Neurite Orientation Dispersion and Density Imaging (NODDI) reveals white matter microstructural changes in Obstructive Sleep Apnea Hypopnea Syndrome (OSAHS) patients with cognitive impairment
Ke Ning , Dechao Fan , Yuzhu Liu , Yubing Sun , Yajie Liu , Yongzhong Lin
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引用次数: 0
Abstract
Purpose
This study aimed to assess changes in white matter microstructure among patients undergoing obstructive sleep apnea hypopnea syndrome (OSAHS) complicated by cognitive impairment through neurite orientation dispersion and density imaging (NODDI), and evaluate the relationship to cognitive impairment as well as the diagnostic performance in early intervention.
Methods
Totally 23 OSAHS patients, 43 OSAHS patients complicated by cognitive impairment, and 15 healthy controls were enrolled in OSA, OSACI and HC groups of this work. NODDI toolbox and FMRIB's Software Library (FSL) were used to calculate neurite density index (NDI), Fractional anisotropy (FA), volume fraction of isotropic water molecules (Viso), and orientation dispersion index (ODI). Tract-based spatial statistics (TBSS) were carried out to examine the above metrics with one-way ANOVA. This study explored the correlations of the above metrics with mini-mental state examination (MMSE), and montreal cognitive assessment (MoCA) scores. Furthermore, receiver operating characteristic (ROC) curves were plotted. Meanwhile, area under curve (AUC) values were calculated to evaluate the diagnostic performance of the above metrics.
Results
NDI, ODI, Viso, and FA were significantly different among different brain white matter regions, among which, difference in NDI showed the greatest statistical significance. In comparison with HC group, OSA group had reduced NDI and ODI, whereas elevated Viso levels. Conversely, compared to the OSA group, the OSACI group displayed a slight increase in NDI and ODI values, which remained lower than HC group, viso values continued to rise. Post-hoc analysis highlighted significant differences in these metrics, except for FA, which showed no notable changes or correlations with neuropsychological tests. ROC analysis confirmed the diagnostic efficacy of NDI, ODI, and Viso with AUCs of 0.6908, 0.6626, and 0.6363, respectively, whereas FA's AUC of 0.5042, indicating insufficient diagnostic efficacy.
Conclusions
This study confirmed that NODDI effectively reveals microstructural changes in white matter of OSAHS patients with cognitive impairment, providing neuroimaging evidence for early clinical diagnosis and intervention.
目的 本研究旨在通过神经元定向弥散和密度成像(NODDI)评估阻塞性睡眠呼吸暂停低通气综合征(OSAHS)并发认知障碍患者的白质微结构变化,并评估其与认知障碍的关系以及早期干预的诊断性能。方法 本研究共招募了23名OSAHS患者、43名OSAHS并发认知障碍患者和15名健康对照者,分为OSA组、OSACI组和HC组。使用 NODDI 工具箱和 FMRIB 软件库(FSL)计算神经元密度指数(NDI)、分数各向异性(FA)、各向同性水分子体积分数(Viso)和方向分散指数(ODI)。通过单因素方差分析,对上述指标进行了分段空间统计(TBSS)。本研究探讨了上述指标与迷你精神状态检查(MMSE)和蒙特利尔认知评估(MoCA)评分的相关性。此外,还绘制了接收者操作特征曲线(ROC)。结果NDI、ODI、Viso和FA在不同脑白质区域之间存在显著差异,其中NDI的差异具有最大的统计学意义。与 HC 组相比,OSA 组的 NDI 和 ODI 降低,而 Viso 水平升高。相反,与 OSA 组相比,OSACI 组的 NDI 和 ODI 值略有上升,但仍低于 HC 组,而 Viso 值则继续上升。事后分析强调了这些指标的显著差异,但 FA 除外,没有显示出明显的变化或与神经心理测试的相关性。ROC分析证实了NDI、ODI和Viso的诊断效力,其AUC分别为0.6908、0.6626和0.6363,而FA的AUC为0.5042,表明诊断效力不足。
期刊介绍:
Magnetic Resonance Imaging (MRI) is the first international multidisciplinary journal encompassing physical, life, and clinical science investigations as they relate to the development and use of magnetic resonance imaging. MRI is dedicated to both basic research, technological innovation and applications, providing a single forum for communication among radiologists, physicists, chemists, biochemists, biologists, engineers, internists, pathologists, physiologists, computer scientists, and mathematicians.