1
|
van Voorst H, Pitkänen J, van Poppel L, de Vries L, Mojtahedi M, Martou L, Emmer BJ, Roos YBWEM, van Oostenbrugge R, Postma AA, Marquering HA, Majoie CBLM, Curtze S, Melkas S, Bentley P, Caan MWA. Deep learning-based white matter lesion volume on CT is associated with outcome after acute ischemic stroke. Eur Radiol 2024; 34:5080-5093. [PMID: 38285103 DOI: 10.1007/s00330-024-10584-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: 08/03/2023] [Revised: 12/12/2023] [Accepted: 12/16/2023] [Indexed: 01/30/2024]
Abstract
BACKGROUND Intravenous thrombolysis (IVT) before endovascular treatment (EVT) for acute ischemic stroke might induce intracerebral hemorrhages which could negatively affect patient outcomes. Measuring white matter lesions size using deep learning (DL-WML) might help safely guide IVT administration. We aimed to develop, validate, and evaluate a DL-WML volume on CT compared to the Fazekas scale (WML-Faz) as a risk factor and IVT effect modifier in patients receiving EVT directly after IVT. METHODS We developed a deep-learning model for WML segmentation on CT and validated with internal and external test sets. In a post hoc analysis of the MR CLEAN No-IV trial, we associated DL-WML volume and WML-Faz with symptomatic-intracerebral hemorrhage (sICH) and 90-day functional outcome according to the modified Rankin Scale (mRS). We used multiplicative interaction terms between WML measures and IVT administration to evaluate IVT treatment effect modification. Regression models were used to report unadjusted and adjusted common odds ratios (cOR/acOR). RESULTS In total, 516 patients from the MR CLEAN No-IV trial (male/female, 291/225; age median, 71 [IQR, 62-79]) were analyzed. Both DL-WML volume and WML-Faz are associated with sICH (DL-WML volume acOR, 1.78 [95%CI, 1.17; 2.70]; WML-Faz acOR, 1.53 95%CI [1.02; 2.31]) and mRS (DL-WML volume acOR, 0.70 [95%CI, 0.55; 0.87], WML-Faz acOR, 0.73 [95%CI 0.60; 0.88]). Only in the unadjusted IVT effect modification analysis WML-Faz was associated with more sICH if IVT was given (p = 0.046). Neither WML measure was associated with worse mRS if IVT was given. CONCLUSION DL-WML volume and WML-Faz had a similar relationship with functional outcome and sICH. Although more sICH might occur in patients with more severe WML-Faz receiving IVT, no worse functional outcome was observed. CLINICAL RELEVANCE STATEMENT White matter lesion severity on baseline CT in acute ischemic stroke patients has a similar predictive value if measured with deep learning or the Fazekas scale. Safe administration of intravenous thrombolysis using white matter lesion severity should be further studied. KEY POINTS White matter damage is a predisposing risk factor for intracranial hemorrhage in patients with acute ischemic stroke but remains difficult to measure on CT. White matter lesion volume on CT measured with deep learning had a similar association with symptomatic intracerebral hemorrhages and worse functional outcome as the Fazekas scale. A patient-level meta-analysis is required to study the benefit of white matter lesion severity-based selection for intravenous thrombolysis before endovascular treatment.
Collapse
Affiliation(s)
- Henk van Voorst
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands.
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands.
