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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Dai Y, Xu H, Fang X, Xiong X, Song Z, Hu S, Yu Y, Hu C, Zhang Y. Dual-energy CT in assessment of thrombus perviousness and its application in predicting outcomes after intravenous thrombolysis in acute ischemic stroke. Eur J Radiol 2023; 164:110861. [PMID: 37167682 DOI: 10.1016/j.ejrad.2023.110861] [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: 12/27/2022] [Revised: 04/02/2023] [Accepted: 05/02/2023] [Indexed: 05/13/2023]
Abstract
PURPOSE To evaluate the feasibility of using iodine overlay maps reconstructed from dual-energy CT (DECT) to assess thrombus perviousness and investigate its value in predicting outcomes after intravenous thrombolysis in patients with acute ischemic stroke. METHOD 86 patients with proximal intracranial occlusions of the anterior circulation who underwent intravenous thrombolysis were included in this study. Thrombus iodine concentrations (ICthrombus) and normalized iodine concentrations (NICthrombus) were compared to conventional perviousness parameters (thrombus attenuation increase, TAI; void fraction, ε and CTA-index). The associations between perviousness parameters and outcomes were analyzed by Spearman's correlation and regression analysis. RESULTS ICthrombus and NICthrombus were significantly correlated with conventional perviousness parameters (P < 0.001). The median ICthrombus was 6.81 (interquartile range [IQR], 4.76-8.73) mg/ml in the favorable functional outcome group, which was higher than 3.52 (IQR, 2.08-6.86) mg/ml in the unfavorable outcome group (P = 0.001). The median NICthrombus was 0.095 (IQR, 0.068-0.116) and 0.054 (IQR, 0.031-0.083) in the favorable and unfavorable outcome groups, respectively (P < 0.001). NICthrombus predicted favorable outcome with a higher area under the curve (AUC) of 0.755 than any conventional perviousness parameter (P < 0.05). In the multivariable regression model, ICthrombus was independently associated with favorable outcome (odds ratio [OR] = 1.472, 95 % CI: 1.154-1.877, P = 0.002) and successful recanalization (OR = 1.356, 95 % CI: 1.093-1.681, P = 0.006). ICthrombus was negatively correlated with the final infarct volume (FIV) (r = -0.262, P = 0.020). Results for NICthrombus were similar. CONCLUSIONS DECT is of great value in assessing thrombus perviousness. NICthrombus is a meaningful predictor of stroke prognosis and recanalization after intravenous thrombolysis in acute ischemic stroke.
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Affiliation(s)
- Yao Dai
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China; Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China
| | - Haimin Xu
- Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China
| | - Xiang Fang
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Xing Xiong
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Ziyang Song
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Su Hu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Yixing Yu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Chunhong Hu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China.
| | - Yu Zhang
- Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China.
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Abdalkader M, Siegler JE, Lee JS, Yaghi S, Qiu Z, Huo X, Miao Z, Campbell BC, Nguyen TN. Neuroimaging of Acute Ischemic Stroke: Multimodal Imaging Approach for Acute Endovascular Therapy. J Stroke 2023; 25:55-71. [PMID: 36746380 PMCID: PMC9911849 DOI: 10.5853/jos.2022.03286] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [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: 10/15/2022] [Accepted: 01/04/2023] [Indexed: 02/04/2023] Open
Abstract
Advances in acute ischemic stroke (AIS) treatment have been contingent on innovations in neuroimaging. Neuroimaging plays a pivotal role in the diagnosis and prognosis of ischemic stroke and large vessel occlusion, enabling triage decisions in the emergent care of the stroke patient. Current imaging protocols for acute stroke are dependent on the available resources and clinicians' preferences and experiences. In addition, differential application of neuroimaging in medical decision-making, and the rapidly growing evidence to support varying paradigms have outpaced guideline-based recommendations for selecting patients to receive intravenous or endovascular treatment. In this review, we aimed to discuss the various imaging modalities and approaches used in the diagnosis and treatment of AIS.
