Abstract W P17: Factors Associated With DWI Lesion Growth After Endovascular Therapy for Acute Ischemic Stroke

Stroke ◽  
2014 ◽  
Vol 45 (suppl_1) ◽  
Author(s):  
Shumei Man ◽  
M. Shazam Hussain ◽  
Dolora Wisco ◽  
Esteban Cheng-ching ◽  
Toshiya Osanai ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Infarct Volume ◽  
Cleveland Clinic ◽  
Antiplatelet Agents ◽  
Lesion Size ◽  
Anterior Circulation ◽  
Ischemic Lesion ◽  
Large Growth

Background: The factors impacting infarct evolution after intra-arterial(IA) intervention for acute ischemic stroke remain uncertain. We studied the infarct evolution on MRI DWI among acute stroke patients who underwent IA therapy. Methods: We reviewed the early ischemic stroke imaging database at Cleveland Clinic Cerebrovascular Center for those undergoing IA therapy in anterior circulation from 2009 to 2012. Patients with both pre-treatment and follow-up MRI were included. Infarct volume was measured on initial and follow-up DWI by region of interest demarcation. Patients were grouped into quartiles by infarct growth from initial to follow-up. Outcome were defined as modified Rankin Score 0-2 at 30 days. Results: Among the 76 patients, the median (range) infarct growth of four quartiles were 0.5 cc (-19.1-4.2), 13.8 cc (4.8-25.8), 38.8 cc (28.0-77.6), and 166.3 cc (78.0-314.5). Baseline characteristics of age, gender, race, diabetes, and hypertension were similar among groups except more smokers (p=0.017) and fewer patients on anticoagulation or antiplatelet agents in large-growth group (p=0.049). Compared to No-growth group (Quartile 1), large-growth group (Quartile 4) had more Hyperdense M1 MCA sign ( 26.3% vs 73.7%, p=0.004), larger initial ischemic lesion measured by CT ASPECT (p=0.002) and DWI volume (p=0.012), and absence of full collaterals on CTA ( 36.8% vs 0, p=0.004). There was a trend of lower recanalization rate in large-growth group (73.7% vs 47.4%, p=0.097). With the increment of infarct growth, there is a decrement in favorable outcomes (mRS 0-2) at 30 days: 42%, 37%, 26% and 10.5% (p=0.027). Conclusion: Infarct growth after IA therapy determines outcome. Initial ischemic lesion size, collaterals, and hyperdense vessel sign are associated with infarct growth.

scholarly journals Intravenous fibrinolysis plus endovascular thrombectomy versus direct endovascular thrombectomy for anterior circulation acute ischemic stroke: clinical and infarct volume results.

2019 ◽  
Author(s):  
Massimo Gamba ◽  
Nicola Gilberti ◽  
Enrico Premi ◽  
Angelo Costa ◽  
Michele Frigerio ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Safety Profile ◽  
Infarct Volume ◽  
Intravenous Thrombolysis ◽  
Functional Independence ◽  
Anterior Circulation ◽  
Endovascular Thrombectomy ◽  
Symptomatic Intracerebral Hemorrhage

Abstract Background and Purpose endovascular therapy (ET) is the standard of care for anterior circulation acute ischemic stroke (AIS) caused by large vessel occlusion (LVO). The role of adjunctive intravenous thrombolysis (IVT) in these patients is still unclear. The present study aims to test whether IVT plus ET (CoT, combined therapy) provides additional benefits over direct ET for anterior circulation AIS by LVO. Methods we performed a single center retrospective observational study of patients with AIS caused by anterior circulation LVO, referred to our center between January 2014 and January 2017 and treated with ET. The patients were divided in 2 groups based on the treatment they received: CoT and, if IVT contraindicated, direct ET. We compared functional recovery (modified Rankin at 3-months follow-up), recanalization rate (thrombolysis in cerebral infarction [TICI] score) and time, early follow-up infarct volume (EFIV) (for recanalized patients only) as well as safety profile, defined as symptomatic intracerebral hemorrhage (sICH) and 3-month mortality, between groups. Results 145 subjects were included in the study, 70 in direct ET group and 75 in CoT group. Patients who received CoT presented more frequently a functional independence at 3-months follow-up compared to patients who received direct ET (mRS score 0-1: 48.5% vs 18.6%; P<0.001. mRS score 0-2: 67.1% vs 37.3%; P<0.001), higher first-pass success rate (62.7% vs 38.6%, P<0.05), higher recanalization rate (84.3% vs 65.3%; P=0.009) and, in recanalized subjects, smaller EFIV (16.4ml vs 62.3ml; P=0.003). The safety profile was similar for the 2 groups. In multivariable regression analysis, low baseline NIHSS score (P<0.05), vessel recanalization (P=0.05) and CoT (P=0.03) were indipendent predictors of 3-month favorable outcome. Conclusions CoT appears more effective than ET alone for anterior circulation AIS with LVO, with similar safety profile.