| | - Johanna Pitkänen
- Department of Neurology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Laura van Poppel
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
| | - Lucas de Vries
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
- Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands
| | - Mahsa Mojtahedi
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
| | - Laura Martou
- Department of Brain Sciences, Imperial College London, Charing Cross Hospital, London, England
| | - Bart J Emmer
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Yvo B W E M Roos
- Department of Neurology, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
| | - Robert van Oostenbrugge
- Department of Neurology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, The Netherlands
| | - Alida A Postma
- Department of Radiology and Nuclear Medicine, School for Mental health and sciences (Mhens), Maastricht University Medical Center, Maastricht, The Netherlands
| | - Henk A Marquering
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
| | - Charles B L M Majoie
- Department of Radiology and Nuclear Medicine, Amsterdam UMC, location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Sami Curtze
- Department of Neurology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Susanna Melkas
- Department of Neurology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Paul Bentley
- Department of Brain Sciences, Imperial College London, Charing Cross Hospital, London, England
| | - Matthan W A Caan
- Department of Biomedical Engineering and Physics, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands
| |
Collapse
|
2
|
Li M, Liu H, Xu M, Yu B, Guo M, Wang X, Shi G, Zhou R. Glial Fibrillary Acidic Protein as a Potential Indicator for Symptomatic Intracranial Hemorrhage in Acute Ischemic Patients Undergoing Endovascular Thrombectomy. Clin Interv Aging 2024; 19:123-132. [PMID: 38283765 PMCID: PMC10813222 DOI: 10.2147/cia.s448180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Accepted: 01/17/2024] [Indexed: 01/30/2024] Open
Abstract
Background The correlation between glial fibrillary acidic protein (GFAP) and symptomatic intracranial hemorrhage (sICH) in acute ischemic stroke (AIS) patients undergoing endovascular thrombectomy (EVT) treatment remains uncertain. We aimed to assess the association between levels of GFAP in the bloodstream and the occurrence of sICH. Methods Between June 2019 and May 2023, 142 consecutive AIS patients undergoing EVT at Stroke Center and 35 controls from the Physical Examination Center were retrospectively included. The levels of GFAP in the bloodstream were quantified using enzyme-linked immunosorbent assay prior to endovascular treatment (T1) and 24 h after the procedure (T2). The identification of sICH was based on the Heidelberg Bleeding Classification. Results Serum GFAP levels at T1 in AIS patients were significantly higher than those in the controls (0.249 [0.150-0.576] versus 0.065 [0.041-0.110] ng/mL, p = 0.001), and there was a notably elevation in GFAP levels at T2 compared to T1 (3.813 [1.474, 5.876] versus 0.249 [0.150-0.576] ng/mL, p = 0.001). Of the 142 AIS patients, 18 (14.5%) had sICH after EVT. Serum GFAP levels at T2 showed significant associations with sICH in both the unadjusted model (OR 1.513, 95% CI 1.269-1.805, p = 0.001) and multivariable adjusted model (OR 1.518, 95% CI 1.153-2.000, p = 0.003). Furthermore, the addition of GFAP at T2 to conventional model resulted in a significant enhancement of risk reclassification for sICH (integrated discrimination improvement [IDI] 0.183, 95% CI 0.070-0.295, p = 0.001). Conclusion Serum GFAP levels were notably increased in AIS patients 24 h after EVT. Elevated GFAP levels were correlated to an elevated risk of sICH. GFAP could potentially serve as a dependable indicator for sICH in AIS individuals who treated with EVT.
Collapse
Affiliation(s)
- Minghao Li
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Vascular Surgery, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Hua Liu
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Mingyang Xu
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Baiyang Yu
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing Clinical College of Bengbu Medical College, Bengbu, Anhui, People’s Republic of China
| | - Minwang Guo
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Xiaorong Wang
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Guomei Shi
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| | - Rujuan Zhou
- Stroke Center, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
- Department of Neurology, Taixing People’s Hospital, Taixing, Jiangsu, People’s Republic of China
| |
Collapse
|
3
|
Yi T, Li K, Lin XH, Lin DL, Wu YM, Pan ZN, Zheng XF, Chen RC, Zeng G, Chen WH. Predictors of futile recanalization in basilar artery occlusion patients undergoing endovascular treatment: a post hoc analysis of the ATTENTION trial. Front Neurol 2023; 14:1308036. [PMID: 38178887 PMCID: PMC10765589 DOI: 10.3389/fneur.2023.1308036] [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: 10/05/2023] [Accepted: 11/20/2023] [Indexed: 01/06/2024] Open
Abstract
Background Few studies have focused on factors associated with futile recanalization in patients with an acute basilar artery occlusion (BAO) that was treated with modern endovascular therapy (EVT). The aim of this study was to explore the factors associated with futile recanalization in patients with an acute BAO presented within 12 h. Methods This is a post-hoc analysis of the ATTENTION trial (The Trial of Endovascular Treatment of Acute Basilar-Artery Occlusion, ClinicalTrials.gov, number NCT04751708). Demographics, clinical characteristics, acute stroke workflow interval times, and imaging characteristics were compared between the futile recanalization and favorable recanalization groups. The favorable outcome was defined as a modified Rankin scale (mRS) score of 0-3 at 90 days, successful reperfusion was defined as thrombolysis in cerebral infarction (TICI) 2b and 3 on the final angiogram, and futile recanalization was defined as failure to achieve a favorable outcome despite successful reperfusion. A multivariate analysis was performed to identify the predictors of futile recanalization. Results In total, 185 patients were included in the final analysis: 89 (48.1%) patients had futile recanalization and 96 (51.9%) patients had favorable recanalization. In the multivariable logistic regression analysis, older age (OR 1.04, 95% CI 1.01 to 1.08, p = 0.01) and diabetes mellitus (OR 3.35, 95% CI 1.40 to 8.01, p = 0.007) were independent predictors of futile recanalization. Conclusion Futile recanalization occurred in nearly half of patients with acute BAO following endovascular treatment. Old age and diabetes mellitus were identified as independent predictors of futile recanalization after endovascular therapy for acute BAO.