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Affiliation(s)
- Mohamad Abdalkader
- Department of Radiology, Boston Medical Center, Boston, MA, USA,Correspondence: Mohamad Abdalkader Department of Radiology, Boston Medical Center, One Boston Medical Center Place, Boston, MA 02118, USA Tel: +1-617-614-4272 E-mail:
| | - James E. Siegler
- Cooper Neurological Institute, Cooper University Hospital, Camden, NJ, USA
| | - Jin Soo Lee
- Department of Neurology, Ajou University Hospital, Ajou University School of Medicine, Suwon, Korea
| | - Shadi Yaghi
- Department of Neurology, Brown University, Providence, RI, USA
| | - Zhongming Qiu
- Department of Neurology, The 903rd Hospital of The Chinese People’s Liberation Army, Hangzhou, China
| | - Xiaochuan Huo
- Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Zhongrong Miao
- Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Bruce C.V. Campbell
- Department of Medicine and Neurology, Melbourne Brain Centre at the Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia
| | - Thanh N. Nguyen
- Department of Radiology, Boston Medical Center, Boston, MA, USA,Department of Neurology, Boston Medical Center, Boston, MA, USA
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Ikenberg B, Boeckh-Behrens T, Maegerlein C, Härtl J, Hernandez Petzsche M, Zimmer C, Wunderlich S, Berndt M. Ischemic Stroke of Suspected Cardioembolic Origin Despite Anticoagulation: Does Thrombus Analysis Help to Clarify Etiology? Front Neurol 2022; 13:824792. [PMID: 35359653 PMCID: PMC8961689 DOI: 10.3389/fneur.2022.824792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 01/25/2022] [Indexed: 12/03/2022] Open
Abstract
Introduction Despite sufficient oral anticoagulation (OAC) to prevent cardioembolism, some patients suffer from cerebral ischemic strokes of suspected cardioembolic origin. Reasons for that are not clarified yet. In certain cases, the suspected cardioembolic origin of stroke is questioned. This study aimed to understand the thrombi origin and pathophysiology in patients suffering from stroke despite OAC by the analysis of histologic thrombus composition and imaging characteristics. Materials and Methods On two distinct cohorts, we retrospectively analyzed histologic (n = 92) and imaging features (n = 64), i.e., thrombus perviousness in admission CT imaging, of cerebral thrombi retrieved by the endovascular treatment for a large vessel occlusion of the anterior circulation. In each group, patients with non-cardioembolic strokes and suspected cardioembolic strokes with or without anticoagulation were compared. Results Fibrin/platelet content of suspected cardioembolic thrombi (mean/SD 57.2% ± 13) is higher than in non-cardioembolic thrombi (48.9% ± 17; p = 0.01). In suspected cardioembolic thrombi, the fibrin/platelet content does not differ in the subgroups of patients with (57.3% ± 13) and without prior OAC treatment (56.6% ±13; p = 0.8), both with higher values than non-cardioembolic thrombi. Thrombus perviousness (ε) of suspected cardioembolic OAC thrombi (mean/SD: 0.09 ± 0.06) differs significantly from non-cardioembolic thrombi (0.02 ± 0.02; p < 0.001). Further, ε is higher in suspected cardioembolic thrombi with OAC than in cardioembolic thrombi without OAC (0.06 ± 0.03; p = 0.04) and with insufficient OAC (0.04 ± 0.02; p = 0.07). Conclusion Thrombi of the suspected cardioembolic origin of patients with prior OAC do not differ in their histologic composition from those without prior OAC, but both differ from non-cardioembolic thrombi. These histologic results make a non-cardioembolic etiology for strokes despite prior OAC rather unlikely but favor other reasons for these ischemic events. Perviousness assessment reinforces the histologic findings, with additional information about the OAC thrombi, which present with higher perviousness. This suggests that OAC would not affect the relative histologic thrombus composition but may alter the microstructure, as reflected by perviousness.
