bioRxivGeneticsPreprint
Single-cell analyses reveal tissue-specific contextualization 1 of HIF-1 activity
Ji Na Kong, D. Dipon Ghosh, Duanduan MaiD, Ilona A. Kesisova, Vivek K. DwivediiD, Achilleus Savvidis, Steven R. SandoiD, Leigh Guerra, Howard Robert HorvitziD
Abstract
Hypoxia (low oxygen) activates diverse cellular responses driven primarily by a single transcription factor, the hypoxia-inducible factor HIF-1. Here we identify at single-cell resolution HIF-1-dependent transcriptional responses in neuronal, intestinal, and muscle tissues of the nematode Caenorhabditis elegans. We report that while all three tissues share HIF-1-dependent modulation of pathways for central-carbon metabolism, individual tissues and specific cell subtypes exhibit broader transcriptional responses that differ extensively among cellular contexts. Using supervised machine learning to provide a deeper multivariate analysis, we observed that genotype-defined HIF-1 activation states were distinguishable within each tissue and that the highest-ranked predictive genes varied substantially among tissues. The differential-expression and machine-learning analyses together revealed a hierarchical contextualization of HIF-1-dependent transcriptomes: in response to HIF-1 activation, different tissues express distinct transcriptional programs, and cell subtypes within each tissue express further distinct programs. We validated representative tissue- and cell-type-specific responses in vivo and demonstrated that a gene that is HIF-1-responsive in a specific muscle cell subtype functions in that cell type to regulate HIF-1-driven hypersensitivity to the cholinergic agonist levamisole. Overall, our findings provide a systems-level view of HIF-1 activity and show that a broadly expressed transcription factor can generate both a shared core response and diverse context-dependent transcriptional programs.
- organism: C. elegans
- assay: scRNA-seq
- research focus: differential expression
- approach: machine learning (classical)
- Citations
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