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Vandelanotte S, Staessens S, François O, De Wilde M, Desender L, De Sloovere AS, Dewaele T, Tersteeg C, Vanhoorelbeke K, Vanacker P, Andersson T, De Meyer SF. Association between thrombus composition and first-pass recanalization after thrombectomy in acute ischemic stroke. J Thromb Haemost 2024; 22:2555-2561. [PMID: 38897388 DOI: 10.1016/j.jtha.2024.05.034] [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: 04/10/2024] [Revised: 05/27/2024] [Accepted: 05/30/2024] [Indexed: 06/21/2024]
Abstract
BACKGROUND Achieving first-pass recanalization (FPR) has become the primary procedural objective during thrombectomy in acute ischemic stroke patients as it correlates with the best clinical outcome. Understanding factors contributing to FPR failures is essential to enhance FPR success rates. As the central target of thrombectomy, the thrombus itself may be a significant factor influencing FPR. OBJECTIVES This study aimed to investigate the association between thrombus composition and FPR success rates. METHODS In total, thrombi from 267 ischemic stroke patients were collected in the AZ Groeninge Hospital (Kortrijk, Belgium). Thrombus composition was determined via detailed histologic analysis of red blood cells (RBCs), fibrin, von Willebrand factor, platelets, leukocytes, citrullinated histone 3 (marker for neutrophil extracellular traps), and intracellular and extracellular DNA. FPR was defined as obtaining a modified thrombolysis in cerebral infarction (mTICI) score of 2c/3 after the first pass. RESULTS An mTICI score of 2c/3 was obtained in 180 patients, which was achieved via a successful FPR procedure in 126 cases or after multiple passes in 54 cases. Interestingly, thrombi from FPR cases had a different composition from thrombi that needed multiple passes to obtain an mTICI score of 2c/3. FPR thrombi contained significantly more RBCs (P = .0264), less fibrin (P = .0196), and less extracellular DNA (P = .0457). CONCLUSION Our results indicate that thrombi characterized by lower RBC content, higher fibrin levels, and increased extracellular DNA are less likely to result in an FPR. These results are important to guide future research aiming at improving procedures or technologies to obtain FPR rates in RBC-poor thrombi.
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Affiliation(s)
| | - Senna Staessens
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium
| | | | - Maaike De Wilde
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium
| | - Linda Desender
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium
| | | | - Tom Dewaele
- Department of Medical Imaging, AZ Groeninge, Kortrijk, Belgium
| | - Claudia Tersteeg
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium
| | | | - Peter Vanacker
- Department of Neurology, AZ Groeninge, Kortrijk, Belgium; Department of Neurology, University Hospitals Antwerp, Antwerp, Belgium; Department of Translational Neuroscience, University of Antwerp, Antwerp, Belgium
| | - Tommy Andersson
- Department of Neuroradiology, Karolinska University Hospital, Stockholm, Sweden; Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Simon F De Meyer
- Laboratory for Thrombosis Research, KU Leuven Kulak, Kortrijk, Belgium.
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Ma Y, Dai Y, Zhao Y, Song Z, Hu C, Zhang Y. Radiomics model based on dual-energy CT can determine the source of thrombus in strokes with middle cerebral artery occlusion. Neuroradiology 2024:10.1007/s00234-024-03422-y. [PMID: 38985319 DOI: 10.1007/s00234-024-03422-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 06/29/2024] [Indexed: 07/11/2024]
Abstract
PURPOSE To develop thrombus radiomics models based on dual-energy CT (DECT) for predicting etiologic cause of stroke. METHODS We retrospectively enrolled patients with occlusion of the middle cerebral artery who underwent computed tomography (NCCT) and DECT angiography (DECTA). 70 keV virtual monoenergetic images (simulate conventional 120kVp CTA images) and iodine overlay maps (IOM) were reconstructed for analysis. Five logistic regression radiomics models for predicting cardioembolism (CE) were built based on the features extracted from NCCT, CTA and IOM images. From these, the best one was selected to integrate with clinical information for further construction of the combined model. The performance of the different models was evaluated and compared using ROC curve analysis, clinical decision curves (DCA), calibration curves and Delong test. RESULTS Among all the radiomic models, model NCCT+IOM performed the best, with AUC = 0.95 significantly higher than model NCCT, model CTA, model IOM and model NCCT+CTA in the training set (AUC = 0.88, 0.78, 0.90,0.87, respectively, P < 0.05), and AUC = 0.92 in the testing set, significantly higher than model CTA (AUC = 0.71, P < 0.05). Smoking and NIHSS score were independent predictors of CE (P < 0.05). The combined model performed similarly to the model NCCT+IOM, with no statistically significant difference in AUC either in the training or test sets. (0.96 vs. 0.95; 0.94 vs. 0.92, both P > 0.05). CONCLUSION Radiomics models constructed based on NCCT and IOM images can effectively determine the source of thrombus in stroke without relying on clinical information.
