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Treatment and Outcome of Thrombolysis-Related Hemorrhage: A Multicenter Retrospective Study.

ABSTRACT: Treatments for symptomatic intracerebral hemorrhage (sICH) are based on expert opinion, with limited data available on efficacy.To better understand the natural history of thrombolysis-related sICH, with a focus on the efficacy of various treatments used.Multicenter retrospective study between January 1, 2009, and April 30, 2014, at 10 primary and comprehensive stroke centers across the United States. Participants were all patients with sICH, using the definition by the Safe Implementation of Thrombolysis in Stroke-Monitoring Study (SITS-MOST), which included a parenchymal hematoma type 2 and at least a 4-point increase in the National Institutes of Health Stroke Scale score.The primary outcome was in-hospital mortality, and the secondary outcome was hematoma expansion, defined as a 33% increase in the hematoma volume on follow-up imaging.Of 3894 patients treated with intravenous recombinant tissue plasminogen activator (rtPA) within 4½ hours after symptom onset of ischemic stroke, 128 (3.3%) had sICH. The median time from initiation of rtPA therapy to sICH diagnosis was 470 minutes (range, 30-2572 minutes), and the median time from diagnosis to treatment of sICH was 112 minutes (range, 12-628 minutes). The in-hospital mortality rate was 52.3% (67 of 128), and 26.8% (22 of 82) had hematoma expansion. In the multivariable models, code status change to comfort measures after sICH diagnosis was the sole factor associated with increased in-hospital mortality (odds ratio, 3.6; 95% CI, 1.2-10.6). Severe hypofibrinogenemia (fibrinogen level, <150 mg/dL) was associated with hematoma expansion, occurring in 36.3% (8 of 22) of patients without hematoma expansion vs in 25.0% (15 of 60) of patients with hematoma expansion (P = .01), highlighting a role for cryoprecipitate in reversing rtPA coagulopathy.In this study, treatment of postthrombolysis sICH did not significantly reduce the likelihood of in-hospital mortality or hematoma expansion. Shortening the time to diagnosis and treatment may be a key variable in improving outcomes of patients with sICH.

SUBMITTER: Yaghi S

PROVIDER: S-EPMC4845894 | biostudies-literature | 2015 Dec

REPOSITORIES: biostudies-literature

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Treatment and Outcome of Thrombolysis-Related Hemorrhage: A Multicenter Retrospective Study.

Yaghi Shadi S Boehme Amelia K AK Dibu Jamil J Leon Guerrero Christopher R CR Ali Syed S Martin-Schild Sheryl S Sands Kara A KA Noorian Ali Reza AR Blum Christina A CA Chaudhary Shuchi S Schwamm Lee H LH Liebeskind David S DS Marshall Randolph S RS Willey Joshua Z JZ

JAMA neurology 20151201 12

<h4>Importance</h4>Treatments for symptomatic intracerebral hemorrhage (sICH) are based on expert opinion, with limited data available on efficacy.<h4>Objective</h4>To better understand the natural history of thrombolysis-related sICH, with a focus on the efficacy of various treatments used.<h4>Design, setting, and participants</h4>Multicenter retrospective study between January 1, 2009, and April 30, 2014, at 10 primary and comprehensive stroke centers across the United States. Participants wer ...[more]

PMID: 26501741

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Project description:BackgroundThis study aimed to compare the performance of different machine learning models in predicting symptomatic intracranial hemorrhage (sICH) after thrombolysis treatment for ischemic stroke.MethodsThis multicenter study utilized the Shenyang Stroke Emergency Map database, comprising 8,924 acute ischemic stroke patients from 29 comprehensive hospitals who underwent thrombolysis between January 2019 and December 2021. An independent testing cohort was further established, including 1,921 patients from the First People's Hospital of Shenyang. The structured dataset encompassed 15 variables, including clinical and therapeutic metrics. The primary outcome was the sICH occurrence post-thrombolysis. Models were developed using an 80/20 split for training and internal validation. Performance was assessed using machine learning classifiers, including logistic regression with lasso regularization, support vector machine (SVM), random forest, gradient-boosted decision tree (GBDT), and multilayer perceptron (MLP). The model boasting the highest area under the curve (AUC) was specifically employed to highlight feature importance.ResultsBaseline characteristics were compared between the training cohort (n = 6,369) and the external validation cohort (n = 1,921), with the sICH incidence being slightly higher in the training cohort (1.6%) compared to the validation cohort (1.1%). Among the evaluated models, the logistic regression with lasso regularization achieved the highest AUC of 0.87 (95% confidence interval [CI]: 0.79-0.95; p < 0.001), followed by the MLP model with an AUC of 0.766 (95% CI: 0.637-0.894; p = 0.04). The reference model and SVM showed AUCs of 0.575 and 0.582, respectively, while the random forest and GBDT models performed less optimally with AUCs of 0.536 and 0.436, respectively. Decision curve analysis revealed net benefits primarily for the SVM and MLP models. Feature importance from the logistic regression model emphasized anticoagulation therapy as the most significant negative predictor (coefficient: -2.0833) and recombinant tissue plasminogen activator as the principal positive predictor (coefficient: 0.5082).ConclusionAfter a comprehensive evaluation, the MLP model is recommended due to its superior ability to predict the risk of symptomatic hemorrhage post-thrombolysis in ischemic stroke patients. Based on decision curve analysis, the MLP-based model was chosen and demonstrated enhanced discriminative ability compared to the reference. This model serves as a valuable tool for clinicians, aiding in treatment planning and ensuring more precise forecasting of patient outcomes.

