scholarly journals Hypotension during endovascular treatment under general anesthesia for acute ischemic stroke

PLoS ONE ◽  
2021 ◽  
Vol 16 (6) ◽  
pp. e0249093
Author(s):  
Sabine L. Collette ◽  
Maarten Uyttenboogaart ◽  
Noor Samuels ◽  
Irene C. van der Schaaf ◽  
H. Bart van der Worp ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
General Anesthesia ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Randomized Clinical Trials ◽  
Anesthetic Management ◽  
Poor Functional Outcome ◽  
Anterior Circulation ◽  
Period Increase

Objective The effect of anesthetic management (general anesthesia [GA], conscious sedation, or local anesthesia) on functional outcome and the role of blood pressure management during endovascular treatment (EVT) for acute ischemic stroke is under debate. We aimed to determine whether hypotension during EVT under GA is associated with functional outcome at 90 days. Methods We retrospectively collected data from patients with a proximal intracranial occlusion of the anterior circulation treated with EVT under GA. The primary outcome was the distribution on the modified Rankin Scale at 90 days. Hypotension was defined using two thresholds: a mean arterial pressure (MAP) of 70 mm Hg and a MAP 30% below baseline MAP. To quantify the extent and duration of hypotension, the area under the threshold (AUT) was calculated using both thresholds. Results Of the 366 patients included, procedural hypotension was observed in approximately half of them. The occurrence of hypotension was associated with poor functional outcome (MAP <70 mm Hg: adjusted common odds ratio [acOR], 0.57; 95% confidence interval [CI], 0.35–0.94; MAP decrease ≥30%: acOR, 0.76; 95% CI, 0.48–1.21). In addition, an association was found between the number of hypotensive periods and poor functional outcome (MAP <70 mm Hg: acOR, 0.85 per period increase; 95% CI, 0.73–0.99; MAP decrease ≥30%: acOR, 0.90 per period; 95% CI, 0.78–1.04). No association existed between AUT and functional outcome (MAP <70 mm Hg: acOR, 1.000 per 10 mm Hg*min increase; 95% CI, 0.998–1.001; MAP decrease ≥30%: acOR, 1.000 per 10 mm Hg*min; 95% CI, 0.999–1.000). Conclusions Occurrence of procedural hypotension and an increase in number of procedural hypotensive periods were associated with poor functional outcome, whereas the extent and duration of hypotension were not. Randomized clinical trials are needed to confirm our hypothesis that hypotension during EVT under GA has detrimental effects.

scholarly journals Outcome of endovascular treatment within and beyond 6 h without perfusion software

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Zhen Jing ◽  
Hao Li ◽  
Shengming Huang ◽  
Min Guan ◽  
Yongxin Li ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
General Anesthesia ◽  
Acute Ischemic Stroke ◽  
Clinical Outcomes ◽  
Symptom Onset ◽  
Anterior Circulation ◽  
Vessel Occlusion ◽  
Group A ◽  
Group B

AbstractEndovascular treatment (EVT) has been accepted as the standard of care for patients with acute ischemic stroke. The aim of the present study was to compare clinical outcomes of patients who received EVT within and beyond 6 h from symptom onset to groin puncture without perfusion software in Guangdong district, China. Between March 2017 and May 2018, acute ischemic stroke patients who received EVT from 6 comprehensive stroke centers, were enrolled into the registry study. In this subgroup study, we included all patients who had acute proximal large vessel occlusion in the anterior circulation. The demographic, clinical and neuroimaging data were collected from each center. A total of 192 patients were included in this subgroup study. They were divided into two groups: group A (n = 125), within 6 h; group B (n = 67), 6–24 h from symptom onset to groin puncture. There were no substantial differences between these two groups in terms of 90 days favorable outcome (modified Rankin scale [mRS] ≤ 2, P = 0.051) and mortality (P = 0.083), and the risk of symptomatic intracranial hemorrhage at 24 h (P = 0.425). The NIHSS (median 16, IQR12-20, group A; median 12, IQR8-18, group B; P = 0.009) and ASPECTS (median 10, IQR8-10, group A; median 9, IQR8-10, group B; P = 0.034) at baseline were higher in group A. The anesthesia method (general anesthesia, 21.3%, group A vs. 1.5% group B, P = 0.001) were also statistically different between the two groups. The NIHSS and ASPECTS were higher, and general anesthesia was also more widely used in group A. Clinical outcomes were not significantly different within 6 h versus 6–24 h from symptom onset to groin puncture in this real world study.