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Affiliation(s)
- Benno Ikenberg
- Department of Neurology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
- *Correspondence: Benno Ikenberg
| | - Tobias Boeckh-Behrens
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Christian Maegerlein
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Johanna Härtl
- Department of Neurology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Moritz Hernandez Petzsche
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Claus Zimmer
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Silke Wunderlich
- Department of Neurology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Maria Berndt
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
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Santos EMM, Arrarte Terreros N, Kappelhof M, Borst J, Boers AMM, Lingsma HF, Berkhemer OA, Dippel DWJ, Majoie CB, Marquering HA, Niessen WJ. Associations of thrombus perviousness derived from entire thrombus segmentation with functional outcome in patients with acute ischemic stroke. J Biomech 2021; 128:110700. [PMID: 34482225 DOI: 10.1016/j.jbiomech.2021.110700] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 07/29/2021] [Accepted: 08/12/2021] [Indexed: 11/28/2022]
Abstract
Thrombus perviousness is strongly associated with functional outcome and intravenous alteplase treatment success in patients with acute ischemic stroke. Accuracy of thrombus attenuation increase (TAI) assessment may be compromised by a heterogeneous thrombus composition and interobserver variations of currently used manual measurements. We hypothesized that TAI is more strongly associated with clinical outcomes when evaluated on the entire thrombus. In 195 patients, five TAI measures were performed: one manual by placing three regions of interest (TAImanual) and four automated ones assessing densities from the entire thrombus. The automated TAI measures were calculated by comparing quartiles; Q1, Q2, and Q3 of the non-contrast and contrast enhanced thrombus density distribution and using the lag of the maximum of the cross correlations (MCC). Associations with functional outcome (mRS at 90 days) were assessed with univariate and multivariable analyses. All entire TAI measures were significantly associated with functional outcome with odd ratios (OR) of 1.63(95 %CI:1.19-2.25, p = 0.003) for Q1, 1.56(95 %CI:1.16-2.10, p = 0.003) for Q2, 1.24(95 %CI:1.00-1.54, p = 0.045) for Q3, and 1.70(95 %CI:1.24-2.34, p = 0.001) for MCC per 10 HU increase in univariate models. TAImanual was not significantly associated with functional outcome (p = 0.055). In the multivariable logistic regression models including age, NIHSS, and recanalization, only TAI measures derived from the entire thrombus were independently associated with favorable outcome; OR of 1.64(95 %CI:1.01-2.66, p = 0.048) for Q2 and 1.82(1.13-2.95, p = 0.014) for MCC per 10 HU increase of thrombus attenuation. The novel perviousness measures of the entire thrombus are more strongly associated with functional outcome than the traditional manual perviousness assessments.
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Affiliation(s)
- Emilie M M Santos
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands; Department of Biomedical Engineering and Physics, Amsterdam UMC, Amsterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus Universtiy Medical Center, Rotterdam, the Netherlands; Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Nerea Arrarte Terreros
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands; Department of Biomedical Engineering and Physics, Amsterdam UMC, Amsterdam, the Netherlands
| | - Manon Kappelhof
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands
| | - Jordi Borst
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands
| | - Anna M M Boers
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands; Institute of Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Hester F Lingsma
- Department of Public Health, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Olvert A Berkhemer
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus Universtiy Medical Center, Rotterdam, the Netherlands; Department of Neurology, Erasmus Universtiy Medical Center, Rotterdam, the Netherlands
| | - Diederik W J Dippel
- Department of Neurology, Erasmus Universtiy Medical Center, Rotterdam, the Netherlands
| | - Charles B Majoie
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands
| | - Henk A Marquering
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, Amsterdam, the Netherlands; Department of Biomedical Engineering and Physics, Amsterdam UMC, Amsterdam, the Netherlands.
