Evaluation of methods for modeling transcription factor sequence specificity

Genomic analyses often involve scanning for potential transcription factor (TF) binding sites using models of the sequence specificity of DNA binding proteins. Many approaches have been developed to model and learn a protein's DNA-binding specificity, but these methods have not been systematically compared. Here we applied 26 such approaches to in vitro protein binding microarray data for 66 mouse TFs belonging to various families. For nine TFs, we also scored the resulting motif models on in vivo data, and found that the best in vitro-derived motifs performed similarly to motifs derived from the in vivo data. Our results indicate that simple models based on mononucleotide position weight matrices trained by the best methods perform similarly to more complex models for most TFs examined, but fall short in specific cases (

Exploring on Protein-DNA interactions

Alexandra Styliani Kalantzi

A variety of DNA-binding proteins organizes the chromosomal DNA and regulates gene transcription, and DNA replication and recombination. In particular, for gene regulation there is a category of DNA-binding proteins, the transcription factors, which can detect and bind to a specific set of DNA motifs. For the protein-DNA complexes there are some solved structures, but for some cases, it is difficult to define experimentally these structures at the atomistic level. However, there are various in silico methods, that alone or in combination with experimental techniques, are capable of predicting proteins structures with high accuracy. DNA-binding proteins contain DNA-binding domains and unfortunately, there are few protein-DNA complexes that have been characterized at atomistic resolution. Here we have developed artificial neural networks to predict the binding sites and the interface between proteins and the DNA, based on a structure-based approach. Specifically, we used different interface descriptors and we included a variety of protein-DNA complexes, in order to predict the correct localizations of the DNA on a protein. A large group of proteins that can recognize specific DNA sequences is the KRAB-ZFP family. DNA recognition by zinc finger proteins (ZFPs) plays an important role in gene regulation. However, the molecular determinants defining the recognition of specific DNA nucleotides by ZFP finger repeats has not yet been decoded. Here, we present a method that can predict which ZF repeats specifically bind to a DNA target sequence and what is the most probable DNA target sequence for these repeats. Our method is based on the structural analysis of the binding network of resolved protein DNA complexes, and is validated on a benchmark set of solved ZFP-DNA complexes. We also characterized the binding specificity of two KRAB-ZFPs (ZFP14 and ZNF145) integrating our predictions with SMiLE-seq (Selective Microfluidics-based Ligand Enrichment followed by sequencing) data. Subsequently, we use our recognition code on ChIP-exo data, in order to give an insight into the poly-ZF domains binding patterns. We determined the most probable binding motifs and we separated the ZFPs in two groups: the ones that have a potential canonical and non-canonical binding. Altogether, this work gives an insight into the proteins that interact with the DNA, through a better understanding of the various protein-DNA interfaces and the predictions of these complexes at the atomistic level.

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

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

Quantitative analysis of SOX2 and OCT4 expression in pluripotency and differentiation

Daniel Strebinger

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

Exploring on Protein-DNA interactions

Alexandra Styliani Kalantzi

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

Quantitative analysis of SOX2 and OCT4 expression in pluripotency and differentiation

Daniel Strebinger

EPFL2018