Wu Dan, Chang Linda, Akazawa Kentaro, Oishi Kumiko, Skranes Jon, Ernst Thomas, Oishi Kenichi
Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Department of Medicine, School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
Neuroimage. 2017 Apr 1;149:33-43. doi: 10.1016/j.neuroimage.2017.01.046. Epub 2017 Jan 19.
Preterm birth adversely affects postnatal brain development. In order to investigate the critical gestational age at birth (GAB) that alters the developmental trajectory of gray and white matter structures in the brain, we investigated diffusion tensor and quantitative T2 mapping data in 43 term-born and 43 preterm-born infants. A novel multivariate linear model-the change point model, was applied to detect change points in fractional anisotropy, mean diffusivity, and T2 relaxation time. Change points captured the "critical" GAB value associated with a change in the linear relation between GAB and MRI measures. The analysis was performed in 126 regions across the whole brain using an atlas-based image quantification approach to investigate the spatial pattern of the critical GAB. Our results demonstrate that the critical GABs are region- and modality-specific, generally following a central-to-peripheral and bottom-to-top order of structural development. This study may offer unique insights into the postnatal neurological development associated with differential degrees of preterm birth.
早产会对出生后脑的发育产生不利影响。为了研究改变脑内灰质和白质结构发育轨迹的关键出生胎龄(GAB),我们调查了43名足月儿和43名早产儿的扩散张量和定量T2成像数据。一种新颖的多变量线性模型——变化点模型,被用于检测各向异性分数、平均扩散率和T2弛豫时间的变化点。变化点捕捉到了与GAB和MRI测量值之间线性关系变化相关的“关键”GAB值。使用基于图谱的图像量化方法在全脑126个区域进行分析,以研究关键GAB的空间模式。我们的结果表明,关键GAB是区域和模态特异性的,通常遵循结构发育从中心到外周、从下到上的顺序。这项研究可能为与不同程度早产相关的出生后神经发育提供独特见解。