| | - Wiro J Niessen
- Department of Radiology and Nuclear Medicine, Erasmus Universtiy Medical Center, Rotterdam, the Netherlands; Faculty of Applied Sciences, Delft University of Technology, Delft, the Netherlands
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Kufner A, Endres M, Scheel M, Leithner C, Nolte CH, Schlemm L. No Association Between Thrombus Perviousness and Cardioembolic Stroke Etiology in Basilar Artery Occlusion Stroke. Front Neurol 2021; 12:712449. [PMID: 34566854 PMCID: PMC8458577 DOI: 10.3389/fneur.2021.712449] [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: 05/20/2021] [Accepted: 07/16/2021] [Indexed: 01/21/2023] Open
Abstract
Background: Thrombus perviousness (TP) quantified by thrombus attenuation increase (TAI) assessed on acute non-contrast computed tomography (NCCT) and CT angiography (CTA) may be associated with stroke etiology in anterior circulation ischemic stroke. We investigated whether TP is associated with stroke etiology and recanalization after mechanical thrombectomy in patients with acute basilar artery occlusion (BAO). Methods: Eighty patients with complete BAO and in-house acute imaging from a prospectively maintained database were included. Two raters independently segmented the complete thrombus on co-registered NCCT and CTA to determine TAI in Hounsfield units (HUCTA–HUNCCT); averaged values of the raters were used for analysis. Recanalization to modified treatment in cerebral ischemia (mTICI) score 2b/3 was considered successful, and 90-day modified Rankin Scale score 0–2 was considered favorable. Results: TAI did not differ between patients with different stroke etiologies; median TAI in patients with cardioembolic stroke (n = 36) was −0.47 (interquartile range −4.08 to 7.72), 1.94 (−8.14 to 10.75) in patients with large artery atherosclerosis (LAA; n = 25), and −0.99 (−6.49 to 5.40) in patients with stroke of undetermined origin (n = 17; p = 0.955). Binary logistic regression analyses did not identify TAI as an independent indicator of cardioembolic stroke (adjusted odds ratio [OR] vs. LAA stroke: 1.0 [95% CI: 0.95–1.0], p = 0.751). There was no association with successful recanalization (adjusted OR 1.4 [0.70–2.7], p = 0.345) or favorable outcome (adjusted OR 1.1 [95% CI: 0.94–1.2], p = 0.304). Conclusion: In contrast to proximal middle cerebral artery occlusions, TP in BAO patients is not associated with cardioembolic stroke etiology. Larger confirmatory studies to establish the potential role of TP for clinical applications should focus on patients with anterior circulation stroke.
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Affiliation(s)
- Anna Kufner
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.,Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
| | - Matthias Endres
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.,Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany.,German Center for Cardiovascular Research, Partner Site Berlin, Berlin, Germany.,German Center for Neurodegenerative Diseases, Partner Site Berlin, Berlin, Germany
| | - Michael Scheel
- Department of Neuroradiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Christoph Leithner
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.,Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
| | - Christian H Nolte
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.,Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany.,German Center for Cardiovascular Research, Partner Site Berlin, Berlin, Germany.,German Center for Neurodegenerative Diseases, Partner Site Berlin, Berlin, Germany
| | - Ludwig Schlemm
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.,Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
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7
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Kappelhof M, Tolhuisen ML, Treurniet KM, Dutra BG, Alves H, Zhang G, Brown S, Muir KW, Dávalos A, Roos YBWEM, Saver JL, Demchuk AM, Jovin TG, Bracard S, Campbell BCV, van der Lugt A, Guillemin F, White P, Hill MD, Dippel DWJ, Mitchell PJ, Goyal M, Marquering HA, Majoie CBLM. Endovascular Treatment Effect Diminishes With Increasing Thrombus Perviousness: Pooled Data From 7 Trials on Acute Ischemic Stroke. Stroke 2021; 52:3633-3641. [PMID: 34281377 PMCID: PMC8547583 DOI: 10.1161/strokeaha.120.033124] [Citation(s) in RCA: 12] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Supplemental Digital Content is available in the text. Background and Purpose: Thrombus perviousness estimates residual flow along a thrombus in acute ischemic stroke, based on radiological images, and may influence the benefit of endovascular treatment for acute ischemic stroke. We aimed to investigate potential endovascular treatment (EVT) effect modification by thrombus perviousness. Methods: We included 443 patients with thin-slice imaging available, out of 1766 patients