scholarly journals Mocap: Large-scale inference of transcription factor binding sites from chromatin accessibility

2016 ◽  
Author(s):  
Xi Chen ◽  
Bowen Yu ◽  
Nicholas Carriero ◽  
Claudio Silva ◽  
Richard Bonneau
Keyword(s):  
Cell Fate ◽  
Binding Sites ◽  
Large Scale ◽  
Gc Content ◽  
Chromatin Accessibility ◽  
Sequence Motif ◽  
Cell Type ◽  
Genomic Context ◽  
Cell Fate Decisions ◽  
Tfbs Prediction

AbstractDifferential binding of transcription factors (TFs) atcis-regulatory loci drives the differentiation and function of diverse cellular lineages. Understanding the regulatory interactions that underlie cell fate decisions requires characterizing TF binding sites (TFBS) across multiple cell types and conditions. Techniques, e.g. ChIP-Seq can reveal genome-wide patterns of TF binding, but typically requires laborious and costly experiments for each TF-cell-type (TFCT) condition of interest. Chromosomal accessibility assays can connect accessible chromatin in one cell type to many TFs through sequence motif mapping. Such methods, however, rarely take into account that the genomic context preferred by each factor differs from TF to TF, and from cell type to cell type. To address the differences in TF behaviors, we developed Mocap, a method that integrates chromatin accessibility, motif scores, TF footprints, CpG/GC content, evolutionary conservation and other factors in an ensemble of TFCT-specific classifiers. We show that integration of genomic features, such as CpG islands improves TFBS prediction in some TFCT. Further, we describe a method for mapping new TFCT, for which no ChIP-seq data exists, onto our ensemble of classifiers and show that our cross-sample TFBS prediction method outperforms several previously described methods.

scholarly journals The Roles of Chromatin Accessibility in Regulating the Candida albicans White-Opaque Phenotypic Switch

2021 ◽  
Vol 7 (1) ◽  
pp. 37
Author(s):  
Mohammad N. Qasim ◽  
Ashley Valle Arevalo ◽  
Clarissa J. Nobile ◽  
Aaron D. Hernday
Keyword(s):  
Candida Albicans ◽  
Cell Fate ◽  
Cell Types ◽  
Chromatin Accessibility ◽  
Phenotypic Switching ◽  
Phenotypic Switch ◽  
Chromatin Remodelers ◽  
Environmental Signals ◽  
Cell Fate Decisions ◽  
Simple Model System

Candida albicans, a diploid polymorphic fungus, has evolved a unique heritable epigenetic program that enables reversible phenotypic switching between two cell types, referred to as “white” and “opaque”. These cell types are established and maintained by distinct transcriptional programs that lead to differences in metabolic preferences, mating competencies, cellular morphologies, responses to environmental signals, interactions with the host innate immune system, and expression of approximately 20% of genes in the genome. Transcription factors (defined as sequence specific DNA-binding proteins) that regulate the establishment and heritable maintenance of the white and opaque cell types have been a primary focus of investigation in the field; however, other factors that impact chromatin accessibility, such as histone modifying enzymes, chromatin remodelers, and histone chaperone complexes, also modulate the dynamics of the white-opaque switch and have been much less studied to date. Overall, the white-opaque switch represents an attractive and relatively “simple” model system for understanding the logic and regulatory mechanisms by which heritable cell fate decisions are determined in higher eukaryotes. Here we review recent discoveries on the roles of chromatin accessibility in regulating the C. albicans white-opaque phenotypic switch.

scholarly journals Genomic insights into chromatin reprogramming to totipotency in embryos

2018 ◽  
Vol 218 (1) ◽  
pp. 70-82 ◽  
Author(s):  
Sabrina Ladstätter ◽  
Kikuë Tachibana
Keyword(s):  
Cell Fate ◽  
Regulatory Networks ◽  
Chromatin Accessibility ◽  
Early Embryo ◽  
Epigenetic Reprogramming ◽  
Mammalian Embryo ◽  
Cell Fate Decisions ◽  
A Cell ◽  
Early Mouse ◽  
Chromatin Reprogramming

The early embryo is the natural prototype for the acquisition of totipotency, which is the potential of a cell to produce a whole organism. Generation of a totipotent embryo involves chromatin reorganization and epigenetic reprogramming that alter DNA and histone modifications. Understanding embryonic chromatin architecture and how this is related to the epigenome and transcriptome will provide invaluable insights into cell fate decisions. Recently emerging low-input genomic assays allow the exploration of regulatory networks in the sparsely available mammalian embryo. Thus, the field of developmental biology is transitioning from microscopy to genome-wide chromatin descriptions. Ultimately, the prototype becomes a unique model for studying fundamental principles of development, epigenetic reprogramming, and cellular plasticity. In this review, we discuss chromatin reprogramming in the early mouse embryo, focusing on DNA methylation, chromatin accessibility, and higher-order chromatin structure.