Abstract TP429: Early Oral Anticoagulation After Acute Ischemic Stroke in Patients With Atrial Fibrillation

Stroke ◽  
2016 ◽  
Vol 47 (suppl_1) ◽  
Author(s):  
Andrew B Buletko ◽  
Rejo P Cherian ◽  
Christine Ahrens ◽  
Ken Uchino ◽  
Andrew Russman
Keyword(s):  
Atrial Fibrillation ◽  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Oral Anticoagulation ◽  
Infarct Volume ◽  
Cleveland Clinic ◽  
Early Initiation ◽  
Stroke Severity ◽  
Major Hemorrhage

Introduction: Uncertainty exists as to the optimum interval for initiation of oral anticoagulation (OAC) after an acute ischemic stroke (AIS) in patients with atrial fibrillation (AF). Randomized clinical trials of novel oral anticoagulants excluded patients with AIS within 7-14 days. We sought to identify patients at low risk for early initiation of OAC after AIS. Hypothesis: The benefit of starting OAC within 2 days to prevent recurrent AIS outweighs the risk of hemorrhagic transformation (HT) in select patients. Methods: Following IRB approval, we completed a retrospective review of patients from the Cleveland Clinic from 2012-2014 with AIS, AF, and at least 1 follow up visit. In addition to demographic and medical history, acute infarct volume on imaging, presence of HT on imaging prior to OAC, timing and type of oral anticoagulation, and ischemic and hemorrhagic complications were noted. Early OAC was defined as starting within 48 hours after stroke onset, and late OAC was thereafter. The two groups were compared using Fisher’s exact test for categorical and Wilcoxon Rank Sum for numeric variables. Results: One hundred patients (median age 76, interquartile range 66-84) met our study criteria. Thirty-one patients were started on OAC within 2 days vs 53 patients after 2 days (median 1 days vs median 11 days). Compared to patients started on OAC after 2 days, those who initiated OAC within 2 days had significantly lower infarct volume (median 3.35 ml vs median 9.8 ml; p<0.0001), initial NIHSS (median 3 vs median 7; p <0.0001), and fewer people with blood on brain imaging (3% vs 26%; p= 0.0074). Age, prior stroke, and choice of OAC were not significantly associated with timing of OAC. No patients had recurrent AIS or symptomatic HT at median follow-up observation of 37 days. One patient had a non-CNS major hemorrhage after starting OAC. Sixteen patients were not started on OAC for a variety of reasons. Conclusions: Our results suggest the safety of early initiation of OAC with 2 days in an appropriately selected population of patients with AIS, who have small infarct volumes, mild stroke severity, and lack of HT.

scholarly journals Association of follow-up infarct volume with functional outcome in acute ischemic stroke: a pooled analysis of seven randomized trials

2018 ◽  
Vol 10 (12) ◽  
pp. 1137-1142 ◽  
Author(s):  
Anna M M Boers ◽  
Ivo G H Jansen ◽  
Ludo F M Beenen ◽  
Thomas G Devlin ◽  
Luis San Roman ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Functional Outcome ◽  
Imaging Modality ◽  
Infarct Volume ◽  
Pooled Analysis ◽  
Acquisition Time ◽  
Anterior Circulation ◽  
Multivariable Regression Models

