Department of Neurology, Duke University School of Medicine Durham NC USA.
Duke University Fuqua School of Business Durham NC USA.
J Am Heart Assoc. 2023 Jul 4;12(13):e028632. doi: 10.1161/JAHA.122.028632. Epub 2023 Jun 22.
Background Ischemic lesions observed on diffusion-weighted imaging (DWI) magnetic resonance imaging are associated with poor outcomes after intracerebral hemorrhage (ICH). We evaluated the association between hyperglycemia, ischemic lesions, and functional outcomes after ICH. Methods and Results This was a retrospective observational analysis of 1167 patients who received magnetic resonance imaging in the ERICH (Ethnic and Racial Variations in Intracerebral Hemorrhage) study. A machine learning strategy using the elastic net regularization and selection procedure was used to perform automated variable selection to identify final multivariable logistic regression models. Sensitivity analyses with alternative model development strategies were performed, and predictive performance was compared. After covariate adjustment, white matter hyperintensity score, leukocyte count on admission, and non-Hispanic Black race (compared with non-Hispanic White race) were associated with the presence of DWI lesions. History of ICH and ischemic stroke, presence of DWI lesions, deep ICH location (versus lobar), ICH volume, age, lower Glasgow Coma Score on admission, and medical history of diabetes were associated with poor 6-month modified Rankin Scale outcome (4-6) after covariate adjustment. Inclusion of interactions between race and ethnicity and variables included in the final multivariable model for functional outcome improved model performance; a significant interaction between race and ethnicity and medical history of diabetes and serum blood glucose on admission was observed. Conclusions No measure of hyperglycemia or diabetes was associated with presence of DWI lesions. However, both medical history of diabetes and presence of DWI lesions were independently associated with poor functional outcomes after ICH.
弥散加权成像(DWI)磁共振成像上观察到的缺血性病变与脑出血(ICH)后不良结局相关。我们评估了 ICH 后高血糖、缺血性病变与功能结局之间的关系。
这是一项对 1167 名在 ERICH(颅内出血的种族和种族差异)研究中接受磁共振成像检查的患者进行的回顾性观察性分析。使用弹性网正则化和选择过程的机器学习策略进行自动变量选择,以确定最终多变量逻辑回归模型。进行了替代模型开发策略的敏感性分析,并比较了预测性能。在协变量调整后,脑白质高信号评分、入院时白细胞计数和非西班牙裔黑人种族(与非西班牙裔白种人相比)与 DWI 病变的存在相关。ICH 和缺血性中风史、DWI 病变的存在、深部 ICH 位置(与脑叶相比)、ICH 体积、入院时格拉斯哥昏迷评分较低以及糖尿病病史与调整协变量后的 6 个月改良 Rankin 量表结局(4-6)不良相关。在纳入种族和民族与功能结局最终多变量模型中包含的变量之间的相互作用后,模型性能得到改善;观察到种族和民族与糖尿病病史和入院时血清血糖之间存在显著的相互作用。
没有测量高血糖或糖尿病的指标与 DWI 病变的存在相关。然而,糖尿病病史和 DWI 病变的存在均与 ICH 后不良功能结局独立相关。