Collapse
Affiliation(s)
- Tingyu Yi
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Kai Li
- Department of Neurology, Heze Municipal Hospital, Heze, China
| | - Xiao-hui Lin
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Ding-lai Lin
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Yan-Min Wu
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Zhi-nan Pan
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Xiu-fen Zheng
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Rong-cheng Chen
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Guoyong Zeng
- Department of Neurology, Ganzhou People’s Hospital, Ganzhou, China
| | - Wen-huo Chen
- Department of Neurointervention, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| |
Collapse
|
4
|
Fan H, Wei L, Zhao X, Zhu Z, Lu W, Roshani R, Huang K. White matter hyperintensity burden and functional outcomes in acute ischemic stroke patients after mechanical thrombectomy: A systematic review and meta-analysis. Neuroimage Clin 2023; 41:103549. [PMID: 38071889 PMCID: PMC10750174 DOI: 10.1016/j.nicl.2023.103549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 11/13/2023] [Accepted: 12/03/2023] [Indexed: 12/29/2023]
Abstract
BACKGROUND The influence of white matter hyperintensity (WMH) on clinical outcomes in acute ischemic stroke (AIS) patients treated with mechanical thrombectomy (MT) remains controversial. We performed a systematic review and meta-analysis to examine whether WMH burden is associated with clinical outcomes in AIS patients after MT. METHODS PubMed, Embase, and Web of Science were searched from inception to Sep 03, 2023. The registration number for PROSPERO is CRD42022340568. Studies reporting an association between the burden of WMH in AIS patients and clinical outcomes after MT were included in the meta-analysis. A random-effects model was used for meta-analysis. The quality of the included studies was assessed using the Newcastle-Ottawa Scale. Additionally, the presence of imprecise-study effects was evaluated using Egger's test and funnel plot. RESULTS Fifteen studies with 3,456 patients were enrolled in this meta-analysis. Among AIS patients who underwent MT, moderate/severe WMH had higher odds of 90-day unfavorable functional outcomes (odds ratio [OR] 2.72, 95% confidence interval [CI] 2.14-3.44; I2 = 0.0%; 95% CI 0.0%-42.7%), 90-day mortality (OR 1.94, 95% CI 1.45-2.60; I2 = 19.5%; 95% CI 0.0%-65.2%) and futile recanalization (OR 2.99, 95% CI 1.42-6.28; I2 = 69.7%; 95% CI 0.0%-91.0%) compared with none/mild WMH. However, the two groups had no significant difference in successful recanalization, symptomatic hemorrhagic transformation, and hemorrhagic transformation. A subset analysis of patients from 3 articles showed that WMH volume was not significantly associated with these outcomes. A notable limitation is that this meta-analysis lacks direct adjustment for imbalances in important baseline covariates. CONCLUSIONS Patients with moderate/severe WMH on baseline imaging are associated with substantially increased odds of 90-day unfavorable outcomes, futile recanalization, and 90-day mortality after MT. This association suggests that moderate/severe WMH may contribute to the prediction of clinical outcomes in AIS patients after MT.
Collapse
Affiliation(s)
- Huanhuan Fan
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Lihua Wei
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Xiaolin Zhao
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Zhiliang Zhu
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Wenting Lu
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Ramzi Roshani
- Department of Neurology, Nanfang Hospital, Southern Medical University, China
| | - Kaibin Huang
- Department of Neurology, Nanfang Hospital, Southern Medical University, China.