BackgroundFollow-up infarct volume (FIV) has been recommended as an early indicator of treatment efficacy in patients with acute ischemic stroke. Questions remain about the optimal imaging approach for FIV measurement.ObjectiveTo examine the association of FIV with 90-day modified Rankin Scale (mRS) score and investigate its dependency on acquisition time and modality.MethodsData of seven trials were pooled. FIV was assessed on follow-up (12 hours to 2 weeks) CT or MRI. Infarct location was defined as laterality and involvement of the Alberta Stroke Program Early CT Score regions. Relative quality and strength of multivariable regression models of the association between FIV and functional outcome were assessed. Dependency of imaging modality and acquisition time (≤48 hours vs >48 hours) was evaluated.ResultsOf 1665 included patients, 83% were imaged with CT. Median FIV was 41 mL (IQR 14–120). A large FIV was associated with worse functional outcome (OR=0.88(95% CI 0.87 to 0.89) per 10 mL) in adjusted analysis. A model including FIV, location, and hemorrhage type best predicted mRS score. FIV of ≥133 mL was highly specific for unfavorable outcome. FIV was equally strongly associated with mRS score for assessment on CT and MRI, even though large differences in volume were present (48 mL (IQR 15–131) vs 22 mL (IQR 8–71), respectively). Associations of both early and late FIV assessments with outcome were similar in strength (ρ=0.60(95% CI 0.56 to 0.64) and ρ=0.55(95% CI 0.50 to 0.60), respectively).ConclusionsIn patients with an acute ischemic stroke due to a proximal intracranial occlusion of the anterior circulation, FIV is a strong independent predictor of functional outcome and can be assessed before 48 hours, oneither CT or MRI.

scholarly journals Intravenous fibrinolysis plus endovascular thrombectomy versus direct endovascular thrombectomy for anterior circulation acute ischemic stroke: clinical and infarct volume results.

2019 ◽  
Author(s):  
Massimo Gamba ◽  
Nicola Gilberti ◽  
Enrico Premi ◽  
Angelo Costa ◽  
Michele Frigerio ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Safety Profile ◽  
Infarct Volume ◽  
Intravenous Thrombolysis ◽  
Functional Independence ◽  
Anterior Circulation ◽  
Endovascular Thrombectomy ◽  
Symptomatic Intracerebral Hemorrhage

Abstract Background and Purpose endovascular therapy (ET) is the standard of care for anterior circulation acute ischemic stroke (AIS) caused by large vessel occlusion (LVO). The role of adjunctive intravenous thrombolysis (IVT) in these patients is still unclear. The present study aims to test whether IVT plus ET (CoT, combined therapy) provides additional benefits over direct ET for anterior circulation AIS by LVO. Methods we performed a single center retrospective observational study of patients with AIS caused by anterior circulation LVO, referred to our center between January 2014 and January 2017 and treated with ET. The patients were divided in 2 groups based on the treatment they received: CoT and, if IVT contraindicated, direct ET. We compared functional recovery (modified Rankin at 3-months follow-up), recanalization rate (thrombolysis in cerebral infarction [TICI] score) and time, early follow-up infarct volume (EFIV) (for recanalized patients only) as well as safety profile, defined as symptomatic intracerebral hemorrhage (sICH) and 3-month mortality, between groups. Results 145 subjects were included in the study, 70 in direct ET group and 75 in CoT group. Patients who received CoT presented more frequently a functional independence at 3-months follow-up compared to patients who received direct ET (mRS score 0-1: 48.5% vs 18.6%; P<0.001. mRS score 0-2: 67.1% vs 37.3%; P<0.001), higher first-pass success rate (62.7% vs 38.6%, P<0.05), higher recanalization rate (84.3% vs 65.3%; P=0.009) and, in recanalized subjects, smaller EFIV (16.4ml vs 62.3ml; P=0.003). The safety profile was similar for the 2 groups. In multivariable regression analysis, low baseline NIHSS score (P<0.05), vessel recanalization (P=0.05) and CoT (P=0.03) were indipendent predictors of 3-month favorable outcome. Conclusions CoT appears more effective than ET alone for anterior circulation AIS with LVO, with similar safety profile.

