Quantitative analysis of gene expression and transcriptional memory in mouse embryonic stem cells

Aleksandra Mandic
EPFL, 2018
EPFL thesis

Abstract

Quantitative studies of gene expression in have shown widespread variability in transcript and protein product abundance at the single-cell level. Such fluctuations in gene expression have been shown to lead to heterogeneous cellular responses and phenotypes, acting in a range of systems, from immunity, cancer to development. To better understand heterogeneity in cellular populations, we developed a novel method for the precise quantification of gene expression in single living cells. Furthermore, we focused on whether and to which extent transcriptional expression profiles are transmitted during cell division.

In the first section, we described a new approach for quantitative measurements of gene expression, based on internal tagging of endogenous proteins with a reporter allowing luminescence and fluorescence time-lapse imaging. Using the currently brightest luminescent reporter, fluctuations of protein expression levels could be monitored in single living cells with high sensitivity and temporal resolution over extended time periods. Moreover, our system allowed measurement of single-cell protein degradation rates in the absence of protein synthesis inhibitors, as well as calculation of absolute synthesis rates over the cell cycle. Finally, the internal tag could be excised by inducible expression of Cre recombinase, which enabled estimation of endogenous mRNA half-lives by monitoring the decay of luminescent signal.

Second, to monitor transcriptional activity and quantify memory across multiple endogenous genes in mouse embryonic stem cells, we generated cell lines in which a short-lived luciferase reporter allowed sensitive monitoring of transcriptional kinetics by luminescence imaging at high time resolution over long periods of time. By coupling live single-cell monitoring of transcriptional activity of 9 different promoters with mathematical modelling, we found that different levels of expression fluctuations shape transcriptional memory. Long fluctuations (1-10 generations) and short fluctuations (1-3 h), as well as their amplitudes, vary widely between across different genes and together shape transcriptional memory. Surprisingly, we have shown that there was a large level of gene-specific cell-to-cell synchronicity in transcriptional profiles. Overall, we uncovered that noise and timescales of slow and fast fluctuations, as well as their synchronisation over the cell cycle, defined how transcriptional dynamics were correlated within a lineage of related cells.

In conclusion, this thesis described an innovative method that allows measurement of absolute protein expression levels, protein turnover, as well as mRNA half-lives for endogenously expressed genes. Our approach opens new avenues in quantitative studies of gene expression in single living cells. Furthermore, we revealed different levels of transcriptional fluctuations that shape gene specific transcriptional memory and its timescales in mouse embryonic stem cells.

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https://infoscience.epfl.ch/record/256860?ln=en

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Aleksandra Mandic
EPFL, 2018
EPFL thesis

Abstract

Official source

https://infoscience.epfl.ch/record/256860?ln=en

About this result

Related concepts (31)

Related concepts

Related publications (131)

