23 research outputs found
Epigenetic characterization of human hepatocyte subpopulations in context of complex metabolic diseases and during in vitro differentiation of hepatocyte-like cells
The comprehensive transcriptional and epigenetic characterization of human hepatocyte subpopulations is necessary to achieve a better understanding of regulatory processes in health and complex metabolic diseases as well as during in vitro differentiation. Based on integrative analysis of genome-wide sequencing data, this thesis aims to unravel hepatocyte heterogeneity in different biological contexts. A deeper understanding of spatial organization of cells in human tissues is an important challenge. Using a unique experimental set-up based on laser capture microdissection coupled to next generation sequencing, which preserves spatial orientation and still provides genome-wide data of well defined subpopulations, the first combined spatial analysis of transcriptomes and methylomes across three micro-dissected zones of human liver provides a wealth of new positional insights, both in health and in context of fatty liver disease. In addition, these spatial maps serve as reference for projection of single cell data into hepatic pseudospace, which is still a major challenge. Hence, a novel pseudospace inference approach, which considerably improves spatial reconstruction of single cells into tissue context, is demonstrated for human liver. Finally, the identification of underlying regulatory networks by integrative epigenomic analysis of in vitro differentiated hepatocyte-like cells contributes to the development of reasonable cell culture interventions to improve differentiation.Die umfassende transkriptionelle und epigenetische Charakterisierung humaner Leberzellsubpopulationen ist notwendig für die Aufklärung regulatorischer Prozesse in gesundem Gewebe, sowie im Zusammenhang mit komplexen metabolischen Erkrankungen und während der in vitro Differenzierung. Ziel dieser Arbeit ist es, basierend auf der integrativen Analyse genomweiter Sequenzierungsdaten, die Heterogenität von Leberzellen besser zu verstehen. Die räumliche Organisation von Zellen in humanem Gewebe stellt eine große Herausforderung dar. Mit Hilfe von Lasermikrodissektion gekoppelt an Hochdurchsatzsequenzierung ist es möglich definierte Subpopulationen hinsichtlich ihres Gewebekontextes zu analysieren. Somit konnte die erste räumliche Analyse von Transkriptom und Methylom dreier Zonen der humanen Leber erstellt werden, die eine Vielzahl neuer Erkenntnisse sowohl in gesundem Lebergewebe als auch in Zusammenhang mit Fettlebererkrankungen liefert. Außerdem wurde auf Grundlage dieser räumlichen Karten ein neuer Ansatz zur Projektion von Einzelzelldaten in den räumlichen Gewebekontext etabliert. Schließlich konnte durch die integrative Analyse der ausschlaggebenden regulatorischen Netzwerke während der in vitro Differenzierung von Hepatozyten-ähnlichen Zellen neue Strategien zur Verbesserung der Differenzierung entwickelt werden
Biochemical and transcriptomic evaluation of a 3D lung organoid platform for pre-clinical testing of active substances targeting senescence
Chronic lung diseases such as chronic obstructive pulmonary disease and cystic fibrosis are incurable. Epithelial
senescence, a state of dysfunctional cell cycle arrest, contributes to the progression of such diseases. Therefore,
lung epithelial cells are a valuable target for therapeutic intervention. Here, we present a 3D airway lung organoid
platform for the preclinical testing of active substances with regard to senescence, toxicity, and inflammation under
standardized conditions in a 96 well format. Senescence was induced with doxorubicin and measured by activity
of senescence associated galactosidase. Pharmaceutical compounds such as quercetin antagonized doxorubicininduced senescence without compromising organoid integrity. Using single cell sequencing, we identified a subset
of cells expressing senescence markers which was decreased by quercetin. Doxorubicin induced the expression of
detoxification factors specifically in goblet cells independent of quercetin. In conclusion, our platform enables for
the analysis of senescence-related processes and will allow the pre-selection of a wide range of compounds (e.g.