Abstract P538: A Detailed Analysis of Intracranial Hemorrhage After Endovascular Treatment in Acute Ischemic Stroke Due to Large Vessel Occlusion in the Escape-NA1 Trial

Stroke ◽  
2021 ◽  
Vol 52 (Suppl_1) ◽  
Author(s):  
Johanna Ospel ◽  
Michael D Hill ◽  
Nima Kashani ◽  
Arnuv Mayank ◽  
Nishita Singh ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Intracranial Hemorrhage ◽  
Intraventricular Hemorrhage ◽  
Infarct Volume ◽  
Prognostic Impact ◽  
Vessel Occlusion ◽  
Good Outcome

Purpose: We investigated the prevalence and prognostic impact on outcome of any intracranial hemorrhage, hemorrhage morphology, type and volume in acute ischemic stroke patients undergoing mechanical thrombectomy. Methods: Prevalence of intracranial hemorrhage, hemorrhage type, morphology and volume was determined on 24h follow-up imaging (non contrast head CT or gradient-echo/susceptibility-weighted MRI). Proportions of good outcome (mRS 0-2 at 90 days) were reported for patients with vs. without any intracranial hemorrhage. Multivariable logistic regression with adjustment for key minimization variables and total infarct volume was performed to obtain adjusted effect size estimates for hemorrhage type and volume on good outcome. Results: Hemorrhage on follow up-imaging was seen in 372/1097 (33.9%) patients, among them 126 (33.9%) with hemorrhagic infarction (HI) type 1, 108 (29.0%) with HI-2, 72 /19.4%) with parenchymal hematoma (PH) type 1, 37 (10.0) with PH2, 8 (2.2%) with remote PH and 21 (5.7%) with extra-parenchymal/intraventricular hemorrhage. Good outcomes were less often achieved by patients with hemorrhage on follow-up imaging (164/369 [44.4%] vs. 500/720 [69.4%]). Any type of intracranial hemorrhage was strongly associated with decreased chances of good outcome ( adj OR 0.62 [CI 95 0.44 - 0.87]). The effect of hemorrhage was driven by both PH hemorrhage sub-type [PH-1 ( adj OR 0.39 [CI 95 0.21 - 0.72]), PH-2 ( adj OR 0.15 [CI 95 0.05 - 0.50])] and extra-parenchymal/intraventricular hemorrhage ( adj OR 0.60 (0.20-1.78) Petechial hemorrhages (HI-1 and HI-2) were not associated with poorer outcomes. Hemorrhage volume ( adj OR 0.97 [CI 95 0.05 - 0.99] per ml increase) was significantly associated with decreased chances of good outcome. Conclusion: Presence of any hemorrhage on follow-up imaging was seen in one third of patients and strongly associated with decreased chances of good outcome.

Abstract 3681: Early Anticoagulation Is Not Associated With Hemorrhagic Transformation Of Ischemic Stroke In Patients With Atrial Fibrillation

Stroke ◽  
2012 ◽  
Vol 43 (suppl_1) ◽  
Author(s):  
H. B Brouwers ◽  
Svetlana Lorenzano ◽  
Lyndsey H Starks ◽  
David M Greer ◽  
Steven K Feske ◽  
...  
Keyword(s):  
Atrial Fibrillation ◽  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Clinical Data ◽  
Infarct Volume ◽  
Hemorrhagic Transformation ◽  
P Value ◽  
Long Term Outcome ◽  
Nihss Score

