1. Coordinated changes in gene expression kinetics underlie both mouse and human erythroid maturation.
- Author
-
Barile M, Imaz-Rosshandler I, Inzani I, Ghazanfar S, Nichols J, Marioni JC, Guibentif C, and Göttgens B
- Subjects
- Animals, Cell Differentiation, Datasets as Topic, Embryo, Mammalian, Erythroid Cells cytology, Fetus, GATA1 Transcription Factor deficiency, Gastrula growth & development, Gastrula metabolism, Humans, Kinetics, Liver cytology, Liver growth & development, Liver metabolism, Mice, Proto-Oncogene Proteins genetics, Proto-Oncogene Proteins metabolism, Single-Cell Analysis, Trans-Activators genetics, Trans-Activators metabolism, Transcriptional Activation, Erythroid Cells metabolism, Erythropoiesis genetics, GATA1 Transcription Factor genetics, Gene Expression Regulation, Developmental, Organogenesis genetics
- Abstract
Background: Single-cell technologies are transforming biomedical research, including the recent demonstration that unspliced pre-mRNA present in single-cell RNA-Seq permits prediction of future expression states. Here we apply this RNA velocity concept to an extended timecourse dataset covering mouse gastrulation and early organogenesis., Results: Intriguingly, RNA velocity correctly identifies epiblast cells as the starting point, but several trajectory predictions at later stages are inconsistent with both real-time ordering and existing knowledge. The most striking discrepancy concerns red blood cell maturation, with velocity-inferred trajectories opposing the true differentiation path. Investigating the underlying causes reveals a group of genes with a coordinated step-change in transcription, thus violating the assumptions behind current velocity analysis suites, which do not accommodate time-dependent changes in expression dynamics. Using scRNA-Seq analysis of chimeric mouse embryos lacking the major erythroid regulator Gata1, we show that genes with the step-changes in expression dynamics during erythroid differentiation fail to be upregulated in the mutant cells, thus underscoring the coordination of modulating transcription rate along a differentiation trajectory. In addition to the expected block in erythroid maturation, the Gata1-chimera dataset reveals induction of PU.1 and expansion of megakaryocyte progenitors. Finally, we show that erythropoiesis in human fetal liver is similarly characterized by a coordinated step-change in gene expression., Conclusions: By identifying a limitation of the current velocity framework coupled with in vivo analysis of mutant cells, we reveal a coordinated step-change in gene expression kinetics during erythropoiesis, with likely implications for many other differentiation processes.
- Published
- 2021
- Full Text
- View/download PDF