Project description:PurposeTo investigate the clinical features, treatment options, and visual outcomes of submacular hemorrhage (SMH) secondary to neovascular age-related macular degeneration (nAMD).DesignA retrospective, observational case series.MethodsSetting: Multicenter institutional setting. Patient Population: A total of 127 patients (127 eyes; 88 men, 39 women; (mean age, 74.2 years)) diagnosed with AMD-associated SMHs exceeding 2 disc diameters involving the fovea. Observation: The AMD types, previous treatments, treatment options, anatomic findings, and best-corrected visual acuity (BCVA) were assessed. Main Outcome Measures: Clinical features, treatment options, and visual outcomes of SMHs secondary to nAMD.ResultsThirty-two eyes had typical AMD, 94 eyes polypoidal choroidal vasculopathy (PCV), and one eye retinal angiomatous proliferation. Eighty-five eyes were treatment-naïve; 42 eyes were treated previously: anti-vascular endothelial growth factor (VEGF) therapy (n = 26), photodynamic therapy (n = 3), and combined therapy (n = 13). Treatment of SMHs included vitrectomy (36 eyes), pneumatic displacement (49 eyes), and anti-VEGF monotherapy (42 eyes). The final BCVA improved significantly in treatment-naïve cases from 0.86 to 0.62 logarithm of the minimal angle of resolution (logMAR) unit (Snellen equivalent from 20/145 to 20/83) and from 0.80 to 0.56 (Snellen equivalent from 20/126 to 20/73) in PCV cases. Meanwhile, the BCVA logMAR values improved from 1.15 to 0.75 (Snellen equivalent from 20/283 to 20/112) and from 0.87 to 0.63 (Snellen equivalent from 20/148 to 20/85) in eyes that underwent vitrectomy or pneumatic displacement, respectively. In eyes with BCVAs between 20/133 to 20/40 at SMH onset, the final VA in the pneumatic displacement group was better than in the anti-VEGF monotherapy group. One eye had a retinal detachment and 1 eye had a macular hole in the vitrectomy group, and 5 eyes had a vitreous hemorrhage in the pneumatic displacement group.ConclusionsThe recommended treatment for SMHs secondary to nAMD exceeding 2 disc area and with BCVA below 20/40 is vitrectomy or pneumatic displacement for visual improvement.

Project description:Background and aimIn acute ischemic stroke, under- or overestimation of body weight can lead to dosing errors of recombinant tissue plasminogen activator with consequent reduced efficacy or increased risk of hemorrhagic complications. Measurement of body weight is more accurate than estimation of body weight but potentially leads to longer door-to-needle times. Our aim was to assess if weight modality (estimation of body weight versus measurement of body weight) is associated with (i) symptomatic intracranial hemorrhage rate, (ii) clinical outcome, and (iii) door-to-needle times.MethodsConsecutive patients treated with intravenous thrombolysis between 2009 and 2016 from 14 hospitals were included. Baseline characteristics and outcome parameters were retrieved from medical records. We defined symptomatic intracranial hemorrhage according to the European Cooperative Acute Stroke Study (ECASS)-III definition and clinical outcome was assessed with the modified Rankin Scale. The association of weight modality and outcome parameters was estimated with regression analyses.ResultsA total of 4801 patients were included. Five hospitals used measurement of body weight (n?=?1753), six hospitals used estimation of body weight (n?=?2325), and three hospitals (n?=?723) changed from estimation of body weight to measurement of body weight during the study period. In 2048 of the patients (43%), measurement of body weight was used and in 2753 (57%), estimation of body weight. In the measurement of body weight group, an inbuilt weighing bed was used in 1094 patients (53%) and a patient lift scale in 954 patients (47%). In the estimation of body weight group, policy regarding estimation was similar. Estimation of body weight was not associated with increased symptomatic intracranial hemorrhage risk (adjusted odds ratio?=?1.16; 95% confidence interval 0.83-1.62) or favorable outcome (adjusted odds ratio?=?0.99; 95% confidence interval 0.82-1.21), but it was significantly associated with longer door-to-needle times compared to measurement of body weight using an inbuilt weighing bed (adjusted B?=?3.57; 95% confidence interval 1.33-5.80) and shorter door-to-needle times compared to measurement of body weight using a patient lift scale (-3.96; 95% confidence interval -6.38 to -1.53).ConclusionWe did not find evidence that weight modality (estimation of body weight versus measurement of body weight) to determine recombinant tissue plasminogen activator dose in intravenous thrombolysis eligible patients is associated with symptomatic intracranial hemorrhage or clinical outcome. We did find that estimation of body weight leads to longer door-to-needle times compared to measurement of body weight using an inbuilt weighing bed and to shorter door-to-needle times compared to measurement of body weight using a patient lift scale.

Dataset Information

Treatment and Outcome of Thrombolysis-Related Hemorrhage: A Multicenter Retrospective Study.

Publications

Treatment and Outcome of Thrombolysis-Related Hemorrhage: A Multicenter Retrospective Study.

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