Purpose: Hemorrhagic transformation (HT) is a common and potentially devastating complication of ischemic stroke, however its prevalence, predictors, and outcome remain unclear. Early anticoagulation is thought to be a risk factor for HT which raises the clinical question when to (re)start anticoagulation in ischemic stroke patients who have a compelling indication, such as atrial fibrillation. We conducted a prospective cohort study to address this question and to identify association of hemorrhagic transformation with outcome measures in patients with atrial fibrillation in the setting of acute ischemic stroke. Materials and Methods: We performed a prospective study which enrolled consecutive patients admitted with acute ischemic stroke presenting to a single center over a three-year period. As part of the observational study, baseline clinical data and stroke characteristics as well as 3 month functional outcome were collected. For this sub-study, we restricted the analysis to subjects diagnosed with atrial fibrillation. CT and MRI scans were reviewed by experienced readers, blinded to clinical data, to assess for hemorrhagic transformation (using ECASS 2 criteria), microbleeds and infarct volumes in both admission and follow-up scans. Clinical and outcome data were analyzed for association with hemorrhagic transformation. Results: Of 94 patients, 63 had a history of atrial fibrillation (67.0%) and 31 had newly discovered atrial fibrillation (33.0%). We identified HT in 3 of 94 baseline scans (3.2%) and 22 of 48 follow-up scans (45.8%) obtained a median of 3 days post-stroke. In-hospital initiation of either anti-platelet (n = 36; OR 0.34 [95% CI 0.10-1.16], p-value = 0.09) or anticoagulation with unfractionated intravenous heparin or low molecular weight heparin (n = 72; OR 0.25 [95% CI 0.06-1.15], p-value = 0.08) was not associated with HT. Initial NIH Stroke Scale (NIHSS) score (median 13.0 [IQR 15.0] vs. 7.0 [IQR 10.0], p-value = 0.029) and baseline infarct volume (median 17 [IQR 42.03] vs. 5 [IQR 10.95], p-value = 0.011) were significantly higher in patients with HT compared to those without. Hemorrhagic transformation was associated with a significantly higher 48-hour median NIHSS score (20 [IQR 3.0] vs. 2 [IQR 3.25], p-value = 0.007) and larger final infarct volume (81.40 [IQR 82.75] vs. 9.95 [IQR 19.73], p-value < 0.001). Finally, we found a trend towards poorer 3-month modified Rankin Scale scores in subjects with HT (OR 11.25 [95% CI 0.97-130.22], p-value = 0.05). Conclusion: In patients with atrial fibrillation, initial NIHSS score and baseline infarct volume are associated with hemorrhagic transformation in acute ischemic stroke. Early initiation of antithrombotic therapy was not associated with hemorrhagic transformation. Patients with hemorrhagic transformation were found to have a poorer short and long term outcome and larger final infarct volumes.

Abstract 35: MR CLEAN Registry: A Post-trial Multicenter Registry of Intra-arterial Treatment for Acute Ischemic Stroke in the Netherlands

Stroke ◽  
2017 ◽  
Vol 48 (suppl_1) ◽  
Author(s):  
Ivo Jansen ◽  
Maxim Mulder ◽  
Robert-Jan Goldhoorn ◽  
Aad van der Lugt ◽  
Henk Marquering ◽  
...  
Keyword(s):  
Ischemic Stroke ◽  
The Netherlands ◽  
Acute Ischemic Stroke ◽  
Randomized Clinical Trials ◽  
Infarct Volume ◽  
Primary Study ◽  
Anterior Circulation ◽  
Serious Adverse Events ◽  
Post Trial ◽  
Mr Clean

Background & Purpose: Intra-arterial therapy (IAT) is being implemented worldwide as the main treatment option for acute ischemic stroke (AIS). We wondered whether effectiveness and safety results that have been reported in randomized clinical trials can be reproduced in everyday clinical practice. We will report results of the Dutch National post MR CLEAN IAT registry including work flow parameters, primary and secondary outcomes, as well as serious adverse events. Methods: The MR CLEAN Registry is a prospective registry of all patients undergoing IAT for AIS in the Netherlands, started after completion of the MR CLEAN trial in March 2014. Registration was required for reimbursement. A core set was defined, with inclusion criteria similar to those of the MR CLEAN trial, including a proven anterior circulation occlusion and treatment possible withing 6 hours from onset. The primary study outcome is the score on the modified Rankin Scale (mRS) at 90 days. The secondary clinical outcome is NIHSS after 24 to 48 hours. Secondary radiological outcomes include the mTICI score on DSA and final infarct volume and major bleeding on follow up NCCT. We used a propensity weighted and an unadjusted ordinal logistic regression model to compare outcomes in the MR CLEAN Registry core and total dataset with the treatment arm of MR CLEAN. Results: Between March 2014 and August 2016 the inclusion rate of the MR CLEAN Registry has been increasing steadily to an average of 79 (SD 22) per month for a cumulative inclusion of 1548 patients in July 2016 (Figure 1). Conclusions: The MR CLEAN registry data is now being analyzed. Results will be reported at the conference.

scholarly journals Computed Tomography Perfusion–Based Machine Learning Model Better Predicts Follow-Up Infarction in Patients With Acute Ischemic Stroke

Stroke ◽  
2021 ◽  
Vol 52 (1) ◽  
pp. 223-231
Author(s):  
Hulin Kuang ◽  
Wu Qiu ◽  
Anna M. Boers ◽  
Scott Brown ◽  
Keith Muir ◽  
...  
Keyword(s):  
Computed Tomography ◽  
Blood Flow ◽  
Cerebral Blood Flow ◽  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Infarct Volume ◽  
Interquartile Range ◽  
Time Dependent ◽  
Computed Tomography Perfusion

