Nature Cardiovascular ResearchMolecular BiologyPeer-reviewed journal article
Network-based prioritisation and validation of novel regulators of vascular smooth muscle cell proliferation in disease
Jordi LambertiD, Sebnem OciD, Matthew D. WorssamiD, Daniel HäußleriD, Charles Ugochukwu SolomoniD, Nichola L. Figg, Ruby M. BaxteriD, Maria ImaziD, James C K TayloriD, Kirsty FooteiD, Alison J. FiniganiD, Krishnaa T. A. MahbubaniiD, Tom R. WebbiD, Shu YeiD, Martin R. BennettiD, Achim KrügeriD, Mikhail SpivakoviD, Helle Færk JørgenseniD
Abstract
Aberrant vascular smooth muscle cell (VSMC) homeostasis and proliferation are hallmarks of vascular diseases causing heart attack and stroke. To elucidate molecular determinants governing VSMC proliferation, we reconstructed gene regulatory networks from single cell transcriptomics and epigenetic profiling. We find progressive activation of enhancers at disease-relevant loci in VSMCs that dont respond to injury and proliferation-predisposed cells. Our analysis suggests that while many transcription factors are shared, their target loci differ between VSMC states. Comparison of rewiring between VSMC subsets and in silico perturbation analysis prioritised novel regulators, including RUNX1 and the network target TIMP1. We experimentally validated that the pioneer factor RUNX1 increased VSMC responsiveness and show that TIMP1 feeds back to promote VSMC proliferation through CD74-mediated STAT3 signalling. Both RUNX1 and the TIMP1-CD74 axis were expressed in hVSMCs, at low frequency in normal arteries and increased in disease, suggesting clinical significance and potential as novel vascular disease targets.
- organism: human
- assay: scRNA-seq
- assay: ATAC-seq
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 27
- FWCI
- 3.54
- Field percentile
- top 5%
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