Predictors of parenchymal hemorrhage after endovascular treatment in acute ischemic stroke: data from ANGEL-ACT Registry

2022 ◽  
pp. neurintsurg-2021-018292
Author(s):  
Dapeng Sun ◽  
Baixue Jia ◽  
Xu Tong ◽  
Peter Kan ◽  
Xiaochuan Huo ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Multivariable Analysis ◽  
Serum Glucose ◽  
Chinese Patients ◽  
Anterior Circulation ◽  
Vessel Occlusion ◽  
Atherosclerotic Stenosis

BackgroundParenchymal hemorrhage (PH) is a troublesome complication after endovascular treatment (EVT).ObjectiveTo investigate the incidence, independent predictors, and clinical impact of PH after EVT in patients with acute ischemic stroke (AIS) due to anterior circulation large vessel occlusion (LVO).MethodsSubjects were selected from the ANGEL-ACT Registry. PH was diagnosed according to the European Collaborative Acute Stroke Study classification. Logistic regression analyses were performed to determine the independent predictors of PH, as well as the association between PH and 90-day functional outcome assessed by modified Rankin Scale (mRS) score.ResultsOf the 1227 enrolled patients, 147 (12.0%) were diagnosed with PH within 12–36 hours after EVT. On multivariable analysis, low admission Alberta Stroke Program Early CT score (ASPECTS)(adjusted OR (aOR)=1.13, 95% CI 1.02 to 1.26, p=0.020), serum glucose >7 mmol/L (aOR=1.82, 95% CI 1.16 to 2.84, p=0.009), and neutrophil-to-lymphocyte ratio (NLR; aOR=1.05, 95% CI 1.02 to 1.09, p=0.005) were associated with a high risk of PH, while underlying intracranial atherosclerotic stenosis (ICAS; aOR=0.42, 95% CI 0.22 to 0.81, p=0.009) and intracranial angioplasty/stenting (aOR=0.37, 95% CI 0.15 to 0.93, p=0.035) were associated with a low risk of PH. Furthermore, patients with PH were associated with a shift towards to worse functional outcome (mRS score 4 vs 3, adjusted common OR (acOR)=2.27, 95% CI 1.53 to 3.38, p<0.001).ConclusionsIn Chinese patients with AIS caused by anterior circulation LVO, the risk of PH was positively associated with low admission ASPECTS, serum glucose >7 mmol/L, and NLR, but negatively related to underlying ICAS and intracranial angioplasty/stenting.Trial registration numberNCT03370939.

scholarly journals Workflow Intervals of Endovascular Acute Stroke Therapy During On- Versus Off-Hours

Stroke ◽  
2019 ◽  
Vol 50 (10) ◽  
pp. 2842-2850 ◽  
Author(s):  
Wouter H. Hinsenveld ◽  
Inger R. de Ridder ◽  
Robert J. van Oostenbrugge ◽  
Jan A. Vos ◽  
Adrien E. Groot ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Large Vessel ◽  
Complication Rates ◽  
Large Vessel Occlusion ◽  
Anterior Circulation ◽  
Vessel Occlusion ◽  
Significant Difference

Background and Purpose— Endovascular treatment (EVT) of patients with acute ischemic stroke because of large vessel occlusion involves complicated logistics, which may cause a delay in treatment initiation during off-hours. This might lead to a worse functional outcome. We compared workflow intervals between endovascular treatment–treated patients presenting during off- and on-hours. Methods— We retrospectively analyzed data from the MR CLEAN Registry, a prospective, multicenter, observational study in the Netherlands and included patients with an anterior circulation large vessel occlusion who presented between March 2014 and June 2016. Off-hours were defined as presentation on Monday to Friday between 17:00 and 08:00 hours, weekends (Friday 17:00 to Monday 8:00) and national holidays. Primary end point was first door to groin time. Secondary end points were functional outcome at 90 days (modified Rankin Scale) and workflow time intervals. We stratified for transfer status, adjusted for prognostic factors, and used linear and ordinal regression models. Results— We included 1488 patients of which 936 (62.9%) presented during off-hours. Median first door to groin time was 140 minutes (95% CI, 110–182) during off-hours and 121 minutes (95% CI, 85–157) during on-hours. Adjusted first door to groin time was 14.6 minutes (95% CI, 9.3–20.0) longer during off-hours. Door to needle times for intravenous therapy were slightly longer (3.5 minutes, 95% CI, 0.7–6.3) during off-hours. Groin puncture to reperfusion times did not differ between groups. For transferred patients, the delay within the intervention center was 5.0 minutes (95% CI, 0.5–9.6) longer. There was no significant difference in functional outcome between patients presenting during off- and on-hours (adjusted odds ratio, 0.92; 95% CI, 0.74–1.14). Reperfusion rates and complication rates were similar. Conclusions— Presentation during off-hours is associated with a slight delay in start of endovascular treatment in patients with acute ischemic stroke. This treatment delay did not translate into worse functional outcome or increased complication rates.

