Automated minute scale RNA-seq of pluripotent stem cell differentiation reveals early divergence of human and mouse gene expression kinetics.
Christopher BarryMatthew T SchmitzCara ArgusJennifer M BolinMitchell D ProbascoNing LengBret M DuffinJohn SteillScott A SwansonBrian E McIntoshRon StewartChristina KendziorskiJames A ThomsonRhonda BacherPublished in: PLoS computational biology (2019)
Pluripotent stem cells retain the developmental timing of their species of origin in vitro, an observation that suggests the existence of a cell-intrinsic developmental clock, yet the nature and machinery of the clock remain a mystery. We hypothesize that one possible component may lie in species-specific differences in the kinetics of transcriptional responses to differentiation signals. Using a liquid-handling robot, mouse and human pluripotent stem cells were exposed to identical neural differentiation conditions and sampled for RNA-sequencing at high frequency, every 4 or 10 minutes, for the first 10 hours of differentiation to test for differences in transcriptomic response rates. The majority of initial transcriptional responses occurred within a rapid window in the first minutes of differentiation for both human and mouse stem cells. Despite similarly early onsets of gene expression changes, we observed shortened and condensed gene expression patterns in mouse pluripotent stem cells compared to protracted trends in human pluripotent stem cells. Moreover, the speed at which individual genes were upregulated, as measured by the slopes of gene expression changes over time, was significantly faster in mouse compared to human cells. These results suggest that downstream transcriptomic response kinetics to signaling cues are faster in mouse versus human cells, and may offer a partial account for the vast differences in developmental rates across species.
Keyphrases
- pluripotent stem cells
- gene expression
- single cell
- rna seq
- high frequency
- stem cells
- dna methylation
- endothelial cells
- machine learning
- transcription factor
- high throughput
- mesenchymal stem cells
- transcranial magnetic stimulation
- genetic diversity
- induced pluripotent stem cells
- bone marrow
- sensitive detection
- heat shock protein