculated within the ischemic territory and contralaterally: permeability surface area product (PS), cerebral blood flow (CBF) and cerebral blood volume (CBV). PS was calculated using the adiabatic approximation to the Johnson and Wilson model. Outcome was evaluated by midline shift and infarction volume on follow-up imaging. RESULTS Of 200 patients enrolled, 7 patients (3.5%) had midline shift≥5mm (2 excluded for poor-quality scans). Five patients with midline shift and 5 matched controls were analysed. There was no significant difference in mean PS, CBF and CBV within the ischemic territory between the two groups. A CBV threshold of 1.7ml/100g had the highest AUC=0.72, 95% CI=0.54-0.90 for early midline shift prediction, sensitivity and specificity were 0.83 and 0.67 respectively. CONCLUSION Our preliminary results did not show significant differences in permeability surface area analysis if analysed for complete ischemic region. CBV parameter had the highest accuracy and there was a trend for the mean PS values for midline shift prediction.
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Affiliation(s)
- O Volny
- International Clinical Research Center, St. Anne's University Hospital, Brno, Czech Republic; First Department of Neurology, Medical Faculty of Masaryk University, St. Anne's University Hospital, Brno, Czech Republic.
| | - P Cimflova
- International Clinical Research Center, St. Anne's University Hospital, Brno, Czech Republic; Department of Medical Imaging, Medical Faculty of Masaryk University, St. Anne's University Hospital, Brno, Czech Republic
| | - T-Y Lee
- Imaging Research Labs, Robarts Research Institute, Ontario, Canada
| | - B K Menon
- Calgary Stroke Program, Department of Clinical Neurosciences, Hotchkiss Brain Institute, University of Calgary, Canada
| | - C D d'Esterre
- Calgary Stroke Program, Department of Clinical Neurosciences, Hotchkiss Brain Institute, University of Calgary, Canada
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