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纹理分析在研究小血管疾病和血脑屏障完整性中的应用。

Application of Texture Analysis to Study Small Vessel Disease and Blood-Brain Barrier Integrity.

作者信息

Valdés Hernández Maria Del C, González-Castro Victor, Chappell Francesca M, Sakka Eleni, Makin Stephen, Armitage Paul A, Nailon William H, Wardlaw Joanna M

机构信息

Department of Neuroimaging Sciences, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.

Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, United Kingdom.

出版信息

Front Neurol. 2017 Jul 19;8:327. doi: 10.3389/fneur.2017.00327. eCollection 2017.

Abstract

OBJECTIVES

We evaluate the alternative use of texture analysis for evaluating the role of blood-brain barrier (BBB) in small vessel disease (SVD).

METHODS

We used brain magnetic resonance imaging from 204 stroke patients, acquired before and 20 min after intravenous gadolinium administration. We segmented tissues, white matter hyperintensities (WMH) and applied validated visual scores. We measured textural features in all tissues pre- and post-contrast and used ANCOVA to evaluate the effect of SVD indicators on the pre-/post-contrast change, Kruskal-Wallis for significance between patient groups and linear mixed models for pre-/post-contrast variations in cerebrospinal fluid (CSF) with Fazekas scores.

RESULTS

Textural "homogeneity" increase in normal tissues with higher presence of SVD indicators was consistently more overt than in abnormal tissues. Textural "homogeneity" increased with age, basal ganglia perivascular spaces scores ( < 0.01) and SVD scores ( < 0.05) and was significantly higher in hypertensive patients ( < 0.002) and lacunar stroke ( = 0.04). Hypertension (74% patients), WMH load (median = 1.5 ± 1.6% of intracranial volume), and age (mean = 65.6 years, SD = 11.3) predicted the pre/post-contrast change in normal white matter, WMH, and index stroke lesion. CSF signal increased with increasing SVD post-contrast.

CONCLUSION

A consistent general pattern of increasing textural "homogeneity" with increasing SVD and post-contrast change in CSF with increasing WMH suggest that texture analysis may be useful for the study of BBB integrity.

摘要

目的

我们评估纹理分析在评估血脑屏障(BBB)在小血管疾病(SVD)中的作用方面的替代用途。

方法

我们使用了204名中风患者的脑部磁共振成像,在静脉注射钆之前和之后20分钟采集。我们对组织、白质高信号(WMH)进行分割并应用经过验证的视觉评分。我们在造影前后测量了所有组织的纹理特征,并使用协方差分析来评估SVD指标对造影前后变化的影响,使用Kruskal-Wallis检验评估患者组之间的显著性,使用线性混合模型评估脑脊液(CSF)造影前后随Fazekas评分的变化。

结果

在存在较高SVD指标的正常组织中,纹理“均匀性”的增加始终比在异常组织中更为明显。纹理“均匀性”随年龄、基底节周围血管间隙评分(<0.01)和SVD评分(<0.05)增加,在高血压患者(<0.002)和腔隙性中风患者中显著更高(=0.04)。高血压(74%的患者)、WMH负荷(中位数=颅内体积的1.5±1.6%)和年龄(平均=65.6岁,标准差=11.3)可预测正常白质、WMH和索引中风病变的造影前后变化。造影后CSF信号随SVD增加而增加。

结论

随着SVD增加纹理“均匀性”增加以及随着WMH增加造影后CSF变化的一致总体模式表明,纹理分析可能有助于研究BBB完整性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a821/5515862/56c1a7236401/fneur-08-00327-g001.jpg

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