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从大血管闭塞性中风的常规 CT 扫描中自动提取脑水肿的成像生物标志物。

Imaging biomarkers of cerebral edema automatically extracted from routine CT scans of large vessel occlusion strokes.

机构信息

Department of Neurology, Washington University School of Medicine, Saint Louis, Missouri, USA.

Department of Neurology, Yale School of Medicine, New Haven, Connecticut, USA.

出版信息

J Neuroimaging. 2023 Jul-Aug;33(4):606-616. doi: 10.1111/jon.13109. Epub 2023 Apr 24.

Abstract

BACKGROUND AND PURPOSE

Volumetric and densitometric biomarkers have been proposed to better quantify cerebral edema after stroke, but their relative performance has not been rigorously evaluated.

METHODS

Patients with large vessel occlusion stroke from three institutions were analyzed. An automated pipeline extracted brain, cerebrospinal fluid (CSF), and infarct volumes from serial CTs. Several biomarkers were measured: change in global CSF volume from baseline (ΔCSF); ratio of CSF volumes between hemispheres (CSF ratio); and relative density of infarct region compared with mirrored contralateral region (net water uptake [NWU]). These were compared to radiographic standards, midline shift and relative hemispheric volume (RHV) and malignant edema, defined as deterioration resulting in need for osmotic therapy, decompressive surgery, or death.

RESULTS

We analyzed 255 patients with 210 baseline CTs, 255 24-hour CTs, and 81 72-hour CTs. Of these, 35 (14%) developed malignant edema and 63 (27%) midline shift. CSF metrics could be calculated for 310 (92%), while NWU could only be obtained from 193 (57%). Peak midline shift was correlated with baseline CSF ratio (ρ = -.22) and with CSF ratio and ΔCSF at 24 hours (ρ = -.55/.63) and 72 hours (ρ = -.66/.69), but not with NWU (ρ = .15/.25). Similarly, CSF ratio was correlated with RHV (ρ = -.69/-.78), while NWU was not. Adjusting for age, National Institutes of Health Stroke Scale, tissue plasminogen activator treatment, and Alberta Stroke Program Early CT Score, CSF ratio (odds ratio [OR]: 1.95 per 0.1, 95% confidence interval [CI]: 1.52-2.59) and ΔCSF at 24 hours (OR: 1.87 per 10%, 95% CI: 1.47-2.49) were associated with malignant edema.

CONCLUSION

CSF volumetric biomarkers can be automatically measured from almost all routine CTs and correlate better with standard edema endpoints than net water uptake.

摘要

背景与目的

已有研究提出,容积和密度生物标志物可更好地量化卒中后脑水肿,但它们的相对性能尚未得到严格评估。

方法

本研究分析了来自 3 家机构的大血管闭塞性卒中患者。一个自动化的流水线从连续 CT 中提取脑、脑脊液(CSF)和梗死体积。测量了几种生物标志物:从基线开始的全球 CSF 体积变化(ΔCSF);半球间 CSF 体积比(CSF 比);与对侧镜像区域相比的梗死区域相对密度(净水分摄取 [NWU])。这些标志物与影像学标准、中线移位和相对半球体积(RHV)和恶性水肿进行了比较,恶性水肿定义为导致需要渗透性治疗、减压手术或死亡的恶化。

结果

本研究共分析了 255 例患者的 210 例基线 CT、255 例 24 小时 CT 和 81 例 72 小时 CT。其中,35 例(14%)发生恶性水肿,63 例(27%)发生中线移位。310 例(92%)可计算 CSF 指标,而仅 193 例(57%)可获得 NWU。峰值中线移位与基线 CSF 比(ρ=-.22)以及 24 小时和 72 小时的 CSF 比和ΔCSF(ρ=-.55/.63 和 ρ=-.66/.69)相关,但与 NWU 不相关(ρ=-.15/.25)。同样,CSF 比与 RHV 相关(ρ=-.69/-.78),而 NWU 则不相关。在校正年龄、美国国立卫生研究院卒中量表、组织型纤溶酶原激活物治疗和阿尔伯塔卒中计划早期 CT 评分后,CSF 比(比值比 [OR]:每增加 0.1 为 1.95,95%置信区间 [CI]:1.52-2.59)和 24 小时的ΔCSF(OR:每增加 10%为 1.87,95% CI:1.47-2.49)与恶性水肿相关。

结论

CSF 容积生物标志物可自动从几乎所有常规 CT 中测量,与标准水肿终点的相关性优于净水分摄取。

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本文引用的文献

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