| |
Collapse
|
5
|
Galecio-Castillo M, Vivanco-Suarez J, Zevallos CB, Dajles A, Weng J, Farooqui M, Ribo M, Jovin TG, Ortega-Gutierrez S. Direct to angiosuite strategy versus standard workflow triage for endovascular therapy: systematic review and meta-analysis. J Neurointerv Surg 2023; 15:e17-e25. [PMID: 35710313 DOI: 10.1136/neurintsurg-2022-018895] [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: 03/07/2022] [Accepted: 05/23/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND Reducing stroke workflow times when performing endovascular thrombectomy is associated with improvement in clinical outcomes. We compared outcomes among large vessel occlusion (LVO) stroke patients following the direct to angiosuite (DTAS) strategy versus standard workflow (SW) when undergoing endovascular therapy. METHODS We conducted a systematic review and meta-analysis to compare rates of functional outcomes, reperfusion, symptomatic intracranial hemorrhage (sICH) and stroke workflow metrics. We included observational studies and clinical trials that compared the DTAS strategy versus SW, and at least one outcome of interest was assessed. Clinical, methodological and statistical heterogeneity were measured, and a random-effects model was used. RESULTS 12 studies were included in the systematic review and 8 in the meta-analysis (n=2890). The DTAS strategy was associated with significant higher odds of good functional outcome at 90 days (47.3% vs 34.9%; OR 1.58, 95% CI 1.16 to 2.14) and a significant average reduction of door-to-puncture (mean differences (MD) -35.09, 95% CI -49.76 to -20.41) and door-to-reperfusion times (MD -32.88, 95% CI -50.75 to -15.01). We found no differences in sICH (OR 0.80, 95% CI 0.53 to 1.20), mortality (OR 1.00, 95% CI 0.60 to 1.67) or successful reperfusion rates (OR 1.37, 95% CI 0.82 to 2.29). Moreover, the DTAS strategy was associated with greater odds of dramatic clinical improvement at 24 hours (OR 1.79, 95% CI 1.15 to 2.79). CONCLUSION Patients undergoing the DTAS strategy had a significant reduction in door-to-puncture and door-to-reperfusion times. This resulted in an increased rate of early neurological and 90-day functional recovery without compromising safety in LVO patients undergoing endovascular thrombectomy.
Collapse
Affiliation(s)
| | - Juan Vivanco-Suarez
- Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Cynthia B Zevallos
- Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Andres Dajles
- Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Julie Weng
- Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Mudassir Farooqui
- Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Marc Ribo
- Stroke Unit. Neurology, Hospital Vall d'Hebron, Barcelona, Spain
- Medicina, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Tudor G Jovin
- Neurology, Cooper University Hospital, Camden, New Jersey, USA
| | - Santiago Ortega-Gutierrez
- Neurology, Neurosurgery and Radiology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| |
Collapse
|
6
|
Status of neurological deficits after mechanical thrombectomy in elderly patients with ischemia. J Clin Neurosci 2022; 105:16-21. [PMID: 36055120 DOI: 10.1016/j.jocn.2022.08.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 08/03/2022] [Accepted: 08/21/2022] [Indexed: 11/23/2022]
Abstract
BACKGROUND Numerous studies report poorer outcomes after mechanical thrombectomy (MT) in elderly patients than in non-elderly patients. We aimed to investigate the changes in neurological symptoms after MT in elderly patients. METHODS We included 151 patients with acute stroke who independently performed activities of daily living before admission, underwent MT at our hospital between January 1, 2019 and December 31, 2021, and had successful recanalization (thrombolysis in cerebral infarction grade >2b). The subjects were divided into two groups according to whether they were aged ≥80 years (elderly group) or <80 years (non-elderly group), and the National Institutes of Health Stroke Scale (NIHSS) scores and deep and subcortical white matter hyperintensity (DSWMH) grades were compared between both groups. RESULTS There were 57 (38 %) and 94 (62 %) patients in the elderly and non-elderly groups, respectively. After propensity score matching, the median (interquartile range) NIHSS scores were significantly higher in the elderly group than in the non-elderly group at both 24 h (12 [5.5-19] vs 8; [2-14] P = 0.040) and 1 week (8 [3-12] vs 2.5 [0-13.5]; P = 0.041) after MT but not before MT (18 [13.5-22.5] vs 20 [14.5-24]; P = 0.549). DSWMH grades were significantly higher in the elderly group than in the non-elderly group (2 [1-3] vs 1 [0-2]; P = 0.018). CONCLUSIONS MT in the elderly group was associated with poorer improvement in neurological symptoms from the early period after MT than in the non-elderly group, even when successful recanalization was achieved. White matter lesions may contribute to the poor neurological improvement after recanalization in the elderly group.
Collapse
|