natural products) in preclinical studies, thus reducing the need for animal testing
Prolactin-sensitive olfactory sensory neurons regulate male preference in female mice by modulating responses to chemosensory cues
Chemosensory cues detected in the nose need to be integrated with the hormonal status to trigger appropriate behaviors, but the neural circuits linking the olfactory and the endocrine system are insufficiently understood. Here, we characterize olfactory sensory neurons in the murine nose that respond to the pituitary hormone prolactin. Deletion of prolactin receptor in these cells results in impaired detection of social odors and blunts male preference in females. The prolactin-responsive olfactory sensory neurons exhibit a distinctive projection pattern to the brain that is similar across different individuals and express a limited subset of chemosensory receptors. Prolactin modulates the responses within these neurons to discrete chemosensory cues contained in male urine, providing a mechanism by which the hormonal status can be directly linked with distinct olfactory cues to generate appropriate behavioral responses
Transcriptional and Epigenetic Consequences of DMSO Treatment on HepaRG Cells
Dimethyl sulfoxide (DMSO) is used to sustain or favor hepatocyte differentiation in vitro.
Thus, DMSO is used in the differentiation protocol of the HepaRG cells that present the closest
drug-metabolizing enzyme activities to primary human hepatocytes in culture. The aim of our
study is to clarify its influence on liver-specific gene expression. For that purpose, we performed a
large-scale analysis (gene expression and histone modification) to determine the global role of DMSO
exposure during the differentiation process of the HepaRG cells. The addition of DMSO drives
the upregulation of genes mainly regulated by PXR and PPARα whereas genes not affected by this
addition are regulated by HNF1α, HNF4α, and PPARα. DMSO-differentiated-HepaRG cells show a
differential expression for genes regulated by histone acetylation, while differentiated-HepaRG cells
without DMSO show gene signatures associated with histone deacetylases. In addition, we observed
an interplay between cytoskeleton organization and EMC remodeling with hepatocyte maturation
REGGAE: a novel approach for the identification of key transcriptional regulators
Motivation: Transcriptional regulators play a major role in most biological processes. Alterations in their
activities are associated with a variety of diseases and in particular with tumor development and progres sion. Hence, it is important to assess the effects of deregulated regulators on pathological processes.
Results: Here, we present REGulator-Gene Association Enrichment (REGGAE), a novel method for
the identification of key transcriptional regulators that have a significant effect on the expression of
a given set of genes, e.g. genes that are differentially expressed between two sample groups.
REGGAE uses a Kolmogorov–Smirnov-like test statistic that implicitly combines associations be tween regulators and their target genes with an enrichment approach to prioritize the influence of
transcriptional regulators. We evaluated our method in two different application scenarios, which
demonstrate that REGGAE is well suited for uncovering the influence of transcriptional regulators
and is a valuable tool for the elucidation of complex regulatory mechanisms
Ovulation is triggered by a cyclical modulation of gonadotropes into a hyperexcitable state
Gonadotropes in the anterior pituitary gland are essential for fertility and provide a functional link between the
brain and the gonads. To trigger ovulation, gonadotrope cells release massive amounts of luteinizing
hormone (LH). The mechanism underlying this remains unclear. Here, we utilize a mouse model expressing
a genetically encoded Ca2+ indicator exclusively in gonadotropes to dissect this mechanism in intact pituitaries. We demonstrate that female gonadotropes exclusively exhibit a state of hyperexcitability during the
LH surge, resulting in spontaneous [Ca2+]i transients in these cells, which persist in the absence of any in vivo
hormonal signals. L-type Ca2+ channels and transient receptor potential channel A1 (TRPA1) together with
intracellular reactive oxygen species (ROS) levels ensure this state of hyperexcitability. Consistent with
this, virus-assisted triple knockout of Trpa1 and L-type Ca2+ subunits in gonadotropes leads to vaginal
closure in cycling females. Our data provide insight into molecular mechanisms required for ovulation and
reproductive success in mammals
Bitter taste cells in the ventricular walls of the murine brain regulate glucose homeostasis
The median eminence (ME) is a circumventricular organ at the base of the
brain that controls body homeostasis. Tanycytes are its specialized glial cells
that constitute the ventricular walls and regulate different physiological states,
however individual signaling pathways in these cells are incompletely understood. Here, we identify a functional tanycyte subpopulation that expresses
key taste transduction genes including bitter taste receptors, the G protein
gustducin and the gustatory ion channel TRPM5 (M5). M5 tanycytes have
access to blood-borne cues via processes extended towards diaphragmed
endothelial fenestrations in the ME and mediate bidirectional communication
between the cerebrospinal fluid and blood. This subpopulation responds to
metabolic signals including leptin and other hormonal cues and is transcriptionally reprogrammed upon fasting. Acute M5 tanycyte activation
induces insulin secretion and acute diphtheria toxin-mediated M5 tanycyte
depletion results in impaired glucose tolerance in diet-induced obese mice. We
provide a cellular and molecular framework that defines how bitter taste cells
in the ME integrate chemosensation with metabolism
Bitter taste cells in the ventricular walls of the murine brain regulate glucose homeostasis.
