Normative models combining fetal and postnatal MRI data to characterize neurodevelopmental trajectories during the transition from in- to ex-utero

Angeline Mihailov, Alexandre Pron, Julien Lefevre, Christine Deruelle, Beatrice Desnous, Florence Bretelle, Aurelie Manchon, Mathieu Milh, Francois Rousseau, Guillaume Auzias, Nadine Girard
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Abstract

The perinatal period involves transitioning from an intra- to an extrauterine environment, which requires a complex adaptation of the brain. This period is marked with dynamic and multifaceted cortical changes in both structure and function. Most studies to date have focused either on the fetal or postnatal period, independently. To the best of our knowledge, this is the first neurodevelopmental study targeting the cortical trajectory of typically developing perinatal subjects, combining MRIs from both fetal and postnatal participants. Prior to analysis, preprocessing and segmentation parameters were harmonized across all subjects in order to overcome methodological limitations that arise when studying such different populations. We conducted a normative modeling analysis on a sample of 607 subjects, age ranged 24 to 45 weeks post-conception, to observe changes that arise as participants traverse the birth barrier. We observed that the trajectories of global surface area and several volumetric features, including total gray matter, white matter, brainstem, cerebellum and hippocampi, follow distinct but continuous patterns during this transition. We further report three features presenting a discontinuity in their neurodevelopmental trajectories as participants traverse from a fetal to a postnatal environment: the extra-cerebrospinal fluid volume, the ventricular volume and global gyrification. The current study demonstrates the presence of unique neurodevelopmental patterns for several structural features during the perinatal period, and confirms that not all features are affected in the same way as they cross the birth barrier.
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结合胎儿和出生后核磁共振成像数据的规范模型,描述从宫内到宫外过渡时期的神经发育轨迹
围产期涉及从宫内环境到宫外环境的过渡,需要大脑进行复杂的适应。在这一时期,大脑皮层的结构和功能都会发生多方面的动态变化。迄今为止,大多数研究都集中在胎儿期或出生后。据我们所知,这是第一项针对围产期典型发育受试者大脑皮层轨迹的神经发育研究,研究结合了胎儿期和出生后受试者的核磁共振成像。在分析之前,我们对所有受试者的预处理和分割参数进行了统一,以克服在研究此类不同人群时出现的方法限制。我们对 607 名受试者(年龄介于孕后 24 周至 45 周之间)进行了规范建模分析,以观察受试者在跨越出生障碍时发生的变化。我们观察到,在这一转变过程中,总表面积和几个体积特征(包括灰质、白质、脑干、小脑和海马)的轨迹遵循着不同但连续的模式。我们还进一步报告了参与者从胎儿期到出生后的神经发育轨迹中出现不连续的三个特征:脑脊液外体积、脑室体积和整体回旋。目前的研究表明,围产期的几个结构特征存在独特的神经发育模式,并证实并非所有特征在跨越出生屏障时都会受到相同的影响。
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