Hadaya Laila, Váša František, Dimitrakopoulou Konstantina, Saqi Mansoor, Shergill Sukhwinder S, Edwards A David, Batalle Dafnis, Leech Robert, Nosarti Chiara
Department of Early Life Imaging, School of Biomedical Engineering & Imaging Sciences, King's College London, London SE1 7EH, UK.
Department of Child and Adolescent Psychiatry, Institute of Psychiatry Psychology and Neuroscience (IoPPN), King's College London, London SE5 8AB, UK.
Brain Commun. 2025 Feb 17;7(2):fcaf074. doi: 10.1093/braincomms/fcaf074. eCollection 2025.
Adults born very preterm (i.e. at <33 weeks' gestation) are more susceptible to long-lasting structural and functional brain alterations and cognitive and socio-emotional difficulties, compared with full-term controls. However, behavioural heterogeneity within very preterm and full-term individuals makes it challenging to find biomarkers of specific outcomes. To address these questions, we parsed brain-behaviour heterogeneity in participants subdivided according to their clinical birth status (very preterm versus full term) and/or data-driven behavioural phenotype (regardless of birth status). Participants were followed-up in adulthood (median age 30 years) as part of a wider longitudinal case-control cohort study. The Network Based Statistic approach was used to identify topological components of resting state functional connectivity differentiating between (i) 116 very preterm and 83 full-term adults (43% and 57% female, respectively) and (ii) data-driven behavioural subgroups identified using consensus clustering ( = 156, 46% female). Age, sex, socio-economic status and in-scanner head motion were used as confounders in all analyses. two-way group interactions between clinical birth status and behavioural data-driven subgrouping classification labels explored whether functional connectivity differences between very preterm and full-term adults varied according to distinct behavioural outcomes. Very preterm compared with full-term adults had poorer scores in selective measures of cognitive and socio-emotional processing and displayed complex patterns of hyper- and hypo-connectivity in sub-sections of the default mode, visual and ventral attention networks. Stratifying the study participants in terms of their behavioural profiles (irrespective of birth status) identified two data-driven subgroups: an 'At-Risk' subgroup, characterized by increased cognitive, mental health and socio-emotional difficulties, displaying hypo-connectivity anchored in frontal opercular and insular regions, relative to a 'Resilient' subgroup with more favourable outcomes. No significant interaction was noted between clinical birth status and behavioural data-driven subgrouping classification labels in terms of functional connectivity. Functional connectivity differentiating between very preterm and full-term adults was dissimilar to functional connectivity differentiating between the data-driven behavioural subgroups. We speculate that functional connectivity alterations observed in very preterm relative to full-term adults may confer both risk and resilience to developing behavioural sequelae associated with very preterm birth, while the localized functional connectivity alterations seen in the 'At-Risk' subgroup relative to the 'Resilient' subgroup may underlie less favourable behavioural outcomes in adulthood, irrespective of birth status.
与足月出生的对照组相比,极早产(即妊娠<33周)出生的成年人更容易出现长期的大脑结构和功能改变以及认知和社会情感方面的困难。然而,极早产个体和足月出生个体内部的行为异质性使得寻找特定结局的生物标志物具有挑战性。为了解决这些问题,我们根据参与者的临床出生状况(极早产与足月出生)和/或数据驱动的行为表型(无论出生状况如何)对参与者进行细分,剖析大脑-行为异质性。作为一项更广泛的纵向病例对照队列研究的一部分,对参与者进行了成年期随访(中位年龄30岁)。基于网络的统计方法用于识别静息态功能连接的拓扑成分,以区分:(i)116名极早产成年人和83名足月出生成年人(分别为43%和57%为女性),以及(ii)使用共识聚类确定的数据驱动行为亚组(n = 156,46%为女性)。在所有分析中,将年龄、性别、社会经济地位和扫描期间头部运动用作混杂因素。临床出生状况和行为数据驱动亚组分类标签之间的双向组间交互作用探讨了极早产和足月出生成年人之间的功能连接差异是否因不同的行为结局而有所不同。与足月出生的成年人相比,极早产成年人在认知和社会情感加工的选择性测量中得分较低,并在默认模式、视觉和腹侧注意网络的子区域中表现出复杂的高连接和低连接模式。根据行为特征(无论出生状况如何)对研究参与者进行分层,确定了两个数据驱动的亚组:一个“高危”亚组,其特征是认知、心理健康和社会情感方面的困难增加,相对于结局较好的“有复原力”亚组,在额下回和岛叶区域表现出低连接。在功能连接方面,未观察到临床出生状况和行为数据驱动亚组分类标签之间存在显著交互作用。区分极早产和足月出生成年人的功能连接与区分数据驱动行为亚组的功能连接不同。我们推测,与足月出生的成年人相比,极早产成年人中观察到的功能连接改变可能既会带来与极早产相关的行为后遗症发展的风险,也会带来复原力,而“高危”亚组相对于“有复原力”亚组中观察到的局部功能连接改变可能是成年期行为结局较差的基础,无论出生状况如何。