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Embryonic stem (ES) cells have the capacity to give rise to all cell types of the adult organism and can be used as a model to study early cell fate decisions as they closely recapitulate in vivo events. The M and G1 phases have been suggested to be the key time windows for pluripotent cells to engage toward differentiation and SOX2 and OCT4 have been shown to orchestrate the dissolution of pluripotency and induction of cell fate commitment. Furthermore, it is known that the levels of some pluripotency transcription factors fluctuate over time, leading to the notion that ES cells experience dynamic heterogeneity, where for example low levels of NANOG can be found in cells prone to differentiation, whereas cells with high NANOG expression are in a robust pluripotent state. However, it remains unclear if and how (i) the action of transcription factors in specific cell cycle phases and (ii) protein level variations of factors that show mild differences between single cells impact cell fate decisions. This is in part due to the lack of quantitative single-cell meth-ods allowing dissecting the origin and functional consequences of gene expression heterogeneity. In this work, we established a method based on internal tagging of endogenous proteins with an excisable reporter to perform absolute molecule quantification in single living cells. This enabled us to investigate fluctuations of endogenous protein expression levels, the heterogeneity of degradation rates between individual cells and determine absolute amounts of proteins synthesized over the cell cycle. Additionally, inducible excision of the tag enabled us to estimate endogenous mRNA half-lives. Next, by using live-cell microscopy of fusion proteins, we show that SOX2 and OCT4 stay bound to mitotic chromosomes through their DNA binding domains. We then characterized the function of SOX2 at the M-G1 transition, showing that its absence specifically in this phase impairs pluripotency maintenance and abolishes its ability to induce neuroectodermal commitment. This suggests, that transcription factor activity at the M-G1 transition is essential for cell fate maintenance and differentiation. Lastly, we show that mild endogenous fluctuations in the levels of key transcription factors in ES cells bias cell fate decisions. We found that high OCT4 levels at the onset of differentiation increase the probability of single cells to commit to both neuroectoderm and mesendoderm. Further, we showed that high SOX2 levels result in a higher number of cells acquiring a neuroectodermal cell fate. This not only shows that the differentiation potential of embryonic stem cells is highly sensitive to small variations in intracellular concentrations of pluripotency transcription factors but further suggests that endogenous fluctuations of these are a major source of heterogeneity in cell fate decisions. In conclusion, the presented work identifies that the SOX2 activity in the M-G1 transition is important for cell fate maintenance and differentiation. Furthermore, the heterogeneity of protein levels governs cell fate decisions, suggesting the existence of different short-lived cell states in populations of presumed homogenous cells. We think that the minor differences in the levels of transcription factors and the cell cycle specific sensitivity of cells to transcription factor activity could be important mechanisms guiding maintenance and differentiation potential in various stem cell types.

EPFL2018

Quantitative single cell dynamics of signaling and transcriptional response in mammalian cells

Onur Tidin

Cells live in ever-changing environments, thereby facing a variety of dynamic environmental signals. Environmental stimuli elicit intracellular responses through signaling pathways, which converge on transcriptional activation or repression of target genes. Despite intensive research, dissecting the complex interactions between pathway components that modulate mRNA and protein production still remains a difficult task. To this end, single-cell approaches provide unique insights into intracellular processes and cell responses to environmental stimuli, otherwise inaccessible with traditional bulk studies. Single-cell measurements have revealed that isogenic cells sharing the same environment display substantial heterogeneity in both transcript and protein level. As the initial step in gene expression, transcription is an important source of such variability in eukaryotic cells due to low number of molecules involved, transcription factor dynamics and the discrete nature of biochemical reactions. Notably, production of mRNA during transcription occurs in short periods of activity, termed as transcriptional bursts, followed by longer periods of inactivity. Despite widespread observations of transcriptional dynamics in mammals, upstream molecular mechanisms shaping the eukaryotic transcription remained elusive. In this study, we quantitatively linked upstream factors and transcriptional kinetics by developing an experimental system to temporally monitor, simultaneously, inputs (transcription factors) and outputs (target gene expression) in mammalian cells, in response to stimulus. We established two Tet-On inducible stable cell lines each expressing a fusion protein of a luminescence (Nanoluciferase) reporter to either SMAD4 or SMAD2, the two main transcrip- tion factors downstream of the TGF-Î² pathway. These cell lines that also contain a short-lived firefly luciferase reporter for the expression of the target endogenous connective tissue growth factor (ctgf ) gene allowed us to quantitatively link nuclear accumulation of SMADs upon TGF-Î² stimulation to the target gene expression in real-time single cell measurements. Time- lapse luminescence microscopy and image analysis with the custom developed CAST (Cell Automated Segmentation and Tracking platform) platform provided quantitative single-cell data to link the upstream transcription factor profile to its target gene activity. The data revealed weak single-cell correlations between translocation level and the target gene expression response which suggests a mechanism in which the translocation of SMADs initiates the transcriptional response but affects the response amplitude minimally. However, SMAD4 expression levels influenced the target gene response dynamics such that cells with high SMAD4 abundance favored to respond in a more sustained and even oscillatory manner. This suggests a mechanism consisting of a dynamic interplay between the transcriptional activators and feedback mechanisms in TGF-Î² signaling. We explored further the effect of different factors such as ligand concentration, ligand type on both signaling and target gene response. Taken together, this study proposes an experimental and quantitative framework that dissect mechanisms underlying transcriptional response to stimulus.