Neutrophil-Lymphocyte Ratio Predicts Functional and Safety Outcomes after Endovascular Treatment for Acute Ischemic Stroke

2018 ◽  
Vol 45 (5-6) ◽  
pp. 221-227 ◽  
Author(s):  
Zhenhui Duan ◽  
Huaiming Wang ◽  
Zhen Wang ◽  
Yonggang Hao ◽  
Wenjie Zi ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Functional Outcome ◽  
Laboratory Data ◽  
Poor Functional Outcome ◽  
Anterior Circulation ◽  
Vessel Occlusion ◽  
Neutrophil Lymphocyte Ratio ◽  
Lymphocyte Ratio ◽  
The Relationship

Background and Objective: Endovascular treatment (EVT) is proven to be safe and effective for treating acute large vessel occlusion stroke (LVOS). The neutrophil-lymphocyte ratio (NLR) reflects systemic inflammation, which plays an important role in the process of treating ischemic stroke. This study aims to explore the relationship between NLR and the clinical outcomes of LVOS patients undergoing EVT. Methods: Patients were selected from the EVT for acUte Anterior circuLation (ACTUAL) ischemic stroke registry. The laboratory data (neutrophil count, lymphocyte count) before EVT were collected. Poor functional outcome was defined as modified Rankin Scale (mRS) of 3–6 at 3 months. Multivariable logistic regression analyses were performed to explore the relationship of NLR with functional outcome, symptomatic intracranial hemorrhage (sICH), and mortality. Results: We eventually included 616 patients (median of age, 66 years; 40.3% female). There were 350 (56.7%) patients achieving mRS of 3–6 at 3 months, 98 (15.9%) patients with sICH, and the mortality at 3 months was 24.8% (153/616). Baseline NLR was independently associated with poor functional outcome (OR 1.58; 95% CI 1.02–2.45; p = 0.039) and sICH (OR 1.84; 95% CI 1.09–3.11; p = 0.023) but showed a trend for predicting 3-month mortality (OR 1.57; 95% CI 0.94–2.65; p = 0.088). Conclusions: NLR independently predicts 3-month functional outcome and sICH but the existence of a trend association with mortality after EVT for acute anterior circulation LVOS patients.

Anesthetic management during endovascular treatment of acute ischemic stroke in the MR CLEAN Registry

Neurology ◽  
2019 ◽  
Vol 94 (1) ◽  
pp. e97-e106 ◽  
Author(s):  
Robert-Jan B. Goldhoorn ◽  
Marie Louise E. Bernsen ◽  
Jeannette Hofmeijer ◽  
Jasper M. Martens ◽  
Hester F. Lingsma ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Scale Score ◽  
Anesthetic Management ◽  
Anesthetic Technique ◽  
Modified Rankin Scale ◽  
Class Iii ◽  
Mr Clean

