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result(s) for
"Mundlos, Stefan"
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The single-cell transcriptional landscape of mammalian organogenesis
2019
Mammalian organogenesis is a remarkable process. Within a short timeframe, the cells of the three germ layers transform into an embryo that includes most of the major internal and external organs. Here we investigate the transcriptional dynamics of mouse organogenesis at single-cell resolution. Using single-cell combinatorial indexing, we profiled the transcriptomes of around 2 million cells derived from 61 embryos staged between 9.5 and 13.5 days of gestation, in a single experiment. The resulting ‘mouse organogenesis cell atlas’ (MOCA) provides a global view of developmental processes during this critical window. We use Monocle 3 to identify hundreds of cell types and 56 trajectories, many of which are detected only because of the depth of cellular coverage, and collectively define thousands of corresponding marker genes. We explore the dynamics of gene expression within cell types and trajectories over time, including focused analyses of the apical ectodermal ridge, limb mesenchyme and skeletal muscle.
Data from single-cell combinatorial-indexing RNA-sequencing analysis of 2 million cells from mouse embryos between embryonic days 9.5 and 13.5 are compiled in a cell atlas of mouse organogenesis, which provides a global view of developmental processes occurring during this critical period.
Journal Article
Functional dissection of the Sox9–Kcnj2 locus identifies nonessential and instructive roles of TAD architecture
by
Ibrahim, Daniel M.
,
Despang, Alexandra
,
Chan, Wing-Lee
in
631/208/176
,
631/208/191
,
631/208/199
2019
The genome is organized in three-dimensional units called topologically associating domains (TADs), through a process dependent on the cooperative action of cohesin and the DNA-binding factor CTCF. Genomic rearrangements of TADs have been shown to cause gene misexpression and disease, but genome-wide depletion of CTCF has no drastic effects on transcription. Here, we investigate TAD function in vivo in mouse limb buds at the
Sox9–
Kcnj2
locus. We show that the removal of all major CTCF sites at the boundary and within the TAD resulted in a fusion of neighboring TADs, without major effects on gene expression. Gene misexpression and disease phenotypes, however, were achieved by redirecting regulatory activity through inversions and/or the repositioning of boundaries. Thus, TAD structures provide robustness and precision but are not essential for developmental gene regulation. Aberrant disease-related gene activation is not induced by a mere loss of insulation but requires CTCF-dependent redirection of enhancer–promoter contacts.
Removal of boundary and intra-TAD CTCF-binding sites at the
Sox9–
Kcnj2
locus in mice leads to TAD fusion but no major changes in gene expression. Gene misexpression and disease phenotypes were obtained through inversions and/or repositioning of TAD boundaries.
Journal Article
Polymer physics predicts the effects of structural variants on chromatin architecture
2018
Structural variants (SVs) can result in changes in gene expression due to abnormal chromatin folding and cause disease. However, the prediction of such effects remains a challenge. Here we present a polymer-physics-based approach (PRISMR) to model 3D chromatin folding and to predict enhancer–promoter contacts. PRISMR predicts higher-order chromatin structure from genome-wide chromosome conformation capture (Hi-C) data. Using the
EPHA4
locus as a model, the effects of pathogenic SVs are predicted in silico and compared to Hi-C data generated from mouse limb buds and patient-derived fibroblasts. PRISMR deconvolves the folding complexity of the
EPHA4
locus and identifies SV-induced ectopic contacts and alterations of 3D genome organization in homozygous or heterozygous states. We show that SVs can reconfigure topologically associating domains, thereby producing extensive rewiring of regulatory interactions and causing disease by gene misexpression. PRISMR can be used to predict interactions in silico, thereby providing a tool for analyzing the disease-causing potential of SVs.
The authors present a polymer-physics-based approach (PRISMR) to model 3D chromatin folding and to predict enhancer–promoter contacts. PRISMR correctly predicts ectopic contacts induced by pathogenic SVs at the mouse
Epha4
locus.
Journal Article
Formation of new chromatin domains determines pathogenicity of genomic duplications
by
Ibrahim, Daniel M.
