Chromatin and gene-regulatory dynamics of the developing human cerebral cortex at single-cell resolution

Alexandro E Trevino, Fabian Müller, Jimena Andersen, Laksshman Sundaram, Arwa Kathiria, Anna Shcherbina, Kyle Farh, Howard Y Chang, Anca M Pașca, Anshul Kundaje, Sergiu P Pașca, William J Greenleaf.
Cell. 2021-09-16;184(19):5053-5069.
Abstract
Genetic perturbations of cortical development can lead to neurodevelopmental disease, including autism spectrum disorder (ASD). To identify genomic regions crucial to corticogenesis, we mapped the activity of gene-regulatory elements generating a single-cell atlas of gene expression and chromatin accessibility both independently and jointly. This revealed waves of gene regulation by key transcription factors (TFs) across a nearly continuous differentiation trajectory, distinguished the expression programs of glial lineages, and identified lineage-determining TFs that exhibited strong correlation between linked gene-regulatory elements and expression levels. These highly connected genes adopted an active chromatin state in early differentiating cells, consistent with lineage commitment. Base-pair-resolution neural network models identified strong cell-type-specific enrichment of noncoding mutations predicted to be disruptive in a cohort of ASD individuals and identified frequently disrupted TF binding sites. This approach illustrates how cell-type-specific mapping can provide insights into the programs governing human development and disease.

Related data

Available data
website
Data summary
Data used for the analyses presented in this work are available under GEO: GSE162170 and on a supplementary website (see below).
Available data
website
Data summary
BPNet code can be found at GitHub.
Available data
website
Data summary
A supplementary website with references to the data, code repositories and tools for interactive data exploration (cell browser and genome browser tracks) can be found at https://scbrainregulation.su.domains/