Centre for the Developing Brain, Department of Perinatal Imaging and Health, Faculty of Life Sciences & Medicine, King's College London, London, UK.
Department of Child and Adolescent Psychiatry, Institute of Psychiatry Psychology and Neuroscience, King's College London, London, UK.
Transl Psychiatry. 2023 Apr 3;13(1):108. doi: 10.1038/s41398-023-02401-w.
Very preterm birth (VPT; ≤32 weeks' gestation) is associated with altered brain development and cognitive and behavioral difficulties across the lifespan. However, heterogeneity in outcomes among individuals born VPT makes it challenging to identify those most vulnerable to neurodevelopmental sequelae. Here, we aimed to stratify VPT children into distinct behavioral subgroups and explore between-subgroup differences in neonatal brain structure and function. 198 VPT children (98 females) previously enrolled in the Evaluation of Preterm Imaging Study (EudraCT 2009-011602-42) underwent Magnetic Resonance Imaging at term-equivalent age and neuropsychological assessments at 4-7 years. Using an integrative clustering approach, we combined neonatal socio-demographic, clinical factors and childhood socio-emotional and executive function outcomes, to identify distinct subgroups of children based on their similarity profiles in a multidimensional space. We characterized resultant subgroups using domain-specific outcomes (temperament, psychopathology, IQ and cognitively stimulating home environment) and explored between-subgroup differences in neonatal brain volumes (voxel-wise Tensor-Based-Morphometry), functional connectivity (voxel-wise degree centrality) and structural connectivity (Tract-Based-Spatial-Statistics). Results showed two- and three-cluster data-driven solutions. The two-cluster solution comprised a 'resilient' subgroup (lower psychopathology and higher IQ, executive function and socio-emotional scores) and an 'at-risk' subgroup (poorer behavioral and cognitive outcomes). No neuroimaging differences between the resilient and at-risk subgroups were found. The three-cluster solution showed an additional third 'intermediate' subgroup, displaying behavioral and cognitive outcomes intermediate between the resilient and at-risk subgroups. The resilient subgroup had the most cognitively stimulating home environment and the at-risk subgroup showed the highest neonatal clinical risk, while the intermediate subgroup showed the lowest clinical, but the highest socio-demographic risk. Compared to the intermediate subgroup, the resilient subgroup displayed larger neonatal insular and orbitofrontal volumes and stronger orbitofrontal functional connectivity, while the at-risk group showed widespread white matter microstructural alterations. These findings suggest that risk stratification following VPT birth is feasible and could be used translationally to guide personalized interventions aimed at promoting children's resilience.
极早产(VPT;≤32 周妊娠)与整个生命周期的大脑发育改变以及认知和行为困难有关。然而,VPT 出生的个体之间的结果存在异质性,这使得确定那些最容易受到神经发育后遗症影响的个体变得具有挑战性。在这里,我们旨在将 VPT 儿童分为不同的行为亚组,并探索新生儿脑结构和功能的亚组间差异。198 名 VPT 儿童(98 名女性)之前参加了早产儿影像学研究评估(EudraCT 2009-011602-42),在足月年龄进行磁共振成像,并在 4-7 岁时进行神经心理学评估。我们使用综合聚类方法,结合新生儿社会人口统计学、临床因素以及儿童社会情感和执行功能结果,根据他们在多维空间中的相似性特征,将儿童分为不同的亚组。我们使用特定领域的结果(气质、精神病理学、智商和认知刺激的家庭环境)来描述产生的亚组,并探索新生儿脑容量(体素张量形态测量学)、功能连接(体素度中心性)和结构连接(基于束的空间统计学)的亚组间差异。结果显示了两聚类和三聚类的数据驱动解决方案。两聚类解决方案包括一个“有弹性”亚组(较低的精神病理学和较高的智商、执行功能和社会情感评分)和一个“有风险”亚组(较差的行为和认知结果)。在有弹性和有风险的亚组之间没有发现神经影像学差异。三聚类解决方案显示了一个额外的第三个“中间”亚组,其行为和认知结果介于有弹性和有风险的亚组之间。有弹性的亚组具有最具认知刺激性的家庭环境,而有风险的亚组显示出最高的新生儿临床风险,而中间亚组显示出最低的临床但最高的社会人口统计学风险。与中间亚组相比,有弹性的亚组显示出更大的新生儿岛叶和眶额体积和更强的眶额功能连接,而有风险的组显示出广泛的白质微观结构改变。这些发现表明,VPT 出生后的风险分层是可行的,并可用于转化,以指导旨在促进儿童适应力的个性化干预措施。