peer reviewedThe median eminence (ME) is a circumventricular organ at the base of the brain that controls body homeostasis. Tanycytes are its specialized glial cells that constitute the ventricular walls and regulate different physiological states, however individual signaling pathways in these cells are incompletely understood. Here, we identify a functional tanycyte subpopulation that expresses key taste transduction genes including bitter taste receptors, the G protein gustducin and the gustatory ion channel TRPM5 (M5). M5 tanycytes have access to blood-borne cues via processes extended towards diaphragmed endothelial fenestrations in the ME and mediate bidirectional communication between the cerebrospinal fluid and blood. This subpopulation responds to metabolic signals including leptin and other hormonal cues and is transcriptionally reprogrammed upon fasting. Acute M5 tanycyte activation induces insulin secretion and acute diphtheria toxin-mediated M5 tanycyte depletion results in impaired glucose tolerance in diet-induced obese mice. We provide a cellular and molecular framework that defines how bitter taste cells in the ME integrate chemosensation with metabolism
Prediction of single-cell gene expression for transcription factor analysis
BACKGROUND: Single-cell RNA sequencing is a powerful technology to discover new cell types and study biological processes in complex biological samples. A current challenge is to predict transcription factor (TF) regulation from single-cell RNA data. RESULTS: Here, we propose a novel approach for predicting gene expression at the single-cell level using cis-regulatory motifs, as well as epigenetic features. We designed a tree-guided multi-task learning framework that considers each cell as a task. Through this framework we were able to explain the single-cell gene expression values using either TF binding affinities or TF ChIP-seq data measured at specific genomic regions. TFs identified using these models could be validated by the literature. CONCLUSION: Our proposed method allows us to identify distinct TFs that show cell type–specific regulation. This approach is not limited to TFs but can use any type of data that can potentially be used in explaining gene expression at the single-cell level to study factors that drive differentiation or show abnormal regulation in disease. The implementation of our workflow can be accessed under an MIT license via https://github.com/SchulzLab/Triangulate
A comprehensive analysis of 195 DNA methylomes reveals shared and cell-specific features of partially methylated domains
Abstract Background Partially methylated domains are extended regions in the genome exhibiting a reduced average DNA methylation level. They cover gene-poor and transcriptionally inactive regions and tend to be heterochromatic. We present a comprehensive comparative analysis of partially methylated domains in human and mouse cells, to identify structural and functional features associated with them. Results Partially methylated domains are present in up to 75% of the genome in human and mouse cells irrespective of their tissue or cell origin. Each cell type has a distinct set of partially methylated domains, and genes expressed in such domains show a strong cell type effect. The methylation level varies between cell types with a more pronounced effect in differentiating and replicating cells. The lowest level of methylation is observed in highly proliferating and immortal cancer cell lines. A decrease of DNA methylation within partially methylated domains tends to be linked to an increase in heterochromatic histone marks and a decrease of gene expression. Characteristic combinations of heterochromatic signatures in partially methylated domains are linked to domains of early and middle S-phase and late S-G2 phases of DNA replication. Conclusions Partially methylated domains are prominent signatures of long-range epigenomic organization. Integrative analysis identifies them as important general, lineage- and cell type-specific topological features. Changes in partially methylated domains are hallmarks of cell differentiation, with decreased methylation levels and increased heterochromatic marks being linked to enhanced cell proliferation. In combination with broad histone marks, partially methylated domains demarcate distinct domains of late DNA replication