ObjectiveTo compare outcomes after endovascular treatment (EVT) for acute ischemic stroke with 3 different types of anesthetic management in clinical practice, as anesthetic management may influence functional outcome.MethodsData of patients with an anterior circulation occlusion, included in the Dutch nationwide, prospective Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN) Registry between March 2014 and June 2016, were analyzed. Patients were divided into 3 groups defined by anesthetic technique performed during EVT: local anesthesia only (LA), general anesthesia (GA), or conscious sedation (CS). Primary outcome was the modified Rankin Scale score at 90 days. To compare functional outcome between groups, we estimated a common odds ratio (OR) with ordinal logistic regression, adjusted for age, sex, prestroke modified Rankin Scale score, baseline NIH Stroke Scale score, collaterals, and time from onset to arrival at intervention center.ResultsA total of 1,376 patients were included. Performed anesthetic technique was LA in 821 (60%), GA in 381 (28%), and CS in 174 (13%) patients. Compared to LA, both GA and CS were associated with worse functional outcome on the modified Rankin Scale score at 90 days (GA cORadj 0.75; 95% confidence interval [CI] 0.58–0.97; CS cORadj 0.45; 95% CI 0.33–0.62). CS was associated with worse functional outcome than GA (cORadj 0.60; 95% CI 0.42–0.87).ConclusionsLA is associated with better functional outcome than systemic sedation in patients undergoing EVT for acute ischemic stroke. Whereas LA had a clear advantage over CS, this was less prominent compared to GA.Classification of evidenceThis study provides Class III evidence that for patients with acute ischemic stroke undergoing EVT, LA improves functional outcome compared to GA or CS.

scholarly journals ASPECTS-based reperfusion status on arterial spin labeling is associated with clinical outcome in acute ischemic stroke patients

2017 ◽  
Vol 38 (3) ◽  
pp. 382-392 ◽  
Author(s):  
Songlin Yu ◽  
Samantha J Ma ◽  
David S Liebeskind ◽  
Dandan Yu ◽  
Ning Li ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Scoring System ◽  
Operating Characteristic ◽  
Characteristic Curve ◽  
Multiple Logistic Regression Analysis ◽  
Post Treatment ◽  
Poor Functional Outcome

The purpose of this study was to develop and evaluate a scoring system for assessing reperfusion status based on arterial spin labeled (ASL) perfusion MRI in acute ischemic stroke (AIS) patients receiving thrombolysis and/or endovascular treatment. Pseudo-continuous ASL with background suppressed 3D GRASE was acquired along with DWI in 90 patients within 24 h post-treatment. An automatic reperfusion scoring system (auto-RPS) was devised based on the Alberta Stroke Program Early CT Score (ASPECTS) template, and compared with manual RPS and DWI-ASPECTS. TICI (thrombolysis in cerebral infarction) scores were graded in 48 patients who received endovascular treatment. Favorable outcomes were defined by a modified Rankin Scale score of 0–2 at three months. Auto-RPS was positively correlated with DWI-ASPECTS (ρ = 0.6, P < 0.001) and was on average 1 point lower than DWI-ASPECTS ( P < 0.001). The area under the receiver operating characteristic curve for discriminating poor functional outcome (n = 90) was 0.75 (95% CI, 0.64–0.86) for manual RPS, 0.85 (95% CI, 0.76–0.94) for auto-RPS, and 0.81 (95% CI, 0.71–0.90) for DWI-ASPECTS. Multiple logistic regression analysis in the TICI-graded patients (n = 48) showed that auto-RPS is highly associated with functional outcome (OR = 25.2, 95% CI 4.02–496, P < 0.01). Post treatment auto-RPS within 24 h provides a useful tool to predict functional outcome in AIS patients.

Abstract WP22: A Scoring System Based on Age and DWI Volume Predicts Poor Functional Outcome Following Endovascular Treatment for Acute Ischemic Stroke

Stroke ◽  
2013 ◽  
Vol 44 (suppl_1) ◽  
Author(s):  
John Liggins ◽  
Nishant K Mishra ◽  
Hayley M Wheeler ◽  
Matus Straka ◽  
Stephanie Kemp ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Scoring System ◽  
Poor Functional Outcome ◽  
Nihss Score ◽  
Clinical Variables ◽  
Poor Outcome ◽  
New Scoring