Background and Purpose: Prediction of infarct extent among patients with acute ischemic stroke using computed tomography perfusion is defined by predefined discrete computed tomography perfusion thresholds. Our objective is to develop a threshold-free computed tomography perfusion–based machine learning (ML) model to predict follow-up infarct in patients with acute ischemic stroke. Methods: Sixty-eight patients from the PRoveIT study (Measuring Collaterals With Multi-Phase CT Angiography in Patients With Ischemic Stroke) were used to derive a ML model using random forest to predict follow-up infarction voxel by voxel, and 137 patients from the HERMES study (Highly Effective Reperfusion Evaluated in Multiple Endovascular Stroke Trials) were used to test the derived ML model. Average map, T max , cerebral blood flow, cerebral blood volume, and time variables including stroke onset-to-imaging and imaging-to-reperfusion time, were used as features to train the ML model. Spatial and volumetric agreement between the ML model predicted follow-up infarct and actual follow-up infarct were assessed. Relative cerebral blood flow <0.3 threshold using RAPID software and time-dependent T max thresholds were compared with the ML model. Results: In the test cohort (137 patients), median follow-up infarct volume predicted by the ML model was 30.9 mL (interquartile range, 16.4–54.3 mL), compared with a median 29.6 mL (interquartile range, 11.1–70.9 mL) of actual follow-up infarct volume. The Pearson correlation coefficient between 2 measurements was 0.80 (95% CI, 0.74–0.86, P <0.001) while the volumetric difference was −3.2 mL (interquartile range, −16.7 to 6.1 mL). Volumetric difference with the ML model was smaller versus the relative cerebral blood flow <0.3 threshold and the time-dependent T max threshold ( P <0.001). Conclusions: A ML using computed tomography perfusion data and time estimates follow-up infarction in patients with acute ischemic stroke better than current methods.

scholarly journals Automatic segmentation of cerebral infarcts in follow-up computed tomography images with convolutional neural networks

2019 ◽  
Vol 12 (9) ◽  
pp. 848-852 ◽  
Author(s):  
Renan Sales Barros ◽  
Manon L Tolhuisen ◽  
Anna MM Boers ◽  
Ivo Jansen ◽  
Elena Ponomareva ◽  
...  
Keyword(s):  
Neural Networks ◽  
Ischemic Stroke ◽  
Acute Ischemic Stroke ◽  
Convolutional Neural Networks ◽  
Infarct Volume ◽  
Automatic Segmentation ◽  
Ct Images ◽  
Reference Standard ◽  
Computed Tomography Images

Background and purposeInfarct volume is a valuable outcome measure in treatment trials of acute ischemic stroke and is strongly associated with functional outcome. Its manual volumetric assessment is, however, too demanding to be implemented in clinical practice.ObjectiveTo assess the value of convolutional neural networks (CNNs) in the automatic segmentation of infarct volume in follow-up CT images in a large population of patients with acute ischemic stroke.Materials and methodsWe included CT images of 1026 patients from a large pooling of patients with acute ischemic stroke. A reference standard for the infarct segmentation was generated by manual delineation. We introduce three CNN models for the segmentation of subtle, intermediate, and severe hypodense lesions. The fully automated infarct segmentation was defined as the combination of the results of these three CNNs. The results of the three-CNNs approach were compared with the results from a single CNN approach and with the reference standard segmentations.ResultsThe median infarct volume was 48 mL (IQR 15–125 mL). Comparison between the volumes of the three-CNNs approach and manually delineated infarct volumes showed excellent agreement, with an intraclass correlation coefficient (ICC) of 0.88. Even better agreement was found for severe and intermediate hypodense infarcts, with ICCs of 0.98 and 0.93, respectively. Although the number of patients used for training in the single CNN approach was much larger, the accuracy of the three-CNNs approach strongly outperformed the single CNN approach, which had an ICC of 0.34.ConclusionConvolutional neural networks are valuable and accurate in the quantitative assessment of infarct volumes, for both subtle and severe hypodense infarcts in follow-up CT images. Our proposed three-CNNs approach strongly outperforms a more straightforward single CNN approach.

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