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Affiliation(s)
- Yuzhu Ma
- Department of Radiology, The Fourth Affiliated Hospital of Soochow University, Suzhou, 215124, China
| | - Yao Dai
- Department of Radiology, The Fourth Affiliated Hospital of Soochow University, Suzhou, 215124, China
| | - Ying Zhao
- Department of Radiology, The Fourth Affiliated Hospital of Soochow University, Suzhou, 215124, China
| | - Ziyang Song
- Department of Radiology, The Fourth Affiliated Hospital of Soochow University, Suzhou, 215124, China
| | - Chunhong Hu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China
| | - Yu Zhang
- Department of Radiology, The Fourth Affiliated Hospital of Soochow University, Suzhou, 215124, China.
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Anagnostakou V, Toth D, Bertalan G, Müller S, Reimann RR, Epshtein M, Madjidyar J, Thurner P, Schubert T, Wegener S, Kulcsar Z. Dynamic Perviousness Has Predictive Value for Clot Fibrin Content in Acute Ischemic Stroke. Diagnostics (Basel) 2024; 14:1387. [PMID: 39001277 PMCID: PMC11241263 DOI: 10.3390/diagnostics14131387] [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: 05/08/2024] [Revised: 06/19/2024] [Accepted: 06/20/2024] [Indexed: 07/16/2024] Open
Abstract
Dynamic perviousness is a novel imaging biomarker, with clot density measurements at multiple timepoints to allow longer contrast to thrombus interaction. We investigated the correlations between dynamic perviousness and clot composition in the setting of acute ischemic stroke. Thirty-nine patients with large vessel occlusion (LVO) undergoing mechanical thrombectomy (MT) were analyzed. Patients received a three-phase CT imaging pre-thrombectomy and histopathological analysis of retrieved clots. Clot densities for every phase and change in densities between phases were calculated, leading to four patterns of dynamic perviousness: no contrast uptake, early contrast uptake with and without washout and late uptake. Clots were categorized into three groups based on dominant histologic composition: red blood cell (RBC)-rich, fibrin/platelet-rich and mixed. Clot composition was correlated with dynamic perviousness using the Kruskal-Wallis test and Pearson's correlation analysis. The dynamic perviousness categories showed a significant difference between fibrin-rich clots when compared to RBC-rich plus mixed groups. The uptake without washout category had significantly fewer fibrin clots compared to the uptake with washout (p = 0.036), and nearly significantly fewer fibrin clots when compared to the no uptake category (p = 0.057). Contrast uptake with different patterns of contrast washout showed significant differences of the likelihood for fibrin-rich clots.
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Affiliation(s)
- Vania Anagnostakou
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
- New England Center for Stroke Research, Department of Radiology, University of Massachusetts Chan Medical School, 55 N Lake Ave, Worcester, MA 01655, USA;
| | - Daniel Toth
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Gergely Bertalan
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Susanne Müller
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Regina R. Reimann
- Institute of Neuropathology, University Hospital Zürich, Schmelzbergstrasse 12, 8091 Zürich, Switzerland;
| | - Mark Epshtein
- New England Center for Stroke Research, Department of Radiology, University of Massachusetts Chan Medical School, 55 N Lake Ave, Worcester, MA 01655, USA;
| | - Jawid Madjidyar
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Patrick Thurner
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Tilman Schubert
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
| | - Susanne Wegener
- Department of Neurology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland;
| | - Zsolt Kulcsar
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland; (D.T.); (G.B.); (S.M.); (J.M.); (P.T.); (T.S.); (Z.K.)