from the pooled HERMES (Highly Effective Reperfusion Evaluated in Multiple Endovascular Stroke trials) data set of 7 randomized trials on EVT in the early window (most within 8 hours). Control arm patients (n=233) received intravenous alteplase if eligible (212/233; 91%). Intervention arm patients (n=210) received additional EVT (prior alteplase in 178/210; 85%). Perviousness was quantified by thrombus attenuation increase on admission computed tomography angiography compared with noncontrast computed tomography. Multivariable regression analyses were performed including multiplicative interaction terms between thrombus attenuation increase and treatment allocation. In case of significant interaction, subgroup analyses by treatment arm were performed. Our primary outcome was 90-day functional outcome (modified Rankin Scale score), resulting in an adjusted common odds ratio for a one-step shift towards improved outcome. Secondary outcomes were mortality, successful reperfusion (extended Thrombolysis in Cerebral Infarction score, 2B–3), and follow-up infarct volume (in mL). Results: Increased perviousness was associated with improved functional outcome. After adding a multiplicative term of thrombus attenuation increase and treatment allocation, model fit improved significantly (P=0.03), indicating interaction between perviousness and EVT benefit. Control arm patients showed significantly better outcomes with increased perviousness (adjusted common odds ratio, 1.2 [95% CI, 1.1–1.3]). In the EVT arm, no significant association was found (adjusted common odds ratio, 1.0 [95% CI, 0.9–1.1]), and perviousness was not significantly associated with successful reperfusion. Follow-up infarct volume (12% [95% CI, 7.0–17] per 5 Hounsfield units) and chance of mortality (adjusted odds ratio, 0.83 [95% CI, 0.70–0.97]) decreased with higher thrombus attenuation increase in the overall population, without significant treatment interaction. Conclusions: Our study suggests that the benefit of best medical care including alteplase, compared with additional EVT, increases in patients with more pervious thrombi.
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Affiliation(s)
- Manon Kappelhof
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.)
| | - Manon L Tolhuisen
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.).,Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.L.T., B.G.D., H.A., H.A.M.)
| | - Kilian M Treurniet
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.)
| | - Bruna G Dutra
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.).,Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.L.T., B.G.D., H.A., H.A.M.)
| | - Heitor Alves
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.).,Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.L.T., B.G.D., H.A., H.A.M.)
| | - Guang Zhang
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.)
| | - Scott Brown
- Altair Biostatistics, St Louis Park, MN (S. Brown)
| | - Keith W Muir
- Neuroscience & Psychology, University of Glasgow, Queen Elizabeth University Hospital, United Kingdom (K.W.M.)
| | - Antoni Dávalos
- Neuroscience, Hospital Germans Trias i Pujol, Universitat Autònoma de Barcelona, Spain (A.D.)
| | - Yvo B W E M Roos
- Neurology, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (Y.B.W.E.M.R.)
| | - Jeffrey L Saver
- Neurology, Comprehensive Stroke Center, David Geffen School of Medicine, University of California, Los Angeles (UCLA) (J.L.S.)
| | - Andrew M Demchuk
- Clinical Neurosciences, University of Calgary, Alberta, Canada. (A.M.D., M.D.H.)
| | - Tudor G Jovin
- Neurology, University of Pittsburgh Medical Center, PA (T.G.J.)
| | - Serge Bracard
- Diagnostic and Interventional Neuroradiology, University of Lorraine, University Hospital of Nancy, France. (S. Bracard)
| | - Bruce C V Campbell
- Medicine and Neurology, Royal Melbourne Hospital, University of Melbourne, Parkville, Australia. (B.C.V.C.)
| | - Aad van der Lugt
- Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. (A.v.d.L.)
| | - Francis Guillemin
- Epidemiology, University of Lorraine, University Hospital of Nancy, France. (F.G.)
| | - Philip White
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom (P.W.)
| | - Michael D Hill
- Clinical Neurosciences, University of Calgary, Alberta, Canada. (A.M.D., M.D.H.)
| | | | - Peter J Mitchell
- Radiology, Royal Melbourne Hospital, University of Melbourne, Parkville, Australia. (P.J.M.)
| | - Mayank Goyal
- Radiology, University of Calgary, Alberta, Canada.(M.G.)
| | - Henk A Marquering
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.).,Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.L.T., B.G.D., H.A., H.A.M.)
| | - Charles B L M Majoie
- Radiology and Nuclear Medicine, Amsterdam University Medical Center, University of Amsterdam, the Netherlands. (M.K., M.L.T., K.M.T., B.G.D., H.A., G.Z., H.A.M., C.B.L.M.M.)