,
Chan, Wing-Lee
,
Zuffardi, Orsetta
in
631/136/1425
,
631/208/200
,
631/208/737/2007
2016
Genomic duplications in the SOX9 region are associated with human disease phenotypes; a study using human cells and mouse models reveals that the duplications can cause the formation of new higher-order chromatin structures called topologically associated domains (TADs) thereby resulting in changes in gene expression.
Gene duplication and chromatin organization
SOX9 is a developmental transcription factor with functions in chondrocyte differentiation and male sex determination, and genomic duplications in the
SOX9
locus have been linked to various human diseases. Stefan Mundlos and colleagues use chromosome conformation capture techniques to look at the effect of such duplications on the chromatin partitioning units termed topologically associated domains (TADs) that surround the mouse
Sox9
locus. They find that although TADs are stable genomic regulatory units, they can be rearranged by structural genomic variations to create novel chromatin regulatory domains. Duplications are generally thought to confer their phenotypic effect through an increase in gene dosage, but these results show how duplications can also affect higher order chromatin structure.
Chromosome conformation capture methods have identified subchromosomal structures of higher-order chromatin interactions called topologically associated domains (TADs) that are separated from each other by boundary regions
1
,
2
. By subdividing the genome into discrete regulatory units, TADs restrict the contacts that enhancers establish with their target genes
3
,
4
,
5
. However, the mechanisms that underlie partitioning of the genome into TADs remain poorly understood. Here we show by chromosome conformation capture (capture Hi-C and 4C-seq methods) that genomic duplications in patient cells and genetically modified mice can result in the formation of new chromatin domains (neo-TADs) and that this process determines their molecular pathology. Duplications of non-coding DNA within the mouse
Sox9
TAD (intra-TAD) that cause female to male sex reversal in humans
6
, showed increased contact of the duplicated regions within the TAD, but no change in the overall TAD structure. In contrast, overlapping duplications that extended over the next boundary into the neighbouring TAD (inter-TAD), resulted in the formation of a new chromatin domain (neo-TAD) that was isolated from the rest of the genome. As a consequence of this insulation, inter-TAD duplications had no phenotypic effect. However, incorporation of the next flanking gene,
Kcnj2
, in the neo-TAD resulted in ectopic contacts of
Kcnj2
with the duplicated part of the
Sox9
regulatory region, consecutive misexpression of
Kcnj2,
and a limb malformation phenotype. Our findings provide evidence that TADs are genomic regulatory units with a high degree of internal stability that can be sculptured by structural genomic variations. This process is important for the interpretation of copy number variations, as these variations are routinely detected in diagnostic tests for genetic disease and cancer. This finding also has relevance in an evolutionary setting because copy-number differences are thought to have a crucial role in the evolution of genome complexity.
Journal Article
Multi-tool copy number detection highlights common body size-associated variants in miniature pig breeds from different geographical regions
by
Khaveh, Nadia
,
Metzger, Julia
,
Mundlos, Stefan
in
Animal experimentation
,
Animal genetics
,
Animal Genetics and Genomics
2025
Background
Copy number variations (CNVs) represent a common and highly specific type of variation in the genome, potentially influencing genetic diversity and mammalian phenotypic development. Structural variants, such as deletions, duplications, and insertions, have frequently been highlighted as key factors influencing traits in high-production pigs. However, comprehensive CNV analyses in miniature pig breeds are limited despite their value in biomedical research.
Results
This study performed whole-genome sequencing in 36 miniature pigs from nine breeds from America, Asia and Oceania, and Europe. By employing a multi-tool approach (CNVpytor, Delly, GATK gCNV, Smoove), the accuracy of CNV identification was improved. In total, 34 homozygous CNVs overlapped with exonic regions in all samples, suggesting a role in expressing specific phenotypes such as uniform growth patterns, fertility, or metabolic function. In addition, 386 copy number variation regions (CNVRs) shared by all breeds were detected, covering 33.6 Mb (1.48% of the autosomal genome). Further, 132 exclusive CNVRs were identified for American breeds, 47 for Asian and Oceanian breeds, and 114 for European breeds. Functional enrichment analysis revealed genes within the common CNVRs involved in body height determination and other growth-related parameters. Exclusive CNVRs were located in the region of genes enriched for lipid metabolism in American minipigs, reproductive traits in Asian and Oceanian breeds, and cardiovascular features and body height in European breeds. In the selected groups, quantitative trait loci associated with body size, meat quality, reproduction, and disease susceptibility were highlighted.