Background: The Houston IAT (HIAT) score predicts poor outcome following endovascular stroke therapy based on clinical variables (age, serum glucose, and NIHSS score). We aimed to validate the HIAT score in an independent cohort of patients treated with endovascular therapy (DEFUSE 2) and determine if prediction of poor outcome could be improved by including neuroimaging variables in the prediction score. Methods: Patients enrolled in the DEFUSE 2 study had a clinical diagnosis of acute ischemic stroke and underwent MRI prior to endovascular treatment. Poor functional outcome was defined as a modified Rankin Scale score of 4 to 6 at day 90. The relationship between baseline clinical and neuroimaging variables and poor functional outcome was assessed using univariate and multivariate logistic regression. Statistically significant variables in the multivariate model were used to create a new scoring system. We evaluated the new scoring system and the HIAT score using ROC analysis. Results: One hundred and ten patients were included in the analysis; forty-two patients had a poor functional outcome. Validation of the HIAT score demonstrated similar ROC properties in the DEFUSE 2 cohort (AUC=0.69) compared to the Houston derivation cohort (AUC=0.73). In DEFUSE 2, age (p=0.001), baseline DWI volume (p=0.09), baseline NIHSS score (p=0.03) and hypertension (p=0.003) were associated with poor functional outcome in univariate analysis. In multivariate analysis, age (p<0.001) and baseline DWI volume (p=0.03) were independent predictors of poor functional outcome. Based on this we developed a new scoring system with a maximum of 3 points awarded for age (0 points, < 55; 1 point, 56-69; 2 points, 70-79; 3 points, ≥ 80) and a maximum of 1 point awarded for baseline DWI volume (0 points, volume ≤ 15 cc; 1 point, volume >15 cc). The percentage of patients with poor functional outcomes increased with the number of points awarded (0% poor outcomes in patients with 0 points, 25% with 1 point, 30% with 2 points, 75% with 3 points, and 89% with 4 points). The AUC for the new scoring system was 0.82. Conclusion: The new scoring system that incorporates baseline DWI volume and age predicts poor outcome more accurately than a scoring system based on clinical variables alone.

Endovascular treatment in older adults with acute ischemic stroke in the MR CLEAN Registry

Neurology ◽  
2020 ◽  
Vol 95 (2) ◽  
pp. e131-e139 ◽  
Author(s):  
Adrien E. Groot ◽  
Kilian M. Treurniet ◽  
Ivo G.H. Jansen ◽  
Hester F. Lingsma ◽  
Wouter Hinsenveld ◽  
...  
Keyword(s):  
Older Adults ◽  
Ischemic Stroke ◽  
Endovascular Treatment ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Odds Ratio ◽  
Absolute Risk ◽  
Anterior Circulation ◽  
Younger Patients ◽  
Mr Clean

ObjectiveTo explore clinical outcomes in older adults with acute ischemic stroke treated with endovascular thrombectomy (EVT).MethodsWe included consecutive patients (2014–2016) with an anterior circulation occlusion undergoing EVT from the Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN) Registry. We assessed the effect of age (dichotomized at ≥80 years and as continuous variable) on the modified Rankin Scale (mRS) score at 90 days, symptomatic intracranial hemorrhage (sICH), and reperfusion rate. The association between age and mRS was assessed with multivariable ordinal logistic regression, and a multiplicative interaction term was added to the model to assess modification of reperfusion by age on outcome.ResultsOf the 1,526 patients, 380 (25%) were ≥80 years of age (referred to here as older adults). Older adults had a worse functional outcome than younger patients (adjusted common odds ratio [acOR] for an mRS score shift toward better outcome 0.31, 95% confidence interval [CI] 0.24–0.39). Mortality was also higher in older adults (51% vs 22%, adjusted odds ratio 3.12, 95% CI 2.33–4.19). There were no differences in proportion of patients with mRS scores of 4 to 5, sICH, or reperfusion rates. Successful reperfusion was more strongly associated with a shift toward good functional outcome in older adults than in younger patients (acOR 3.22, 95% CI 2.04–5.10 vs 2.00, 95% CI 1.56–2.57, pinteraction = 0.026).ConclusionOlder age is associated with an increased absolute risk of poor clinical outcome, while the relative benefit of successful reperfusion seems to be higher in these patients. These results should be taken into consideration in the selection of older adults for EVT.

Pre-Stroke Cholinesterase Inhibitor Treatment Is Beneficially Associated with Functional Outcome in Patients with Acute Ischemic Stroke and Pre-Stroke Dementia: The Fukuoka Stroke Registry

2021 ◽  
pp. 1-7
Author(s):  
Yoshinobu Wakisaka ◽  
Ryu Matsuo ◽  
Kuniyuki Nakamura ◽  
Tetsuro Ago ◽  
Masahiro Kamouchi ◽  
...  
Keyword(s):  
Cohort Study ◽  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Neurological Deterioration ◽  
Stroke Outcome ◽  
Matched Cohort ◽  
Poor Functional Outcome ◽  
Stroke Registry ◽  
Chei Treatment