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He G, Guo S, Fang H, Xu H, Ling R, Lu H, Zhu Y. Predictive value of thrombus enhancement sign for stroke subtype and recanalization in acute basilar-artery occlusion. Eur Stroke J 2024:23969873241256251. [PMID: 38845169 DOI: 10.1177/23969873241256251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2024] Open
Abstract
BACKGROUND Thrombus enhancement sign (TES) is associated with cardioembolic stroke and first-pass angiographic failure in anterior ischemic stroke. However, the relationship between TES and stroke subtype and recanalization status after endovascular treatment (EVT) in basilar artery occlusion (BAO) remains unknown. METHODS This retrospective study included consecutive patients with acute BAO who underwent EVT between January 2020 and September 2023. Each patient underwent baseline non-contrast computed tomography (CT) and CT angiography. Two independent readers assessed the presence of TES. Stroke types were classified according to the Trial of ORG 10172 for Acute Stroke Treatment. Successful recanalization was defined as a modified Thrombolysis in Cerebral Infarction score of 2b-3 after EVT. Clinical and interventional parameters, along with histopathological thrombi examination results, were compared between the TES-positive and TES-negative groups. The associations between TES and stroke subtype and recanalization status were analyzed using univariate and multivariate analyses. RESULTS A total of 151 patients were included in the analysis, among whom 116 (77%) exhibited TES. TES showed a significant correlation with cardioembolic and cryptogenic strokes (odds ratio [OR]: 8.56; 95% confidence interval: 3.49-22.4; p < 0.001), whereas the TES-positive thrombi were characterized by a higher fibrin/platelet proportion (p = 0.002) and lower erythrocyte proportion (p = 0.044). The TES-positive group demonstrated favorable outcomes compared to the TES-negative group, including a shorter procedure time (p < 0.001), lower number of thrombectomy attempts (p = 0.010), higher incidence of first pass success (p = 0.022), and lower rate of requiring rescue angioplasty and/or stenting (p < 0.001). In multivariate analysis, TES remained independently associated with successful recanalization (OR: 9.63; 95% CI: 2.33, 47.7; p = 0.003) after adjusting for baseline confounders. CONCLUSIONS Visualization of TES serves as a reliable and easily accessible marker for identifying cardioembolic and cryptogenic strokes and predicting recanalization success in thrombectomy for basilar artery occlusion.
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Affiliation(s)
- Guangchen He
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Sheng Guo
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hui Fang
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haoyang Xu
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Runjianya Ling
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haitao Lu
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yueqi Zhu
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Xie T, Tang WW. Could emergency admission plasma D-dimer level predict first pass effect of stent retriever thrombectomy in acute ischemic stroke? Acta Radiol 2024; 65:367-373. [PMID: 38111236 DOI: 10.1177/02841851231218375] [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] [Indexed: 12/20/2023]
Abstract
BACKGROUND Evidence on plasma biomarkers to identify first pass effect (FPE) in patients with acute ischemic stroke (AIS) with large vessel occlusion (LVO) treated with thrombectomy is limited. PURPOSE To evaluate whether plasma D-dimer could predict FPE. MATERIAL AND METHODS Consecutive patients with LVO who underwent first-line stent retriever thrombectomy at our center between January 2018 and August 2021 were enrolled. Patients were classified into the FPE (modified Thrombolysis in Cerebral Infarction [mTICI] ≥2c) group or non-FPE (mTICI 0-2b) group based on angiographic outcomes. Logistic regression analysis was performed to determine the predictors of FPE. The overall ability of D-dimer levels in predicting FPE was evaluated using receiver operating characteristic (ROC) curves. RESULTS In total, 313 patients were included; 88 (28.1%) patients achieved FPE. Compared to those with non-FPE, patients with FPE had more diabetes mellitus history, lower D-dimer levels, higher clot burden score, a higher proportion of M1 middle cerebral artery, and a higher proportion of main stem occlusion pattern (P <0.05). After adjusting for potential variables, D-dimer levels (OR=0.81, 95% CI=0.52-0.96), clot burden score (OR=1.76, 95% CI=1.38-2.87), and main stem occlusion pattern (OR=1.85, 95% CI=1.19-2.62) remained independently associated with FPE. Based on the ROC analysis, the D-dimer as a predictor for predicting FPE presented with a specificity of 79%, a negative predictive value of 87%, and an area under the curve of 0.761. CONCLUSION Low emergency admission plasma D-dimer level is an independent predictor of FPE in patients with AIS treated with stent retriever thrombectomy.
