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"Stadler, Michael B."
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Mammalian ISWI and SWI/SNF selectively mediate binding of distinct transcription factors
2019
Chromatin remodelling complexes evict, slide, insert or replace nucleosomes, which represent an intrinsic barrier for access to DNA. These remodellers function in most aspects of genome utilization including transcription-factor binding, DNA replication and repair
1
,
2
. Although they are frequently mutated in cancer
3
, it remains largely unclear how the four mammalian remodeller families (SWI/SNF, ISWI, CHD and INO80) orchestrate the global organization of nucleosomes. Here we generated viable embryonic stem cells that lack SNF2H, the ATPase of ISWI complexes, enabling study of SNF2H cellular function, and contrast it to BRG1, the ATPase of SWI/SNF. Loss of SNF2H decreases nucleosomal phasing and increases linker lengths, providing in vivo evidence for an ISWI function in ruling nucleosomal spacing in mammals. Systematic analysis of transcription-factor binding reveals that these remodelling activities have specific effects on binding of different transcription factors. One group critically depends on BRG1 and contains the transcriptional repressor REST, whereas a non-overlapping set of transcription factors, including the insulator protein CTCF, relies on SNF2H. This selectivity readily explains why chromosomal folding and insulation of topologically associated domains requires SNF2H, but not BRG1. Collectively, this study shows that mammalian ISWI is critical for nucleosomal periodicity and nuclear organization and that transcription factors rely on specific remodelling pathways for correct genomic binding.
Genetic deletion of mammalian chromatin remodelling complexes reveals that ISWI and SWI/SNF are required for binding of specific transcription factors and that ISWI regulates nucleosome positioning and nuclear organization in stem cells.
Journal Article
Self-organization and symmetry breaking in intestinal organoid development
2019
Intestinal organoids are complex three-dimensional structures that mimic the cell-type composition and tissue organization of the intestine by recapitulating the self-organizing ability of cell populations derived from a single intestinal stem cell. Crucial in this process is a first symmetry-breaking event, in which only a fraction of identical cells in a symmetrical sphere differentiate into Paneth cells, which generate the stem-cell niche and lead to asymmetric structures such as the crypts and villi. Here we combine single-cell quantitative genomic and imaging approaches to characterize the development of intestinal organoids from single cells. We show that their development follows a regeneration process that is driven by transient activation of the transcriptional regulator YAP1. Cell-to-cell variability in YAP1, emerging in symmetrical spheres, initiates Notch and DLL1 activation, and drives the symmetry-breaking event and formation of the first Paneth cell. Our findings reveal how single cells exposed to a uniform growth-promoting environment have the intrinsic ability to generate emergent, self-organized behaviour that results in the formation of complex multicellular asymmetric structures.
Single-cell-based imaging and sequencing approaches are used to characterize organoid development and the intestinal regeneration process, which is driven by transient activation of YAP1.
Journal Article
Analysis of intronic and exonic reads in RNA-seq data characterizes transcriptional and post-transcriptional regulation
2015
Comparing exon and intron reads in RNA-seq data reveals the levels of nascent and steady-state RNA.
RNA-seq experiments generate reads derived not only from mature RNA transcripts but also from pre-mRNA. Here we present a computational approach called exon-intron split analysis (EISA) that measures changes in mature RNA and pre-mRNA reads across different experimental conditions to quantify transcriptional and post-transcriptional regulation of gene expression. We apply EISA to 17 diverse data sets to show that most intronic reads arise from nuclear RNA and changes in intronic read counts accurately predict changes in transcriptional activity. Furthermore, changes in post-transcriptional regulation can be predicted from differences between exonic and intronic changes. EISA reveals both transcriptional and post-transcriptional contributions to expression changes, increasing the amount of information that can be gained from RNA-seq data sets.
Journal Article
Preprocessing choices affect RNA velocity results for droplet scRNA-seq data
2021
Experimental single-cell approaches are becoming widely used for many purposes, including investigation of the dynamic behaviour of developing biological systems. Consequently, a large number of computational methods for extracting dynamic information from such data have been developed. One example is RNA velocity analysis, in which spliced and unspliced RNA abundances are jointly modeled in order to infer a ‘direction of change’ and thereby a future state for each cell in the gene expression space. Naturally, the accuracy and interpretability of the inferred RNA velocities depend crucially on the correctness of the estimated abundances. Here, we systematically compare five widely used quantification tools, in total yielding thirteen different quantification approaches, in terms of their estimates of spliced and unspliced RNA abundances in five experimental droplet scRNA-seq data sets. We show that there are substantial differences between the quantifications obtained from different tools, and identify typical genes for which such discrepancies are observed. We further show that these abundance differences propagate to the downstream analysis, and can have a large effect on estimated velocities as well as the biological interpretation. Our results highlight that abundance quantification is a crucial aspect of the RNA velocity analysis workflow, and that both the definition of the genomic features of interest and the quantification algorithm itself require careful consideration.