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8
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Liebeskind DS, Wardlaw JM. Imaging Advances: Acute-on-Chronic Stroke. Stroke 2021; 52:1486-1489. [PMID: 33641382 DOI: 10.1161/strokeaha.121.033449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- David S Liebeskind
- Neurovascular Imaging Research Core, University of California, Los Angeles (D.S.L.)
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, Edinburgh Imaging and UK Dementia Research Institute, University of Edinburgh, United Kingdom (J.M.W.)
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9
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Hanning U, Sporns PB, Psychogios MN, Jeibmann A, Minnerup J, Gelderblom M, Schulte K, Nawabi J, Broocks G, Meyer L, Krähling H, Brehm A, Wildgruber M, Fiehler J, Kniep H. Imaging-based prediction of histological clot composition from admission CT imaging. J Neurointerv Surg 2021; 13:1053-1057. [PMID: 33483457 DOI: 10.1136/neurintsurg-2020-016774] [Citation(s) in RCA: 10] [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] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 12/14/2020] [Accepted: 12/23/2020] [Indexed: 01/31/2023]
Abstract
BACKGROUND Thrombus composition has been shown to be a major determinant of recanalization success and occurrence of complications in mechanical thrombectomy. The most important parameters of thrombus behavior during interventional procedures are relative fractions of fibrin and red blood cells (RBCs). We hypothesized that quantitative information from admission non-contrast CT (NCCT) and CT angiography (CTA) can be used for machine learning based prediction of thrombus composition. METHODS The analysis included 112 patients with occlusion of the carotid-T or middle cerebral artery who underwent thrombectomy. Thrombi samples were histologically analyzed and fractions of fibrin and RBCs were determined. Thrombi were semi-automatically delineated in CTA scans and NCCT scans were registered to the same space. Two regions of interest (ROIs) were defined for each thrombus: small-diameter ROIs capture vessel walls and thrombi, large-diameter ROIs reflect peri-vascular tissue responses. 4844 quantitative image markers were extracted and evaluated for their ability to predict thrombus composition using random forest algorithms in a nested fivefold cross validation. RESULTS Test set receiver operating characteristic area under the curve was 0.83 (95% CI 0.80 to 0.87) for differentiating RBC-rich thrombi and 0.84 (95% CI 0.80 to 0.87) for differentiating fibrin-rich thrombi. At maximum Youden-Index, RBC-rich thrombi were identified at 77% sensitivity and 74% specificity; for fibrin-rich thrombi the classifier reached 81% sensitivity at 73% specificity. CONCLUSIONS Machine learning based analysis of admission imaging allows for prediction of clot composition. Perspectively, such an approach could allow selection of clot-specific devices and retrieval procedures for personalized thrombectomy strategies.
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Affiliation(s)
- Uta Hanning
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Peter B Sporns
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Marios N Psychogios
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Astrid Jeibmann
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Jens Minnerup
- Department of Neurology, University Hospital Münster, Münster, Germany
| | - Mathias Gelderblom
- Department of Neurology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Karolin Schulte
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Jawed Nawabi
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany.,Department of Radiology, Charité School of Medicine and University Hospital Berlin, Berlin, Germany
| | - Gabriel Broocks
- 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
| | - Hermann Krähling
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Alex Brehm
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Moritz Wildgruber
- Department of Radiology, Ludwig-Maximilians-University (LMU) Munich, Munich, Germany
| | - Jens Fiehler
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Helge Kniep
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
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