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Affiliation(s)
- Ting Xie
- Department of Radiology, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, PR China
| | - Wen-Wei Tang
- Department of Radiology, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, PR China
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Wei J, Jiang J, Zhu Y, Wei X, Sun Z, Sun J, Shi L, Du H, Shang K, Li Y. Clot-based time attenuation curve as a novel imaging predictor of mechanical thrombectomy functional outcome in acute ischemia stroke. Eur Radiol 2024; 34:2198-2208. [PMID: 37707551 DOI: 10.1007/s00330-023-10196-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/02/2023] [Accepted: 07/12/2023] [Indexed: 09/15/2023]
Abstract
OBJECTIVES To investigate whether a novel assessment of thrombus permeability obtained from perfusion computed tomography (CTP) can act as a more accurate predictor of clinical response to mechanical thrombectomy (MT) in acute ischemic stroke (AIS). MATERIALS AND METHODS We performed a study including two cohorts of AIS patients who underwent MT admitted to a single-center between April 2018 and February 2022: a retrospective development cohort (n = 71) and a prospective independent validation cohort (n = 96). Thrombus permeability was determined in terms of entire thrombus time-attenuation curve (TAC) on CTP. Association between thrombus TAC distributions and histopathological results was analyzed in the development cohort. Logistic regression was used to assess the performance of the TAC for predicting 90-day modified Rankin Scale (mRS) score, and good outcome was defined as a mRS score of ≤ 2. Basic clinical characteristics was used to build a routine clinical model. A combined model gathered TAC and basic clinical characteristics was also developed. The performance of the three models is compared on the independent validation set. RESULTS Two TAC distributions were observed-unimodal (uTAC) and linear (lTAC). TAC distributions achieved strong correlations (|r|= 0.627, p < 0.001) with histopathological results, in which uTAC associated with fibrin- and platelet-rich clot while lTAC associated with red blood cell-rich clot. The uTAC was independently associated with poor outcome (odds ratio, 0.08 [95% confidence interval (CI), 0.02-0.31]; p < 0.001). TAC distributions yielded an AUC of 0.78 (95% CI, 0.70-0.87) for predicting clinical outcome. When combined clinical characteristics, the performance was significantly improved (AUC, 0.85 [95% CI, 0.76-0.93]; p < 0.001) and higher than routine clinical model (AUC, 0.69 [95% CI, 0.59-0.83]; p < 0.001). CONCLUSIONS Thrombus TAC on CTP were found to be a promising new imaging biomarker to predict the outcomes of MT in AIS. CLINICAL RELEVANCE STATEMENT This study revealed that clot-based time attenuation curve based on admission perfusion CT could reflect the permeability and composition of thrombus and, also, provide valuable information to predict the clinical outcomes of mechanical thrombectomy in patients with acute ischemia stroke. KEY POINTS • Two time-attenuation curves distributions achieved strong correlations (|r|= 0.627, p < 0.001) with histopathological results. • The unimodal time-attenuation curve was independently associated with poor outcome (odds ratio, 0.08 [0.02-0.31]; p < 0.001). • The time-attenuation curve distributions yielded a higher performance for detecting clinical outcome than routine clinical model (AUC, 0.78 [0.70-0.87] vs 0.69 [0.59-0.83]; p < 0.001).
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Affiliation(s)
- Jianyong Wei
- Clinical Research Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jingxuan Jiang
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
- Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China
| | - Yueqi Zhu
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Xiaoer Wei
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Zheng Sun
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Jianqing Sun
- Central Research Institute, United Imaging Healthcare, Shanghai, China
| | - Liang Shi
- Central Research Institute, United Imaging Healthcare, Shanghai, China
| | - Haiyan Du
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Kai Shang
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Yuehua Li
- Institute of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China.