Journal Article
mutscan—a flexible R package for efficient end-to-end analysis of multiplexed assays of variant effect data
by
Soneson, Charlotte
,
Stadler, Michael B.
,
Diss, Guillaume
in
Animal Genetics and Genomics
,
Bioinformatics
,
Biomedical and Life Sciences
2023
Multiplexed assays of variant effect (MAVE) experimentally measure the effect of large numbers of sequence variants by selective enrichment of sequences with desirable properties followed by quantification by sequencing.
mutscan
is an R package for flexible analysis of such experiments, covering the entire workflow from raw reads up to statistical analysis and visualization. The core components are implemented in C++ for efficiency. Various experimental designs are supported, including single or paired reads with optional unique molecular identifiers. To find variants with changed relative abundance,
mutscan
employs established statistical models provided in the
edgeR
and
limma
packages.
mutscan
is available from
https://github.com/fmicompbio/mutscan
.
Journal Article
Gene bivalency at Polycomb domains regulates cranial neural crest positional identity
2017
Epigenetic regulation of craniofacial development in mice is discussed. How is it that our earlobes are attached to our ears and not our chins? Diverse bits of facial structure are derived from migrating neural crest cells. The cells start out similar but end up building very different facial structures. Neural crest cells destined for one structure can be rerouted to develop others, however. Minoux et al. found that neural crest cells share prepatterned poised chromatin states that are established before the cells migrate and retained during migration. Different developmental programs are unlocked when the migrating cells near their final location and interact with local patterning signals. Science , this issue p. eaal2913 The cranial neural crest cells are multipotent cells that provide head skeletogenic mesenchyme and are crucial for craniofacial patterning. We analyzed the chromatin landscapes of mouse cranial neural crest subpopulations in vivo. Early postmigratory subpopulations contributing to distinct mouse craniofacial structures displayed similar chromatin accessibility patterns yet differed transcriptionally. Accessible promoters and enhancers of differentially silenced genes carried H3K27me3/H3K4me2 bivalent chromatin marks embedded in large enhancer of zeste homolog 2 –dependent Polycomb domains, indicating transcriptional poising. These postmigratory bivalent chromatin regions were already present in premigratory progenitors. At Polycomb domains, H3K27me3 antagonized H3K4me2 deposition, which was restricted to accessible sites. Thus, bivalent Polycomb domains provide a chromatin template for the regulation of cranial neural crest cell positional identity in vivo, contributing insights into the epigenetic regulation of face morphogenesis.
Journal Article
DNA-binding factors shape the mouse methylome at distal regulatory regions
by
Lienert, Florian
,
Nimwegen, Erik van
,
Ivanek, Robert
in
631/208/200
,
631/337/176/1988
,
631/45/612/1229
2011
Methylation of cytosines is an essential epigenetic modification in mammalian genomes, yet the rules that govern methylation patterns remain largely elusive. To gain insights into this process, we generated base-pair-resolution mouse methylomes in stem cells and neuronal progenitors. Advanced quantitative analysis identified low-methylated regions (LMRs) with an average methylation of 30%. These represent CpG-poor distal regulatory regions as evidenced by location, DNase I hypersensitivity, presence of enhancer chromatin marks and enhancer activity in reporter assays. LMRs are occupied by DNA-binding factors and their binding is necessary and sufficient to create LMRs. A comparison of neuronal and stem-cell methylomes confirms this dependency, as cell-type-specific LMRs are occupied by cell-type-specific transcription factors. This study provides methylome references for the mouse and shows that DNA-binding factors locally influence DNA methylation, enabling the identification of active regulatory regions.
Base-pair-resolution genomic maps of DNA methylation are generated in the mouse, providing new insights in gene regulation.
