bioRxivCell BiologyPreprint
Renal proximal tubule cell state and metabolism are coupled by nuclear receptors
J. Park, p. dhillon, C. Hurtado, L. Li, S. Huang, J. Zhao, H. M. Kang, R. Shrestra, M. S. Blazer, S. Chatterjee, P. Prado, S. Han, H. Liu, X. Sheng, K. Batmanov, J. P. Rojas, F. Prosper, M. Li, L. Pei, J. Kim, N. Monserrat, K. Susztak
Abstract
Kidney disease development is poorly understood due to the complex cellular interactions of more than 25 different cell types, each with specialized functions. Here, we used single cell RNA-sequencing to resolve cell type-specific and cell fraction changes in kidney disease. Whole kidney RNA-sequencing results were strongly influenced by cell fraction changes, but minimally informative to detect cell type-specific gene expression changes. Cell type-specific differential expression analysis identified proximal tubule cells (PT cells) as the key vulnerable cell type in diseased kidneys. Through unbiased cell trajectory analyses, we show that PT cell differentiation state is altered in disease state. Lipid metabolism (fatty acid oxidation and oxidative phosphorylation) in PT cells showed the strongest and reproducible association with PT cells state. The coupling of cell state and metabolism is established by nuclear receptors such as PPARA and ESRRA that not only control cellular metabolism but also the expression of PT cell-specific genes in mice and patient samples.
- organism: mouse
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- approach: deep learning
- approach: statistical model
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