A novel prediction score determining individual clinical outcome 3 months after juvenile stroke (PREDICT-score)

被引:0
|
作者
Hoffmann, Verena S. [1 ]
Schoenecker, Sonja [2 ]
Amin, Moustafa [1 ]
Reidler, Paul [3 ]
Brauer, Anna [1 ]
Kopczak, Anna [4 ]
Wunderlich, Silke [5 ]
Poli, Sven [6 ]
Althaus, Katharina [7 ]
Mueller, Susanne [7 ]
Mansmann, Ulrich [1 ,8 ]
Kellert, Lars [2 ]
机构
[1] Ludwig Maximilians Univ Munchen, Inst Med Informat Proc Biometry & Epidemiol, Fac Med, Marchioninistr 15, D-81377 Munich, Germany
[2] Ludwig Maximilians Univ Munchen, LMU Univ Hosp, Dept Neurol, Munich, Germany
[3] Ludwig Maximilians Univ Munchen, Med Fac, Dept Radiol, Munich, Germany
[4] Ludwig Maximilians Univ Munchen, Inst Stroke & Dementia Res ISD, Med Fac, Munich, Germany
[5] Tech Univ Munich, Univ Hosp Rechts Isar, Dept Neurol, Munich, Germany
[6] Eberhard Karls Univ Tubingen, Hertie Inst Clin Brain Res, Dept Neurol & Stroke, Tubingen, Germany
[7] Univ Ulm, Dept Neurol, Ulm, Germany
[8] Pettenkofer Sch Publ Hlth, Munich, Germany
关键词
Prediction score; 3-month outcome; Juvenile stroke; Predictive factors; ACUTE ISCHEMIC-STROKE; RANDOM FOREST; IMPUTATION; PROGNOSIS; MODEL; RISK; MICE;
D O I
10.1007/s00415-024-12552-5
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background Juvenile strokes (< 55 years) account for about 15% of all ischemic strokes. Structured data on clinical outcome in those patients are sparse. Here, we aimed to fill this gap by systematically collecting relevant data and modeling a juvenile stroke prediction score for the 3-month functional outcome. Methods We retrospectively integrated and analyzed clinical and outcome data of juvenile stroke and TIA patients treated at the LMU University Hospital, LMU Munich, Munich. Good outcome was defined as a modified Rankin Scale of 0-2 or return to baseline of function. We analyzed candidate predictors and developed a predictive model. Predictive abilities were inspected using Area Under the ROC curve (AUROC) and visual representation of the calibration. The model was validated internally. Results346 patients were included in the analysis. We observed a good outcome in n = 293 patients (84.7%). The prediction model for an unfavourable outcome had an AUROC of 89.1% (95% CI 83.3-93.1%). The model includes age NIHSS, ASPECTS, blood glucose and type of vessel occlusion as predictors for the individual patient outcome. Conclusions Here, we introduce the highly accurate PREDICT-score for the 3-month outcome after juvenile stroke derived from clinical routine data. The PREDICT-score might be helpful in guiding individual patient decisions and designing future studies but needs further prospective validation which is already planned. Trial registration The study has been registered at https://drks.de (DRKS00024407) on March 31, 2022. Conclusions Here, we introduce the highly accurate PREDICT-score for the 3-month outcome after juvenile stroke derived from clinical routine data. The PREDICT-score might be helpful in guiding individual patient decisions and designing future studies but needs further prospective validation which is already planned. Trial registration The study has been registered at https://drks.de (DRKS00024407) on March 31, 2022.
引用
收藏
页码:6238 / 6246
页数:9
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