United colours of chromatin? Developmental genome organisation in flies

2019 ◽  
Vol 47 (2) ◽  
pp. 691-700
Author(s):  
Caroline Delandre ◽  
Owen J. Marshall
Keyword(s):  
Cell Fate ◽  
Fruit Fly ◽  
Genome Organisation ◽  
Chromatin Protein ◽  
Cell Type ◽  
Chromatin States ◽  
Cell Fate Decisions ◽  
A Cell ◽  
Cell Type Specific ◽  
Chromatin Biology

Abstract The organisation of DNA into differing forms of packaging, or chromatin, controls many of the cell fate decisions during development. Although early studies focused on individual forms of chromatin, in the last decade more holistic studies have attempted to determine a complete picture of the different forms of chromatin present within a cell. In the fruit fly, Drosophila melanogaster, the study of chromatin states has been aided by the use of complementary and cell-type-specific techniques that profile the marks that recruit chromatin protein binding or the proteins themselves. Although many questions remain unanswered, a clearer picture of how different chromatin states affect development is now emerging, with more unusual chromatin states such as Black chromatin playing key roles. Here, we discuss recent findings regarding chromatin biology in flies.

scholarly journals Cell fate transitions and the replication timing decision point

2010 ◽  
Vol 191 (5) ◽  
pp. 899-903 ◽  
Author(s):  
David M. Gilbert
Keyword(s):  
Cell Fate ◽  
Large Scale ◽  
Three Dimensional ◽  
Replication Timing ◽  
Window Of Opportunity ◽  
Decision Point ◽  
Stem Cell Fate ◽  
Cell Fate Decisions ◽  
Timing Decision ◽  
3D Architecture

Recent findings suggest that large-scale remodeling of three dimensional (3D) chromatin architecture occurs during a brief period in early G1 phase termed the replication timing decision point (TDP). In this speculative article, I suggest that the TDP may represent an as yet unappreciated window of opportunity for extracellular cues to influence 3D architecture during stem cell fate decisions. I also describe several testable predictions of this hypothesis.

scholarly journals An Instructive Component in T Helper Cell Type 2 (Th2) Development Mediated by Gata-3

2001 ◽  
Vol 193 (5) ◽  
pp. 643-650 ◽  
Author(s):  
J. David Farrar ◽  
Wenjun Ouyang ◽  
Max Löhning ◽  
Mario Assenmacher ◽  
Andreas Radbruch ◽  
...  
Keyword(s):  
Cell Fate ◽  
T Helper Cell ◽  
Helper Cell ◽  
Cell Type ◽  
T Helper ◽  
Cell Fate Decisions ◽  
Helper Cell Type ◽  
Th2 Development

Although interleukin (IL)-12 and IL-4 polarize naive CD4+ T cells toward T helper cell type 1 (Th1) or Th2 phenotypes, it is not known whether cytokines instruct the developmental fate in uncommitted progenitors or select for outgrowth of cells that have stochastically committed to a particular fate. To distinguish these instructive and selective models, we used surface affinity matrix technology to isolate committed progenitors based on cytokine secretion phenotype and developed retroviral-based tagging approaches to directly monitor individual progenitor fate decisions at the clonal and population levels. We observe IL-4–dependent redirection of phenotype in cells that have already committed to a non–IL-4–producing fate, inconsistent with predictions of the selective model. Further, retroviral tagging of naive progenitors with the Th2-specific transcription factor GATA-3 provided direct evidence for instructive differentiation, and no evidence for the selective outgrowth of cells committed to either the Th1 or Th2 fate. These data would seem to exclude selection as an exclusive mechanism in Th1/Th2 differentiation, and support an instructive model of cytokine-driven transcriptional programming of cell fate decisions.

scholarly journals Accurate Prediction of Kinase-Substrate Networks Using Knowledge Graphs

2019 ◽  
Author(s):  
Vít Nováček ◽  
Gavin McGauran ◽  
David Matallanas ◽  
Adrián Vallejo Blanco ◽  
Piero Conca ◽  
...  
Keyword(s):  
Cell Fate ◽  
Large Scale ◽  
Conceptual Approach ◽  
Kinase Substrate ◽  
Biochemical Processes ◽  
Cell Fate Decisions ◽  
Cellular Processes ◽  
Robust Model ◽  
Vital Cell ◽  
Knowledge Graphs