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Jiang J, Gu H, Li M, Hua Y, Wang S, Dai L, Li Y. The Value of Dual-Energy Computed Tomography Angiography-Derived Parameters in the Evaluation of Clot Composition. Acad Radiol 2023; 30:1866-1873. [PMID: 36587997 DOI: 10.1016/j.acra.2022.12.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 12/06/2022] [Accepted: 12/13/2022] [Indexed: 12/31/2022]
Abstract
OBJECTIVES We aimed to assess the value of dual-energy computed tomography angiography (DE-CTA) derived parameters as a quantitative biomarker of thrombus composition in acute ischemic stroke (AIS). METHODS AIS patients who underwent DE-CTA before thrombectomy between August 2016 and September 2022 were included in this study. We assessed the relative proportion of red blood cells (RBCs) and the fibrin/platelet ratio (F/P) of the retrieved clots and categorized the clots as RBC-dominant (RBCs > F/P) or F/P-dominant (F/P > RBCs). The thrombus based parameters were measured on polyenergetic images (PEI), virtual monoenergetic (VM), virtual non-contrast (VNC), iodine concentration (IC), and effective atomic number (Zeff) images respectively, and the slope of the spectral Hounsfield unit curve (λHU) was calculated. These parameters were compared in the DE-CTA images of RBC- and F/P-dominant thrombi. The diagnostic performance of the parameters was analyzed using the ROC curve. Correlations between thrombus composition and DE-CTA-derived parameters were assessed. RESULTS The retrieved clots in 54 of 88 patients (61.36%) were RBC-dominant. The RBC-dominant thrombi showed significantly higher VNC values and lower IC, λHU, and Zeff values than the F/P-dominant thrombi (p < 0.05). The CT density measured on IC images showed the largest AUC value (AUC, 0.94; sensitivity, 77.78%; specificity, 100.00%). The Spearman rank-order correlation coefficient values showed that CT density measured on IC images of the thrombus showed the strongest association with the proportion of RBCs (r = -0.64, p < 0.001) and F/P (r = 0.65, p < 0.001). CONCLUSIONS DE-CTA-derived parameters, especially the CT density measured on IC images, could be associated with thrombus composition and allow for personalized thrombectomy strategies.
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Affiliation(s)
- Jingxuan Jiang
- Department of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China; Department of Radiology, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Hongmei Gu
- Department of Radiology, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Minda Li
- Department of Radiology, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Ye Hua
- Department of Radiology, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Sijia Wang
- Department of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Lisong Dai
- Department of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China
| | - Yuehua Li
- Department of Diagnostic and Interventional Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, 200233, China.
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Zaidat OO, Ikeme S, Sheth SA, Yoshimura S, Yang XG, Brinjikji W, Kallmes DF, Brouwer P, Pederson J, Tarchand R, Steffenson A, Kallmes KM, Touchette J, Andersson T. MASTRO I: Meta-Analysis and Systematic Review of thrombectomy stent retriever outcomes: comparing functional, safety and recanalization outcomes between EmboTrap, Solitaire and Trevo in acute ischemic stroke. J Comp Eff Res 2023; 12:e230001. [PMID: 37039285 PMCID: PMC10402757 DOI: 10.57264/cer-2023-0001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 03/02/2023] [Indexed: 04/12/2023] Open
Abstract
Aim: Stent-retriever (SR) thrombectomy has demonstrated superior outcomes in patients with acute ischemic stroke compared with medical management alone, but differences among SRs remain unexplored. We conducted a Systematic Review/Meta-Analysis to compare outcomes between three SRs: EmboTrap®, Solitaire™, and Trevo®. Methods: We conducted a PRISMA-compliant Systematic Review among English-language studies published after 2014 in PubMed/MEDLINE that reported SRs in ≥25 patients. Functional and safety outcomes included 90-day modified Rankin scale (mRS 0-2), mortality, symptomatic intracranial hemorrhage (sICH), and embolization to new territory (ENT). Recanalization outcomes included modified thrombolysis in cerebral infarction (mTICI) and first-pass recanalization (FPR). We used a random effects Meta-Analysis to compare outcomes; subgroup and outlier-influencer analysis were performed to explore heterogeneity. Results: Fifty-one articles comprising 9,804 patients were included. EmboTrap had statistically significantly higher rates of mRS 0-2 (57.4%) compared with Trevo (50.0%, p = 0.013) and Solitaire (45.3%, p < 0.001). Compared with Solitaire (20.4%), EmboTrap (11.2%, p < 0.001) and Trevo (14.5%, p = 0.018) had statistically significantly lower mortality. Compared with Solitaire (7.7%), EmboTrap (3.9%, p = 0.028) and Trevo (4.6%, p = 0.049) had statistically significantly lower rates of sICH. There were no significant differences in ENT rates across all three devices (6.0% for EmboTrap, 5.3% for Trevo, and 7.7% for Solitaire, p = 0.518). EmboTrap had numerically higher rates of recanalization; however, no statistically significant differences were found. Conclusion: The results of our Systematic Review/Meta-Analysis suggest that EmboTrap may be associated with significantly improved functional outcomes compared with Solitaire and Trevo. EmboTrap and Trevo may be associated with significantly lower rates of sICH and mortality compared with Solitaire. No significant differences in recanalization and ENT rates were found. These conclusions are tempered by limitations of the analysis including variations in thrombectomy techniques in the field, highlighting the need for multi-arm RCT studies comparing different SR devices to confirm our findings.
