Parallelized multidimensional analytic framework applied to mammary epithelial cells uncovers regulatory principles in EMT.
Indranil PaulDante BolzanAhmed YoussefKeith A GagnonHeather HookGopal KaremoreMichael U J OliphantWeiwei LinQian LiuSadhna PhanseCarl WhiteDzmitry PadhornySergei KotelnikovChristopher S ChenPingzhao HuGerald V DenisDima KozakovBrian RaughtTrevor SiggersStefan WuchtySenthil K MuthuswamyAndrew EmiliPublished in: Nature communications (2023)
A proper understanding of disease etiology will require longitudinal systems-scale reconstruction of the multitiered architecture of eukaryotic signaling. Here we combine state-of-the-art data acquisition platforms and bioinformatics tools to devise PAMAF, a workflow that simultaneously examines twelve omics modalities, i.e., protein abundance from whole-cells, nucleus, exosomes, secretome and membrane; N-glycosylation, phosphorylation; metabolites; mRNA, miRNA; and, in parallel, single-cell transcriptomes. We apply PAMAF in an established in vitro model of TGFβ-induced epithelial to mesenchymal transition (EMT) to quantify >61,000 molecules from 12 omics and 10 timepoints over 12 days. Bioinformatics analysis of this EMT-ExMap resource allowed us to identify; -topological coupling between omics, -four distinct cell states during EMT, -omics-specific kinetic paths, -stage-specific multi-omics characteristics, -distinct regulatory classes of genes, -ligand-receptor mediated intercellular crosstalk by integrating scRNAseq and subcellular proteomics, and -combinatorial drug targets (e.g., Hedgehog signaling and CAMK-II) to inhibit EMT, which we validate using a 3D mammary duct-on-a-chip platform. Overall, this study provides a resource on TGFβ signaling and EMT.
Keyphrases
- single cell
- epithelial mesenchymal transition
- rna seq
- high throughput
- transforming growth factor
- transcription factor
- mesenchymal stem cells
- stem cells
- mass spectrometry
- signaling pathway
- genome wide
- big data
- induced apoptosis
- cross sectional
- cell proliferation
- high glucose
- diabetic rats
- gene expression
- electronic health record
- cell therapy
- oxidative stress
- endothelial cells
- circulating tumor cells
- protein protein
- label free
- pi k akt