Department of Radiology and Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, North Carolina 27599.
Department of Radiology and Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, North Carolina 27599
J Neurosci. 2022 Jan 19;42(3):377-389. doi: 10.1523/JNEUROSCI.0480-21.2021. Epub 2021 Nov 17.
The functional connectome fingerprint is a cluster of individualized brain functional connectivity patterns that are capable of distinguishing one individual from others. Although its existence has been demonstrated in adolescents and adults, whether such individualized patterns exist during infancy is barely investigated despite its importance in identifying the origin of the intrinsic connectome patterns that potentially mirror distinct behavioral phenotypes. To fill this knowledge gap, capitalizing on a longitudinal high-resolution structural and resting-state functional MRI dataset with 104 human infants (53 females) with 806 longitudinal scans (age, 16-876 d) and infant-specific functional parcellation maps, we observe that the brain functional connectome fingerprint may exist since infancy and keeps stable over months during early brain development. Specifically, we achieve an ∼78% individual identification rate by using ∼5% selected functional connections, compared with the best identification rate of 60% without connection selection. The frontoparietal networks recognized as the most contributive networks in adult functional connectome fingerprinting retain their superiority in infants despite being widely acknowledged as rapidly developing systems during childhood. The existence and stability of the functional connectome fingerprint are further validated on adjacent age groups. Moreover, we show that the infant frontoparietal networks can reach similar accuracy in predicting individual early learning composite scores as the whole-brain connectome, again resembling the observations in adults and highlighting the relevance of functional connectome fingerprint to cognitive performance. For the first time, these results suggest that each individual may retain a unique and stable marker of functional connectome during early brain development. Functional connectome fingerprinting during infancy featuring rapid brain development remains almost uninvestigated even though it is essential for understanding the early individual-level intrinsic pattern of functional organization and its relationship with distinct behavioral phenotypes. With an infant-tailored functional connection selection and validation strategy, we strive to provide the delineation of the infant functional connectome fingerprint by examining its existence, stability, and relationship with early cognitive performance. We observe that the brain functional connectome fingerprint may exist since early infancy and remains stable over months during the first 2 years. The identified key contributive functional connections and networks for fingerprinting are also verified to be highly predictive for cognitive score prediction, which reveals the association between infant connectome fingerprint and cognitive performance.
功能连接组指纹是一组个体大脑功能连接模式,能够将一个个体与其他人区分开来。尽管它在青少年和成年人中已经得到了证明,但在婴儿期是否存在这种个体化模式,尽管它对于识别内在连接组模式的起源很重要,这些模式可能反映了不同的行为表型,但几乎没有研究。为了填补这一知识空白,我们利用一个具有 104 名人类婴儿(53 名女性)的纵向高分辨率结构和静息态功能磁共振成像数据集,每个婴儿有 806 次纵向扫描(年龄 16-876 天)和婴儿特异性功能分割图谱,我们观察到大脑功能连接组指纹可能从婴儿期就存在,并在早期大脑发育的几个月内保持稳定。具体来说,我们使用约 5%的选定功能连接,实现了约 78%的个体识别率,而没有连接选择的最佳识别率为 60%。在前额叶网络中,被认为是成人功能连接组指纹中最具贡献的网络,尽管在儿童时期被广泛认为是快速发展的系统,但在婴儿中仍保留其优势。功能连接组指纹的存在和稳定性在相邻年龄组中也得到了进一步验证。此外,我们还表明,婴儿的额顶网络可以在预测个体早期学习综合分数方面达到与全脑连接组相似的准确率,这再次类似于成年人的观察结果,并强调了功能连接组指纹与认知表现的相关性。这些结果首次表明,在早期大脑发育过程中,每个个体可能都保留着独特且稳定的功能连接组标记。在婴儿期进行功能连接组指纹识别,其特征是大脑快速发育,但即使对于理解早期个体水平内在功能组织模式及其与不同行为表型的关系至关重要,它仍然几乎没有得到研究。通过采用针对婴儿的功能连接选择和验证策略,我们努力通过检查其存在、稳定性及其与早期认知表现的关系,来描绘婴儿功能连接组指纹。我们观察到,大脑功能连接组指纹可能从婴儿早期就存在,并在头两年的几个月内保持稳定。为指纹识别确定的关键贡献功能连接和网络也被验证为对认知评分预测具有高度预测性,这揭示了婴儿连接组指纹与认知表现之间的关联。