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Affiliation(s)
| | - Shelly Ikeme
- Cardiovascular & Specialty Solutions Group, CERENOVUS, Irvine, CA 92618, USA
| | - Sunil A Sheth
- Department of Neurology, UTHealth McGovern Medical School, Houston, TX 77030, USA
| | - Shinichi Yoshimura
- Department of Neurosurgery, Hyogo College of Medicine, Hyogo, 663-8131, Japan
| | - Xin-guang Yang
- Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, Guangdong Province, 510123, China
| | | | - David F Kallmes
- Department of Radiology, Mayo Clinic, Rochester, MN 55902, USA
| | - Patrick Brouwer
- Cardiovascular & Specialty Solutions Group, CERENOVUS, Irvine, CA 92618, USA
| | | | | | | | - Kevin M Kallmes
- Superior Medical Experts, St. Paul, MN 55117, USA
- Nested Knowledge, Inc., St. Paul, MN 55117, USA
| | | | - Tommy Andersson
- Medical Imaging, AZ Groeninge, 8500, Kortrijk, Belgium
- Neuroradiology, Karolinska University Hospital & Clinical Neuroscience Karolinska Institute, 171 77, Stockholm, Sweden
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Jiang J, Wei J, Zhu Y, Wei L, Wei X, Tian H, Zhang L, Wang T, Cheng Y, Zhao Q, Sun Z, Du H, Huang Y, Liu H, Li Y. Clot-based radiomics model for cardioembolic stroke prediction with CT imaging before recanalization: a multicenter study. Eur Radiol 2023; 33:970-980. [PMID: 36066731 DOI: 10.1007/s00330-022-09116-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 07/11/2022] [Accepted: 08/12/2022] [Indexed: 02/03/2023]
Abstract
OBJECTIVES To develop a clot-based radiomics model using CT imaging radiomic features and machine learning to identify cardioembolic (CE) stroke before mechanical thrombectomy (MTB) in patients with acute ischemic stroke (AIS). MATERIALS AND METHODS This retrospective four-center study consecutively included 403 patients with AIS who sequentially underwent CT and MTB between April 2016 and July 2021. These were grouped into training, testing, and external validation cohorts. Thrombus-extracted radiomic features and basic information were gathered to construct a machine learning model to predict CE stroke. The radiological characteristics and basic information were used to build a routine radiological model. A combined radiomics and radiological features model was also developed. The performances of all models were evaluated and compared in the validation cohort. A histological analysis helped further assess the proposed model in all patients. RESULTS The radiomics model yielded an area under the curve (AUC) of 0.838 (95% confidence interval [CI], 0.771-0.891) for predicting CE stroke in the validation cohort, significantly higher than the radiological model (AUC, 0.713; 95% CI, 0.636-0.781; p = 0.007) but similar to the combined model (AUC, 0.855; 95% CI, 0.791-0.906; p = 0.14). The thrombus radiomic features achieved stronger correlations with red blood cells (|rmax|, 0.74 vs. 0.32) and fibrin and platelet (|rmax|, 0.68 vs. 0.18) than radiological characteristics. CONCLUSION The proposed CT-based radiomics model could reliably predict CE stroke in AIS, performing better than the routine radiological method. KEY POINTS • Admission CT imaging could offer valuable information to identify the acute ischemic stroke source by radiomics analysis. • The proposed CT imaging-based radiomics model yielded a higher area under the curve (0.838) than the routine radiological method (0.713; p = 0.007). • Several radiomic features showed significantly stronger correlations with two main thrombus constituents (red blood cells, |rmax|, 0.74; fibrin and platelet, |rmax|, 0.68) than routine radiological characteristics.
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Affiliation(s)
- Jingxuan Jiang
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China.,Department of Radiology, Affiliated Hospital of Nantong University, Nantong, 226001, China
| | - Jianyong Wei
- Clinical Research Center, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China
| | - Yueqi Zhu
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Liming Wei
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Xiaoer Wei
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Hao Tian
- Department of Radiology, Affiliated Hospital of Nantong University, Nantong, 226001, China
| | - Lei Zhang
- Department of Radiology, Wuxi Second People's Hospital, Wuxi, 214000, China
| | - Tianle Wang
- Department of Radiology, Affiliated No. 1 People's Hospital of Nantong University, Nantong, 226001, China
| | - Yue Cheng
- Department of Radiology, Wuxi Second People's Hospital, Wuxi, 214000, China
| | - Qianqian Zhao
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Zheng Sun
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Haiyan Du
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Yu Huang
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Hui Liu
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China
| | - Yuehua Li
- Institute of Diagnostic and Interventional Radiology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600 Yishan Road, Shanghai, 200233, China.