AbstractPhosphorylation of specific substrates by protein kinases is a key control mechanism for vital cell-fate decisions and other cellular processes. However, discovering specific kinase-substrate relationships is timeconsuming and often rather serendipitous. Computational predictions alleviate these challenges, but the current approaches suffer from limitations like restricted kinome coverage and inaccuracy. They also typically utilise only local features without reflecting broader interaction context. To address these limitations, we have developed an alternative predictive model. It uses statistical relational learning on top of phosphorylation networks interpreted as knowledge graphs, a simple yet robust model for representing networked knowledge. Compared to a representative selection of six existing systems, our model has the highest kinome coverage and produces biologically valid high-confidence predictions not possible with the other tools. Specifically, we have experimentally validated predictions of previously unknown phosphorylations by the LATS1, AKT1, PKA and MST2 kinases in human. Thus, our tool is useful for focusing phosphoproteomic experiments, and facilitates the discovery of new phosphorylation reactions. Our model can be accessed publicly via an easy-to-use web interface (LinkPhinder).Author SummaryLinkPhinder is a new approach to prediction of protein signalling networks based on kinase-substrate relationships that outperforms existing approaches. Phosphorylation networks govern virtually all fundamental biochemical processes in cells, and thus have moved into the centre of interest in biology, medicine and drug development. Fundamentally different from current approaches, LinkPhinder is inherently network-based and makes use of the most recent AI de-velopments. We represent existing phosphorylation data as knowledge graphs, a format for large-scale and robust knowledge representation. Training a link prediction model on such a structure leads to novel, biologically valid phosphorylation network predictions that cannot be made with competing tools. Thus our new conceptual approach can lead to establishing a new niche of AI applications in computational biology.

scholarly journals Endogenous fluctuations of OCT4 and SOX2 bias pluripotent cell fate decisions

2018 ◽  
Author(s):  
Daniel Strebinger ◽  
Cédric Deluz ◽  
Elias T. Friman ◽  
Subashika Govindan ◽  
Andrea B. Alber ◽  
...  
Keyword(s):  
Transcription Factors ◽  
Cell Fate ◽  
Es Cells ◽  
Embryonic Stem ◽  
Chromatin Accessibility ◽  
Directed Differentiation ◽  
Es Cell ◽  
Endogenous Fluctuations ◽  
Cell Fate Decisions ◽  
Oct4 Protein

AbstractSOX2 and OCT4 are pioneer transcription factors playing a key role in embryonic stem (ES) cell self-renewal and differentiation. However, how temporal fluctuations in their expression levels bias lineage commitment is unknown. Here we generated knock-in reporter fusion ES cell lines allowing to monitor endogenous SOX2 and OCT4 protein fluctuations in living cells and to determine their impact on mesendodermal and neuroectodermal commitment. We found that small differences in SOX2 and OCT4 levels impact cell fate commitment in G1 but not in S phase. Elevated SOX2 levels modestly increased neuroectodermal commitment and decreased mesendodermal commitment upon directed differentiation. In contrast, elevated OCT4 levels strongly biased ES cell towards both neuroectodermal and mesendodermal fates. Using ATAC-seq on ES cells gated for different endogenous SOX2 and OCT4 levels, we found that high OCT4 levels increased chromatin accessibility at differentiation-associated enhancers. This suggests that small endogenous fluctuations of pioneer transcription factors can bias cell fate decisions by concentration-dependent priming of differentiation-associated enhancers.

scholarly journals Genetic control of pluripotency epigenome determines differentiation bias in mouse embryonic stem cells

2021 ◽  
Author(s):  
Candice Byers ◽  
Catrina Spruce ◽  
Haley J. Fortin ◽  
Anne Czechanski ◽  
Steven C. Munger ◽  
...  
Keyword(s):  
Gene Expression ◽  
Stem Cells ◽  
Embryonic Stem Cells ◽  
Cell Fate ◽  
Genetic Regulation ◽  
Embryonic Stem ◽  
Regulatory Elements ◽  
Chromatin Accessibility ◽  
Embryoid Bodies ◽  
Cell Fate Decisions

AbstractGenetically diverse pluripotent stem cells (PSCs) display varied, heritable responses to differentiation cues in the culture environment. By harnessing these disparities through derivation of embryonic stem cells (ESCs) from the BXD mouse genetic reference panel, along with C57BL/6J (B6) and DBA/2J (D2) parental strains, we demonstrate genetically determined biases in lineage commitment and identify major regulators of the pluripotency epigenome. Upon transition to formative pluripotency using epiblast-like cells (EpiLCs), B6 quickly dissolves naïve networks adopting gene expression modules indicative of neuroectoderm lineages; whereas D2 retains aspects of naïve pluripotency with little bias in differentiation. Genetic mapping identifies 6 major trans-acting loci co-regulating chromatin accessibility and gene expression in ESCs and EpiLCs, indicating a common regulatory system impacting cell state transition. These loci distally modulate occupancy of pluripotency factors, including TRIM28, P300, and POU5F1, at hundreds of regulatory elements. One trans-acting locus on Chr 12 primarily impacts chromatin accessibility in ESCs; while in EpiLCs the same locus subsequently influences gene expression, suggesting early chromatin priming. Consequently, the distal gene targets of this locus are enriched for neurogenesis genes and were more highly expressed when cells carried B6 haplotypes at this Chr 12 locus, supporting genetic regulation of biases in cell fate. Spontaneous formation of embryoid bodies validated this with B6 showing a propensity towards neuroectoderm differentiation and D2 towards definitive endoderm, confirming the fundamental importance of genetic variation influencing cell fate decisions.

