NeuroImageNeurosciencePeer-reviewed journal article
Shape variability of the central sulcus in the developing brain: a longitudinal descriptive and predictive study in preterm infants.
Héloïse de VareillesiD, Denis RivièreiD, Zhong-Yi Sun, Clara FischeriD, F. LeroyiD, Sara NeumaneiD, Nuša Stopar, Rian M.J.C. EijsermansiD, Marin BalluiD, Maria Luisa TatarannoiD, Manon J.N.L. BendersiD, Jean‐François ManginiD, Jessica DuboisiD
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Abstract
Despite growing evidence of links between sulcation and function in the adult brain, the folding dynamics, occurring mostly before normal-term-birth, is vastly unknown. Looking into the development of cortical sulci in babies can give us keys to address fundamental questions: what is the sulcal shape variability in the developing brain? When are the shape features encoded? How are these morphological parameters related to further functional development? In this study, we aimed to investigate the shape variability of the developing central sulcus, which is the frontier between the primary somatosensory and motor cortices. We studied a cohort of 71 extremely preterm infants scanned twice using MRI - once around 30 weeks post-menstrual age (w PMA) and once at term-equivalent age, around 40w PMA -, in order to quantify the sulcuss shape variability using manifold learning, regardless of age-group or hemisphere. We then used these shape descriptors to evaluate the sulcuss variability at both ages and to assess hemispheric and age- group specificities. This led us to propose a description of ten shape features capturing the variability in the central sulcus of preterm infants. Our results suggested that most of these features (8/10) are encoded as early as 30w PMA. We unprecedentedly observed hemispheric asymmetries at both ages, and the one captured at term-equivalent age seems to correspond with the asymmetry pattern previously reported in adults. We further trained classifiers in order to explore the predictive value of these shape features on manual performance at 5 years of age (handedness and fine motor outcome). The central sulcuss shape alone showed a limited but relevant predictive capacity in both cases. The study of sulcal shape features during early neurodevelopment may participate to a better comprehension of the complex links between morphological and functional organization of the developing brain. Highlights- Shape features can be isolated to describe quantitatively the development of the central sulcus. - Most shape characteristics of the central sulcus are already encoded at 30 weeks of post-menstrual age (w PMA) in preterm newborns. - The central sulcus shows subtle hemispheric asymmetries as soon as 30w PMA. - The early shape of the central sulcus can help predicting handedness and fine motor outcome at 5 years of age.
- organism: human
- assay: imaging
- research focus: dimensionality reduction
- research focus: benchmarking
- approach: statistical model
- approach: machine learning (classical)
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