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Pilato F, Valente I, Alexandre AM, Calandrelli R, Scarcia L, D’Argento F, Lozupone E, Arena V, Pedicelli A. Correlation between Thrombus Perviousness and Distal Embolization during Mechanical Thrombectomy in Acute Stroke. Diagnostics (Basel) 2023; 13:diagnostics13030431. [PMID: 36766536 PMCID: PMC9914329 DOI: 10.3390/diagnostics13030431] [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: 11/10/2022] [Revised: 01/07/2023] [Accepted: 01/21/2023] [Indexed: 01/27/2023] Open
Abstract
PURPOSE Thrombus permeability has been related to clot composition and treatment outcomes in stroke patients undergoing reperfusion therapies. The aim of this study was to evaluate whether thrombus perviousness, evaluated by multiphase computed tomography angiography (mCTA), is associated with distal embolization risk. METHODS We interrogated our dataset of acute ischemic stroke (AIS) patients involving the M1 segment of the middle cerebral artery (MCA) who had undergone mechanical thrombectomy, and we calculated thrombus average attenuation measurement (dHU) on non-contrast CT (NCCT) and clot perviousness on mCTA. dHU was calculated as the difference between the thrombus HU average value (tHU) and the HU average value on the contralateral side (cHU), while perviousness was calculated as the difference in mean clot density on mCTA and NCCT both in arterial (Perviousness pre-post-1) and delayed (Perviousness pre-post 2) phases. RESULTS A total of 100 patients (53 females (53%), mean age 72.74 [± 2.31]) with M1 occlusion were available for analysis. Perviousness, calculated between baseline and arterial phase of mCTA (Perviousness pre-post1), was lower in patients with distal embolization (p = 0.05), revealing an association between reduced perviousness and distal embolization risk. Logistic regression showed that thrombus perviousness calculated on the arterial phase of mCTA (OR, 0.66; 95% CI, 0.44-0.99] (p = 0.04)) and the contact aspiration technique (OR, 0.39; 95% CI, 0.15-1.02] (p = 0.05)) were protecting factors against distal embolization. CONCLUSION Our study showed an association between reduced perviousness and distal embolization, suggesting that perviousness evaluation may be a useful neuroimaging biomarker in predicting distal embolization risk during mechanical thrombectomy.
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Affiliation(s)
- Fabio Pilato
- Department of Medicine and Surgery, Unit of Neurology, Neurophysiology, Neurobiology and Psichiatry, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 00128 Roma, Italy
- Operative Research Unit of Neurology, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 00128 Roma, Italy
- Correspondence:
| | - Iacopo Valente
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Andrea M. Alexandre
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Rosalinda Calandrelli
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Luca Scarcia
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Francesco D’Argento
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Emilio Lozupone
- Department of Neuroradiology, Vito Fazzi Hospital, 73100 Lecce, Italy
| | - Vincenzo Arena
- Istituto di Anatomia Patologica, Dipartimento Scienze della Salute della Donna, del Bambino e di Sanità Pubblica-Area Anatomia Patologica-Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Roma, Italy
| | - Alessandro Pedicelli
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
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Zhang J, Bala F, Cimflova P, Singh N, Benali F, Hill MD, Menon BK, Qiu W. SPD matrices representing artery anatomy for first-pass effect prediction by aggregated networks with multi-scale attentions. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING: IMAGING & VISUALIZATION 2022. [DOI: 10.1080/21681163.2022.2155577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Jianhai Zhang
- Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Fouzi Bala
- Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Petra Cimflova
- Cumming School of Medicine, University of Calgary, Calgary, Canada
| | | | - Faysal Benali
- Cumming School of Medicine, University of Calgary, Calgary, Canada
- Maastricht University Medical Center+, Maastricht, Netherlands
| | - Michael D. Hill
- Cumming School of Medicine, University of Calgary, Calgary, Canada
- Foothills Medical Centre, Calgary, Canada
| | - Bijoy K. Menon
- Cumming School of Medicine, University of Calgary, Calgary, Canada
- Foothills Medical Centre, Calgary, Canada
| | - Wu Qiu
- Huazhong University of Science and Technology, Wuhan, China
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12
