title: Exploring transcription regulation through cell-to-cell variability.
abstract: The regulation of cellular protein levels is a complex process involving many regulatory mechanisms, each introducing stochastic events, leading to variability of protein levels between isogenic cells. Previous studies have shown that perturbing genes involved in transcription regulation affects the amount of cell-to-cell variability in protein levels, but to date there has been no systematic characterization of variability in expression as a phenotype. In this research, we use single-cell expression levels of two fluorescent reporters driven by two different promoters under a wide range of genetic perturbations in Saccharomyces cerevisiae, to identify proteins that affect variability in the expression of these reporters. We introduce computational methodology to determine the variability caused by each perturbation and distinguish between global variability, which affects both reporters in a coordinated manner (e.g., due to cell size variability), and local variability, which affects the individual reporters independently (e.g., due to stochastic events in transcription initiation). Classifying genes by their variability phenotype (the effect of their deletion on reporter variability) identifies functionally coherent groups, which broadly correlate with the different stages of transcriptional regulation. Specifically, we find that most processes whose perturbation affects global variability are related to protein synthesis, protein transport, and cell morphology, whereas most processes whose perturbations affect local variability are related to DNA maintenance, chromatin regulation, and RNA synthesis. Moreover, we demonstrate that the variability phenotypes of different protein complexes provide insights into their cellular functions. Our results establish the utility of variability phenotype for dissecting the regulatory mechanisms involved in gene expression.
authors: School of Computer Science and Engineering and Institute of Life Sciences, Hebrew University, Jerusalem 91904, Israel.
authors: Ruty
authors: R
authors: Rinott
authors: Ariel
authors: A
authors: Jaimovich
authors: Nir
authors: N
authors: Friedman
mesh_terms: D005434:Flow Cytometry; D017353:Gene Deletion; D015966:Gene Expression Regulation, Fungal; D014644:Genetic Variation; D008164:Luminescent Proteins / Q000096:biosynthesis / Q000235:genetics; D010641:Phenotype; D011401:Promoter Regions, Genetic; D014176:Protein Biosynthesis / Q000235:genetics*; D012343:RNA, Transfer / Q000378:metabolism; D012260:Ribonucleases / Q000235:genetics / Q000378:metabolism; D012441:Saccharomyces cerevisiae / Q000166:cytology / Q000235:genetics* / Q000378:metabolism*; D029701:Saccharomyces cerevisiae Proteins / Q000235:genetics / Q000378:metabolism; D014158:Transcription, Genetic; D000097573:Red Fluorescent Protein
chemical_list: D008164:Luminescent Proteins; D012343:RNA, Transfer; D012260:Ribonucleases; D029701:Saccharomyces cerevisiae Proteins; D000097573:Red Fluorescent Protein; C079009:POP2 protein, S cerevisiae