Journal Article
Distribution, silencing potential and evolutionary impact of promoter DNA methylation in the human genome
by
Stadler, Michael B
,
Hellmann, Ines
,
Rebhan, Michael
in
Agriculture
,
Animal Genetics and Genomics
,
Binding Sites
2007
To gain insight into the function of DNA methylation at
cis
-regulatory regions and its impact on gene expression, we measured methylation, RNA polymerase occupancy and histone modifications at 16,000 promoters in primary human somatic and germline cells. We find CpG-poor promoters hypermethylated in somatic cells, which does not preclude their activity. This methylation is present in male gametes and results in evolutionary loss of CpG dinucleotides, as measured by divergence between humans and primates. In contrast, strong CpG island promoters are mostly unmethylated, even when inactive. Weak CpG island promoters are distinct, as they are preferential targets for
de novo
methylation in somatic cells. Notably, most germline-specific genes are methylated in somatic cells, suggesting additional functional selection. These results show that promoter sequence and gene function are major predictors of promoter methylation states. Moreover, we observe that inactive unmethylated CpG island promoters show elevated levels of dimethylation of Lys4 of histone H3, suggesting that this chromatin mark may protect DNA from methylation.
Journal Article
Repressive and active histone methylation mark distinct promoters in human and mouse spermatozoa
by
Erkek, Serap
,
Stadler, Michael B
,
Hisano, Mizue
in
631/136/2434/1822
,
631/337/100/2285
,
631/337/176
2010
During spermatogenesis most histones are replaced with protamines. The distribution of the products of Trithorax and Polycomb histone modifications are now examined in both mouse and human sperm, showing conservation of histone methylation distribution across species. The authors propose a role for the Polycomb complex in transgenerational inheritance.
In higher eukaryotes, histone methylation is involved in maintaining cellular identity during somatic development. As most nucleosomes are replaced by protamines during spermatogenesis, it is unclear whether histone modifications function in paternal transmission of epigenetic information. Here we show that two modifications important for Trithorax- and Polycomb-mediated gene regulation have methylation-specific distributions at regulatory regions in human spermatozoa. Histone H3 Lys4 dimethylation (H3K4me2) marks genes that are relevant in spermatogenesis and cellular homeostasis. In contrast, histone H3 Lys27 trimethylation (H3K27me3) marks developmental regulators in sperm, as in somatic cells. However, nucleosomes are only moderately retained at regulatory regions in human sperm. Nonetheless, genes with extensive H3K27me3 coverage around transcriptional start sites in particular tend not to be expressed during male and female gametogenesis or in preimplantation embryos. Promoters of orthologous genes are similarly modified in mouse spermatozoa. These data are compatible with a role for Polycomb in repressing somatic determinants across generations, potentially in a variegating manner.
Journal Article
The TRIM-NHL Protein LIN-41 Controls the Onset of Developmental Plasticity in Caenorhabditis elegans
by
Tocchini, Cristina
,
Miller, Sarah B.
,
Ciosk, Rafal
in
Analysis
,
Animals
,
Biology and Life Sciences
2014
The mechanisms controlling cell fate determination and reprogramming are fundamental for development. A profound reprogramming, allowing the production of pluripotent cells in early embryos, takes place during the oocyte-to-embryo transition. To understand how the oocyte reprogramming potential is controlled, we sought Caenorhabditis elegans mutants in which embryonic transcription is initiated precociously in germ cells. This screen identified LIN-41, a TRIM-NHL protein and a component of the somatic heterochronic pathway, as a temporal regulator of pluripotency in the germline. We found that LIN-41 is expressed in the cytoplasm of developing oocytes, which, in lin-41 mutants, acquire pluripotent characteristics of embryonic cells and form teratomas. To understand LIN-41 function in the germline, we conducted structure-function studies. In contrast to other TRIM-NHL proteins, we found that LIN-41 is unlikely to function as an E3 ubiquitin ligase. Similar to other TRIM-NHL proteins, the somatic function of LIN-41 is thought to involve mRNA regulation. Surprisingly, we found that mutations predicted to disrupt the association of LIN-41 with mRNA, which otherwise compromise LIN-41 function in the heterochronic pathway in the soma, have only minor effects in the germline. Similarly, LIN-41-mediated repression of a key somatic mRNA target is dispensable for the germline function. Thus, LIN-41 appears to function in the germline and the soma via different molecular mechanisms. These studies provide the first insight into the mechanism inhibiting the onset of embryonic differentiation in developing oocytes, which is required to ensure a successful transition between generations.
Journal Article