Utilizing Quantitative Analysis of CSF Volume from Clinical T1-Weighted MRI to Predict Thrombectomy Outcomes

IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Journal of Neuroimaging Pub Date : 2025-01-13 DOI:10.1111/jon.70013
Mohammad I. Kawas, Ahmad Shamulzai, Kyle M. Atcheson, Alex C. Horn, Renate Ma, Carol Kittel, Brian Curry, Megan Lipford, Jeongchul Kim, Kiran K. Solingapuram Sai, Stacey Q. Wolfe, Christopher T. Whitlow
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Abstract

Background and Purpose

Endovascular thrombectomy (EVT) is the standard for acute ischemic stroke from large vessel occlusion, but post-EVT functional independence varies. Brain atrophy, linked to higher cerebrospinal fluid volume (CSFV), may affect outcomes. Baseline CSFV could predict EVT benefit by assessing brain health. We aimed to quantify total CSFV from clinical T1-weighted (w) magnetic resonance imaging (MRI) to assess global brain atrophy and its association with functional outcomes following successful EVT.

Methods

We performed a retrospective analysis of patients achieving thrombolysis-in-cerebral-infarction ≥2b revascularization via prospectively maintained single-institution stroke thrombectomy registry (n = 432) between 2015 and 2021. We included 214 patients (mean age 67.5 ± 14.6, 49% female) with acceptable quality MRI within 14 days of EVT and available modified Rankin-scale (mRS) at 90 days post EVT. Clinical T1w images were transformed into high-resolution images using the convolutional neural-network SynthSR. FreeSurfer software was then used to estimate total cranial CSFV. To correct for head size, percentage of CSFV to intracranial volume was used.

Results

Baseline CSFV% significantly predicted 90-day mRS in an ordinal regression model adjusted for baseline mRS (< 0.001). Further modeling was performed to account for age, sex, 24-h National-Institutes-Health-Stroke-Scale (NIHSS), smoking history, prior stroke, hypertension, congestive heart failure, hemoglobin-A1c, atrial fibrillation, and Alberta-Stroke-Program-Early-CT-Score (ASPECTS). Total CSFV% remained an independent predictor of 90-day mRS (p = 0.012). CSFV% did not significantly predict the occurrence of any type of hemorrhagic transformation in a logistic regression model.

Conclusions

Increased CSFV% correlates with poorer functional outcomes post EVT. Total CSFV% may serve as a useful imaging biomarker for clinicians determining patient prognostication prior to EVT.

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利用临床t1加权MRI对脑脊液体积的定量分析预测取栓结果。
背景和目的:血管内血栓切除术(EVT)是治疗大血管闭塞引起的急性缺血性卒中的标准方法,但EVT术后的功能独立性各不相同。脑萎缩与较高的脑脊液容量(CSFV)有关,可能会影响治疗效果。基线 CSFV 可以通过评估大脑健康状况来预测 EVT 的益处。我们旨在通过临床 T1 加权(W)磁共振成像(MRI)量化总 CSFV,以评估整体脑萎缩及其与成功 EVT 后功能预后的关系:我们对2015年至2021年期间通过前瞻性维护的单一机构卒中血栓切除术登记(n = 432)获得溶栓治疗脑梗死≥2b血运重建的患者进行了回顾性分析。我们纳入了 214 名患者(平均年龄为 67.5 ± 14.6 岁,49% 为女性),这些患者在 EVT 术后 14 天内接受了质量合格的 MRI 检查,并且在 EVT 术后 90 天时获得了修改后的 Rankin 评分(mRS)。使用卷积神经网络 SynthSR 将临床 T1w 图像转换为高分辨率图像。然后使用 FreeSurfer 软件估算头颅 CSFV 总值。为了校正头部大小,使用了 CSFV 占颅内体积的百分比:结果:在调整基线 mRS 后的序数回归模型中,基线 CSFV% 可显著预测 90 天的 mRS(p 结论:CSFV% 的增加与颅内容积相关:CSFV% 的增加与 EVT 后较差的功能预后相关。总 CSFV% 可作为临床医生在 EVT 前确定患者预后的有用影像生物标志物。
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来源期刊
Journal of Neuroimaging
Journal of Neuroimaging 医学-核医学
CiteScore
4.70
自引率
0.00%
发文量
117
审稿时长
6-12 weeks
期刊介绍: Start reading the Journal of Neuroimaging to learn the latest neurological imaging techniques. The peer-reviewed research is written in a practical clinical context, giving you the information you need on: MRI CT Carotid Ultrasound and TCD SPECT PET Endovascular Surgical Neuroradiology Functional MRI Xenon CT and other new and upcoming neuroscientific modalities.The Journal of Neuroimaging addresses the full spectrum of human nervous system disease, including stroke, neoplasia, degenerating and demyelinating disease, epilepsy, tumors, lesions, infectious disease, cerebral vascular arterial diseases, toxic-metabolic disease, psychoses, dementias, heredo-familial disease, and trauma.Offering original research, review articles, case reports, neuroimaging CPCs, and evaluations of instruments and technology relevant to the nervous system, the Journal of Neuroimaging focuses on useful clinical developments and applications, tested techniques and interpretations, patient care, diagnostics, and therapeutics. Start reading today!
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