scholarly journals MEIS homeodomain proteins facilitate PARP1/ARTD1-mediated eviction of histone H1

2017 ◽  
Vol 216 (9) ◽  
pp. 2715-2729 ◽  
Author(s):  
Ann-Christin Hau ◽  
Britta Moyo Grebbin ◽  
Zsuzsa Agoston ◽  
Marie Anders-Maurer ◽  
Tamara Müller ◽  
...  
Keyword(s):  
Cell Fate ◽  
Integration Site ◽  
Control Cell ◽  
Chromatin Accessibility ◽  
Specific Gene ◽  
Chromatin Dynamics ◽  
Cell Fate Decisions ◽  
Sequence Of Events ◽  
Undifferentiated Cells ◽  
Mechanistic Basis

Pre–B-cell leukemia homeobox (PBX) and myeloid ecotropic viral integration site (MEIS) proteins control cell fate decisions in many physiological and pathophysiological contexts, but how these proteins function mechanistically remains poorly defined. Focusing on the first hours of neuronal differentiation of adult subventricular zone–derived stem/progenitor cells, we describe a sequence of events by which PBX-MEIS facilitates chromatin accessibility of transcriptionally inactive genes: In undifferentiated cells, PBX1 is bound to the H1-compacted promoter/proximal enhancer of the neuron-specific gene doublecortin (Dcx). Once differentiation is induced, MEIS associates with chromatin-bound PBX1, recruits PARP1/ARTD1, and initiates PARP1-mediated eviction of H1 from the chromatin fiber. These results for the first time link MEIS proteins to PARP-regulated chromatin dynamics and provide a mechanistic basis to explain the profound cellular changes elicited by these proteins.

scholarly journals Single cell multi-omics profiling reveals a hierarchical epigenetic landscape during mammalian germ layer specification

2019 ◽  
Author(s):  
Ricard Argelaguet ◽  
Hisham Mohammed ◽  
Stephen J Clark ◽  
L Carine Stapel ◽  
Christel Krueger ◽  
...  
Keyword(s):  
Dna Methylation ◽  
Single Cell ◽  
Cell Fate ◽  
Regulatory Elements ◽  
Chromatin Accessibility ◽  
List Type ◽  
Germ Layer ◽  
Epigenetic Landscape ◽  
Germ Layers ◽  
Cell Fate Decisions

AbstractFormation of the three primary germ layers during gastrulation is an essential step in the establishment of the vertebrate body plan. Recent studies employing single cell RNA-sequencing have identified major transcriptional changes associated with germ layer specification. Global epigenetic reprogramming accompanies these changes, but the role of the epigenome in regulating early cell fate choice remains unresolved, and the coordination between different epigenetic layers is unclear. Here we describe the first single cell triple-omics map of chromatin accessibility, DNA methylation and RNA expression during the exit from pluripotency and the onset of gastrulation in mouse embryos. We find dynamic dependencies between the different molecular layers, with evidence for distinct modes of epigenetic regulation. The initial exit from pluripotency coincides with the establishment of a global repressive epigenetic landscape, followed by the emergence of local lineage-specific epigenetic patterns during gastrulation. Notably, cells committed to mesoderm and endoderm undergo widespread coordinated epigenetic rearrangements, driven by loss of methylation in enhancer marks and a concomitant increase of chromatin accessibility. In striking contrast, the epigenetic landscape of ectodermal cells is already established in the early epiblast. Hence, regulatory elements associated with each germ layer are either epigenetically primed or epigenetically remodelled prior to overt cell fate decisions during gastrulation, providing the molecular logic for a hierarchical emergence of the primary germ layers.HighlightsFirst map of mouse gastrulation using comprehensive single cell triple-omic analysis.Exit from pluripotency is associated with a global repressive epigenetic landscape, driven by a sharp gain of DNA methylation and a gradual decrease of chromatin accessibility.DNA methylation and chromatin accessibility changes in enhancers, but not in promoters, are associated with germ layer formation.Mesoderm and endoderm enhancers become open and demethylated upon lineage commitment.Ectoderm enhancers are primed in the early epiblast and protected from the global repressive dynamics, supporting a default model of ectoderm commitment in vivo.

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