Australian E-Health Research Centre, CSIRO, Brisbane, Australia.
The University of Queensland, Queensland Cerebral Palsy and Rehabilitation Research Centre, Child Health Research Centre, Faculty of Medicine, South Brisbane, Australia.
Neuroimage. 2020 Nov 1;221:117163. doi: 10.1016/j.neuroimage.2020.117163. Epub 2020 Jul 11.
Very preterm-born infants are at risk of adverse neurodevelopmental outcomes. Brain magnetic resonance imaging (MRI) at term equivalent age (TEA) can probe tissue microstructure and morphology, and demonstrates potential in the early prediction of outcomes. In this study, we use the recently introduced fixel-based analysis method for diffusion MRI to investigate the association between microstructure and morphology at TEA, and motor and cognitive development at 1 and 2 years corrected age (CA). Eighty infants born <31 weeks' gestation successfully underwent diffusion MRI (3T; 64 directions; b = 2000s/mm) at term equivalent age, and had neurodevelopmental follow-up using the Bayley-III motor and cognitive assessments at 1 year (n = 78) and/or 2 years (n = 76) CA. Diffusion MRI data were processed using constrained spherical deconvolution (CSD) and aligned to a study-specific fibre orientation distribution template, yielding measures of fibre density (FD), fibre-bundle cross-section (FC), and fibre density and bundle cross-section (FDC). The association between FD, FC, and FDC at TEA, and motor and cognitive composite scores at 1 and 2 years CA, and change in composite scores from 1 to 2 years, was assessed using whole-brain fixel-based analysis. Additionally, the association between diffusion tensor imaging (DTI) metrics (fractional anisotropy FA, mean diffusivity MD, axial diffusivity AD, radial diffusivity RD) and outcomes was investigated. Motor function at 1 and 2 years CA was associated with CSD-based measures of the bilateral corticospinal tracts and corpus callosum. Cognitive function was associated with CSD-based measures of the midbody (1-year outcomes only) and splenium of the corpus callosum, as well as the bilateral corticospinal tracts. The change in motor/cognitive outcomes from 1 to 2 years was associated with CSD-based measures of the splenium of the corpus callosum. Analysis of DTI-based measures showed overall less extensive associations. Post-hoc analysis showed that associations were weaker for 2-year outcomes than they were for 1-year outcomes. Infants with better neurodevelopmental outcomes demonstrated higher FD, FC, and FDC at TEA, indicating better information transfer capacity which may be related to increased number of neurons, increased myelination, thicker bundles, and/or combinations thereof. The fibre bundles identified here may serve as the basis for future studies investigating the predictive ability of these metrics.
极早产儿存在不良神经发育结局的风险。在相当于胎龄(TEA)时进行脑磁共振成像(MRI)可以探测组织微观结构和形态,并具有早期预测结局的潜力。在这项研究中,我们使用最近引入的弥散 MRI 纤维束固定分析方法,研究 TEA 时的微观结构和形态与 1 岁和 2 岁校正年龄(CA)时运动和认知发育之间的关联。80 名胎龄<31 周的婴儿成功接受了弥散 MRI(3T;64 个方向;b=2000s/mm)在 TEA 时进行,并在 1 岁(n=78)和/或 2 岁(n=76)CA 时使用贝利 III 运动和认知评估进行神经发育随访。弥散 MRI 数据使用约束球内分解(CSD)进行处理,并与特定于研究的纤维方向分布模板对齐,得出纤维密度(FD)、纤维束横截面积(FC)和纤维密度和束横截面积(FDC)的测量值。使用全脑纤维束固定分析评估 TEA 时 FD、FC 和 FDC 与 1 岁和 2 岁 CA 的运动和认知综合评分以及从 1 岁到 2 岁的综合评分变化之间的关联。此外,还研究了弥散张量成像(DTI)指标(各向异性分数 FA、平均弥散度 MD、轴向弥散度 AD、径向弥散度 RD)与结局之间的关系。1 岁和 2 岁 CA 的运动功能与双侧皮质脊髓束和胼胝体的 CSD 测量值相关。认知功能与胼胝体体部(仅 1 岁结局)和胼胝体压部以及双侧皮质脊髓束的 CSD 测量值相关。从 1 岁到 2 岁的运动/认知结局变化与胼胝体压部的 CSD 测量值相关。基于 DTI 的分析显示,关联总体上不太广泛。事后分析表明,2 岁结局的关联弱于 1 岁结局。神经发育结局较好的婴儿在 TEA 时具有较高的 FD、FC 和 FDC,表明信息传递能力更好,这可能与神经元数量增加、髓鞘形成增加、束更厚有关,或它们的组合。这里确定的纤维束可能为未来研究这些指标的预测能力提供基础。