دورية أكاديمية

Radiomic Features of Acute Cerebral Hemorrhage on Non-Contrast CT Associated with Patient Survival

التفاصيل البيبلوغرافية
العنوان: Radiomic Features of Acute Cerebral Hemorrhage on Non-Contrast CT Associated with Patient Survival
المؤلفون: Saif Zaman, Fiona Dierksen, Avery Knapp, Stefan P. Haider, Gaby Abou Karam, Adnan I. Qureshi, Guido J. Falcone, Kevin N. Sheth, Seyedmehdi Payabvash
المصدر: Diagnostics, Vol 14, Iss 9, p 944 (2024)
بيانات النشر: MDPI AG, 2024.
سنة النشر: 2024
المجموعة: LCC:Medicine (General)
مصطلحات موضوعية: stroke, large vessel occlusion, radiomics, machine learning, collateral status, Medicine (General), R5-920
الوصف: The mortality rate of acute intracerebral hemorrhage (ICH) can reach up to 40%. Although the radiomics of ICH have been linked to hematoma expansion and outcomes, no research to date has explored their correlation with mortality. In this study, we determined the admission non-contrast head CT radiomic correlates of survival in supratentorial ICH, using the Antihypertensive Treatment of Acute Cerebral Hemorrhage II (ATACH-II) trial dataset. We extracted 107 original radiomic features from n = 871 admission non-contrast head CT scans. The Cox Proportional Hazards model, Kaplan–Meier Analysis, and logistic regression were used to analyze survival. In our analysis, the “first-order energy” radiomics feature, a metric that quantifies the sum of squared voxel intensities within a region of interest in medical images, emerged as an independent predictor of higher mortality risk (Hazard Ratio of 1.64, p < 0.0001), alongside age, National Institutes of Health Stroke Scale (NIHSS), and baseline International Normalized Ratio (INR). Using a Receiver Operating Characteristic (ROC) analysis, “the first-order energy” was a predictor of mortality at 1-week, 1-month, and 3-month post-ICH (all p < 0.0001), with Area Under the Curves (AUC) of >0.67. Our findings highlight the potential role of admission CT radiomics in predicting ICH survival, specifically, a higher “first-order energy” or very bright hematomas are associated with worse survival outcomes.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2075-4418
Relation: https://www.mdpi.com/2075-4418/14/9/944; https://doaj.org/toc/2075-4418
DOI: 10.3390/diagnostics14090944
URL الوصول: https://doaj.org/article/b7405b8a1f844f329ea687ac28207e5d
رقم الأكسشن: edsdoj.b7405b8a1f844f329ea687ac28207e5d
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20754418
DOI:10.3390/diagnostics14090944