Introduction: Pre-stroke dementia is significantly associated with poor stroke outcome. Cholinesterase inhibitors (ChEIs) might reduce the risk of stroke in patients with dementia. However, the association between pre-stroke ChEI treatment and stroke outcome remains unresolved. Therefore, we aimed to determine this association in patients with acute ischemic stroke and pre-stroke dementia. Methods: We enrolled 805 patients with pre-stroke dementia among 13,167 with ischemic stroke within 7 days of onset who were registered in the Fukuoka Stroke Registry between June 2007 and May 2019 and were independent in basic activities of daily living (ADLs) before admission. Primary and secondary study outcomes were poor functional outcome (modified Rankin Scale [mRS] score: 3–6) at 3 months after stroke onset and neurological deterioration (≥2-point increase in the NIH Stroke Scale [NIHSS] during hospitalization), respectively. Logistic regression analysis was used to evaluate associations between pre-stroke ChEI treatment and study outcomes. To improve covariate imbalance, we further conducted a propensity score (PS)-matched cohort study. Results: Among the participants, 212 (26.3%) had pre-stroke ChEI treatment. Treatment was negatively associated with poor functional outcome (odds ratio: 0.68 [95% confidence interval: 0.46–0.99]) and neurological deterioration (0.52 [0.31–0.88]) after adjusting for potential confounding factors. In the PS-matched cohort study, the same trends were observed between pre-stroke ChEI treatment and poor functional outcome (0.61 [0.40–0.92]) and between the treatment and neurological deterioration (0.47 [0.25–0.86]). Conclusions: Our findings suggest that pre-stroke ChEI treatment is associated with reduced risks for poor functional outcome and neurological deterioration after acute ischemic stroke in patients with pre-stroke dementia who are independent in basic ADLs before the onset of stroke.

Abstract P343: Relationship of Infarct Volume to Inflammation and Prognostic Significance in Patients With Acute Ischemic Stroke

Stroke ◽  
2021 ◽  
Vol 52 (Suppl_1) ◽  
Author(s):  
Lingling Ding ◽  
Zixiao Li ◽  
Yongjun Wang
Keyword(s):  
Ischemic Stroke ◽  
Deep Learning ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Acute Inflammation ◽  
Infarct Volume ◽  
Prognostic Significance ◽  
Stroke Recurrence ◽  
Vascular Events ◽  
Poor Functional Outcome

Background and Purpose: The diffusion weighted imaging (DWI) lesion volumes in acute ischemic stroke (AIS) can be automatically measured using deep learning-based segmentation algorithms. We aim to explore the prognostic significance of artificial intelligence-predicted infarct volume, and the association of markers of acute inflammation with the infarct volume. Methods: 12,598 AIS/TIA patients were included in this analysis. Intarct volume was automatically measured using a U-Net model for acute ischemic stroke lesion segmentation on DWI. Participants were divided into 5 subgroups according to infarct volume. Spearman’s correlations were employed to study the association between infarct volume and markers of acute inflammation. Multivariable logistic regression and Cox proportional hazards model were performed to explore the relationship between infarct volume and the incidence of poor functional outcome (modified Rankin scale score 3-6), stroke recurrence or combined vascular events at 3 months. Results: The U-Net model prediction correlated and agreed well with manual annotation ground truth for infarct volume (r=0.96; P<0.001). There were positive correlations between the infarct volume and markers of acute inflammation (neutrophil [r=0.175; P<0.001], hs-CRP [r=0.180; P<0.001], and IL-6 [r=0.225; P<0.001]). Compared with those without DWI lesions, patients with the largest infarct volume (4th Quartile) were nearly five times more likely to have poor functional outcome (mRS 3-6) (adjusted odds ratio, 4.70; 95% confidence intervals [CI], 3.29-6.72; P for trend<0.001) after adjustment for confounding factors and markers of acute inflammation. The infarct volume category was significantly associated with stroke recurrence (adjusted hazard ratios [HRs], 1.0, 1.43[0.95,2.17], 2.22[1.49,3.29], 2.06[1.40,3.05], 2.26[1.52,3.36]; P for trend<0.001) and combined vascular events(adjusted HRs, 1.0, 1.38[0.92,2.09], 2.25[1.53,3.32], 2.03[1.38,2.98], 2.28[1.54,3.36]; P for trend<0.001). Conclusions: Infarct volume measured automatically by deep learning-based tool was a strong predictor of poor functional outcome as well as stroke recurrence, with the potential for widespread adoption in both research and clinical settings.

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