EPFL2018

The role of OCT4 and SOX2 in regulating chromatin accessibility and cell fate across the cell cycle in embryonic stem cells

Torgil Elias Friman

Precise spatiotemporal regulation of gene expression is essential for development and homeostasis of complex organisms. This is achieved in large part by sequence-specific transcription factors (TF) that bind to genomic regulatory elements to activate or repress transcription. DNA in eukaryotic nuclei is wrapped around histones into nucleosomes, which are inaccessible to most proteins. However, certain TFs can access their binding sites in the presence of histones and promote nucleosome eviction to increase chromatin accessibility, allowing for binding of other protein. These TFs, called pioneer factors, include OCT4 and SOX2, which are master regulators of embryonic stem (ES) cells. Dividing cells, including stem cells, must achieve proper gene regulation despite the progression of the cell cycle, which imposes several constraints. During S phase, the replication fork passes through the genome to make a copy of each chromosome, which leads to a loss of chromatin accessibility. Furthermore, the substantial chromatin compaction that occurs during mitosis to prepare for chromosome segregation is associated with eviction of most DNA-binding proteins and reduced accessibility at distal cis-regulatory elements including enhancers. How pioneer factors operate in the context of cell cycle progression is unclear. In this thesis, I will present work studying different features of OCT4 and SOX2, including how they interplay to regulate chromatin accessibility in ES cells, the impact of small endogenous fluctuations of their protein levels on cell fate and chromatin accessibility, and how their roles in regulating cell fate and chromatin accessibility is related to different stages of the cell cycle. Using live-cell imaging of fluorescently labeled proteins, we discovered that OCT4 and SOX2 were associated to mitotic chromatin. Using cell-cycle specific degradation strategies, we could show that the presence of SOX2 and OCT4 at the mitosis-G1 (M-G1) transition contributes to maintain the pluripotency of ES cells. We further showed that ES cells with high levels of OCT4 in G1, but not in S phase, are more prone to differentiate towards neuroectoderm and mesendoderm cell fates. Cells with high levels of OCT4 displayed increased chromatin accessibility at enhancers of differentiation genes, suggesting accessibility fluctuates with OCT4 levels and can prime cells for differentiation. To explore potential cell cycle-dependent regulation of chromatin accessibility, we degraded OCT4 at the M-G1 transition, which led to a reduction in accessibility at many OCT4-bound regions. When OCT4 returned later in the cell cycle, chromatin accessibility was recovered, although at many loci this recovery was incomplete, suggesting that OCT4 is required at the M-G1 transition to maintain these regions open. We then rapidly degraded OCT4 at other phases of the cell cycle. Surprisingly, loss of chromatin accessibility was highly similar at all cell cycle phases, showing that OCT4 is constantly required to maintain regulatory elements accessible. To explore the dynamic regulation of accessibility by OCT4, we performed time-course measurements of accessibility upon its degradation. This revealed that loss of accessibility was temporally correlated to the degradation of OCT4. These results suggest that chromatin accessibility is highly dynamic and continuously dependent on the presence of OCT4 across the cell cycle in ES cells.

EPFL2019

The role of OCT4 and SOX2 in regulating chromatin accessibility and cell fate across the cell cycle in embryonic stem cells

Torgil Elias Friman

EPFL2019

EPFL2018

Quantitative single cell dynamics of signaling and transcriptional response in mammalian cells

Onur Tidin

EPFL2018