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Hu J, He W, Zheng B, Huang F, Lv K, Liao J, Chen Z, Jiang H, Wang K, Wang H, Lei Y, Liao J, Sang H, Liu S, Luo W, Sun R, Yang J, Huang J, Song J, Li F, Zi W, Long C, Yang Q. Hyperdense Artery Sign and Clinical Outcomes After Endovascular Treatment in Acute Basilar Artery Occlusion. Front Neurol 2022; 13:830705. [PMID: 35547375 PMCID: PMC9081764 DOI: 10.3389/fneur.2022.830705] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 03/23/2022] [Indexed: 11/13/2022] Open
Abstract
Background This study aimed to investigate the association between the hyperdense basilar artery sign (HBAS) on non-enhanced computed tomography (CT) and clinical outcomes in patients with acute basilar artery occlusion (BAO) who underwent endovascular treatment (EVT). Methods Eligible patients who underwent EVT due to acute BAO between January 2014 and May 2019 were divided into two groups based on HBAS. HBAS was assessed by two neuroradiologists using five grades on nonenhanced CT. The primary outcome was a favorable functional outcome (defined as a modified Rankin Scale [mRS] of 0-3) at 90 days. Secondary outcomes included successful recanalization and mortality within 90 days. Results Among 829 patients with BAO as assessed with CT angiography, magnetic resonance angiography, or digital subtraction angiography, 643 patients were treated with EVT. Of these, 51.32% (330/643) had HBAS. Patients with HBAS were older and had more severe neurological deficits and a higher frequency of atrial fibrillation than those without HBAS. There was no significant difference in favorable outcome (adjusted odds ratio [aOR]: 1.354, 95% confidence interval [CI]: 0.906-2.024; p = 0.14), successful recanalization (aOR: 0.926, 95% CI: 0.616--1.393; p = 0.71), and mortality (aOR: 1.193, 95% CI: 0.839-1.695; p = 0.33) between patients with or without HBAS. Subgroup analysis showed that the HBAS predicted a favorable outcome in patients aged <60 years (aOR: 2.574, 95% CI: 1.234-5.368; p = 0.01) and patients with vertebral artery-V4 segment occlusion (aOR: 3.738, 95% CI: 1.212-11.530; p = 0.02). In patients with HBAS, the baseline National Institutes of Health Stroke Scale (NIHSS) score, posterior circulation-Acute Stroke Prognosis Early Computed Tomography Score (pc-ASPECTS), and stent retriever were associated with successful recanalization. Conclusions Our study did not find a significant association between HBAS and favorable outcomes and successful recanalization in patients with BAO who underwent EVT. Moreover, large prospective studies are warranted to further investigate this relationship.
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Affiliation(s)
- Jinrong Hu
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Wencheng He
- Department of Neurology, Guiping People's Hospital, Guiping, China
| | - Bo Zheng
- Department of Neurology, Yaan Peoples's Hospital, Yaan, China
| | - Fang Huang
- Department of Neurology, People's Hospital of Yuxi City, Yuxi, China
| | - Kefeng Lv
- Department of Neurology, Dongguan People's Hospital of Southern Medical University, Dongguan, China
| | - Jiasheng Liao
- Department of Neurology, Suining No.1 People's Hospital, Suining, China
| | - Zhao Chen
- Department of Neurology, Yaan Peoples's Hospital, Yaan, China
| | - He Jiang
- Department of Neurology, The First People's Hospital of Neijiang, Neijiang, China
| | - Kuiyun Wang
- Department of Neurology, The Jintang First People's Hospital, Jintang, China
| | - Hongjun Wang
- Department of Neurology, Fengdu People's Hospital, Fengdu, China
| | - Yang Lei
- Department of Neurology, Wulong District People's Hospital, Chongqing, China
| | - Jiachuan Liao
- Department of Neurology, Santai County People's Hospital of North Sichuan Medical College, Santai, China
| | - Hongfei Sang
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Shuai Liu
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Weidong Luo
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Ruidi Sun
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Jie Yang
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Jiacheng Huang
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Jiaxing Song
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Fengli Li
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Wenjie Zi
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
| | - Chen Long
- Department of Emergency, Xiangtan Central Hospital, Chongqing, China
| | - Qingwu Yang
- Department of Neurology, Xinqiao Hospital and The Second Affiliated Hospital, Army Medical University (Third Military Medical University), Chongqing, China
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