Outcome Prediction in Aneurysmal Subarachnoid Hemorrhage with World Federation of Neurological Societies grade V(OPAS-V)
Outcome Prediction in Aneurysmal Subarachnoid Hemorrhage with World Federation of Neurological Societies grade V(OPAS-V)
Abstract BackgroundAneurysmal subarachnoid hemorrhage (aSAH) with World Federation of Neurological Societies (WFNS) grade V has a high mortality rate and poor prognosis. Some patients with WFNS grade V aSAH have had good outcomes after aggressive treatment; however, outcome predictions based on routine examinations and findings obtained at admission are yet to be reported. This study aimed to develop a decision tree model for predicting outcomes of patients with WFNS grade V aSAH to aid decision-making for treatment strategy. MethodsA multicenter study with retrospective and prospective data collected from 201 (derivation cohort) and 12 (validation cohort) patients with WFNS grade V aSAH, respectively, was conducted. Clinical outcomes were divided into good (Modified Rankin Scale [mRS] score at the time of discharge: 0–2) and poor (mRS score: 3–6) outcomes. A decision tree model was developed for the derivation cohort using the classification and regression tree method with clinical data including laboratory findings; it was named OPAS-V (Outcome Prediction in Aneurysmal Subarachnoid hemorrhage with WFNS grade V). The performance of the model was evaluated by area under the curve (AUC) and overall accuracy in both cohorts. ResultsOPAS-V comprised 3 metrics; the percentage of lymphocytes (<49.9% or not), age (>50 yrs or not), and glucose to potassium ratio (≥3.2 or not). The model achieved an AUC of 0.828 (95% confidence interval: 0.712–0.944) and overall accuracy of 0.930. Moreover, the model performed well in the validation cohort with an AUC of 0.700 (95% confidence interval: 0.200–1) and overall accuracy of 0.833. ConclusionsThis study developed the first decision tree model for predicting outcomes of patients with WFNS grade V aSAH, based on simple findings obtained at admission. This may aid clinicians in determining treatment strategies for severe conditions such as WFNS grade V aSAH.
Kishima Haruhiko、Yamada Shuhei、Takagaki Masatoshi、Yano Yoshihiro、Nakamura Hajime、Yamazaki Hiroki、Fujinaka Toshiyuki、Nakagawa Ryota、Fujita Toshiaki、Taki Takuyu、Nishida Takeo、Takenaka Tomofumi、Toyota Shingo
Department of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Hanwa Memorial HospitalDepartment of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, National Hospital Organization Osaka National Hospital,Department of Neurosurgery, National Hospital Organization Osaka National Hospital,Department of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Hanwa Memorial HospitalDepartment of Neurosurgery, Kansai Rosai HospitalDepartment of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Osaka University Graduate School of MedicineDepartment of Neurosurgery, Kansai Rosai Hospital
神经病学、精神病学临床医学基础医学
Kishima Haruhiko,Yamada Shuhei,Takagaki Masatoshi,Yano Yoshihiro,Nakamura Hajime,Yamazaki Hiroki,Fujinaka Toshiyuki,Nakagawa Ryota,Fujita Toshiaki,Taki Takuyu,Nishida Takeo,Takenaka Tomofumi,Toyota Shingo.Outcome Prediction in Aneurysmal Subarachnoid Hemorrhage with World Federation of Neurological Societies grade V(OPAS-V)[EB/OL].(2025-03-28)[2025-05-06].https://www.medrxiv.org/content/10.1101/2023.06.07.23291115.点此复制
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