Conclusion
This investigation of the CNV landscape of minipigs underlines the impact of selective breeding on structural variants and its role in the development of specific breed phenotypes across geographical areas. The multi-tool approach provides a valuable resource for future studies on the effects of artificial selection on livestock genomes.
Journal Article
TADA—a machine learning tool for functional annotation-based prioritisation of pathogenic CNVs
by
Hertzberg, Jakob
,
Vingron, Martin
,
Mundlos, Stefan
in
Animal Genetics and Genomics
,
automation
,
Bioinformatics
2022
Few methods have been developed to investigate copy number variants (CNVs) based on their predicted pathogenicity. We introduce TADA, a method to prioritise pathogenic CNVs through assisted manual filtering and automated classification, based on an extensive catalogue of functional annotation supported by rigourous enrichment analysis. We demonstrate that our classifiers are able to accurately predict pathogenic CNVs, outperforming current alternative methods, and produce a well-calibrated pathogenicity score. Our results suggest that functional annotation-based prioritisation of pathogenic CNVs is a promising approach to support clinical diagnostics and to further the understanding of mechanisms controlling the disease impact of larger genomic alterations.
Journal Article
Serial genomic inversions induce tissue-specific architectural stripes, gene misexpression and congenital malformations
2019
Balanced chromosomal rearrangements such as inversions and translocations can cause congenital disease or cancer by inappropriately rewiring promoter–enhancer contacts
1
,
2
. To study the potentially pathogenic consequences of balanced chromosomal rearrangements, we generated a series of genomic inversions by placing an active limb enhancer cluster from the
Epha4
regulatory domain at different positions within a neighbouring gene-dense region and investigated their effects on gene regulation in vivo in mice. Expression studies and high-throughput chromosome conformation capture from embryonic limb buds showed that the enhancer cluster activated several genes downstream that are located within asymmetric regions of contact, the so-called architectural stripes
3
. The ectopic activation of genes led to a limb phenotype that could be rescued by deleting the CCCTC-binding factor (CTCF) anchor of the stripe. Architectural stripes appear to be driven by enhancer activity, because they do not form in mouse embryonic stem cells. Furthermore, we show that architectural stripes are a frequent feature of developmental three-dimensional genome architecture often associated with active enhancers. Therefore, balanced chromosomal rearrangements can induce ectopic gene expression and the formation of asymmetric chromatin contact patterns that are dependent on CTCF anchors and enhancer activity.
Kraft et al. show that chromosomal inversions that relocate a limb enhancer can establish asymmetric stripes of the enhancer with downstream genes, resulting in ectopic gene expression and limb phenotypes.
Journal Article
Simultaneous testing of rule- and model-based approaches for runs of homozygosity detection opens up a window into genomic footprints of selection in pigs
by
Khaveh, Nadia
,
Metzger, Julia
,
Mundlos, Stefan
in
Analysis
,
Animal Genetics and Genomics
,
Animal populations
2022
Background
Past selection events left footprints in the genome of domestic animals, which can be traced back by stretches of homozygous genotypes, designated as runs of homozygosity (ROHs). The analysis of common ROH regions within groups or populations displaying potential signatures of selection requires high-quality SNP data as well as carefully adjusted ROH-defining parameters. In this study, we used a simultaneous testing of rule- and model-based approaches to perform strategic ROH calling in genomic data from different pig populations to detect genomic regions under selection for specific phenotypes.
Results
Our ROH analysis using a rule-based approach offered by PLINK, as well as a model-based approach run by RZooRoH demonstrated a high efficiency of both methods. It underlined the importance of providing a high-quality SNP set as input as well as adjusting parameters based on dataset and population for ROH calling. Particularly, ROHs ≤ 20 kb were called in a high frequency by both tools, but to some extent covered different gene sets in subsequent analysis of ROH regions common for investigated pig groups. Phenotype associated ROH analysis resulted in regions under potential selection characterizing heritage pig breeds, known to harbour a long-established breeding history. In particular, the selection focus on fitness-related traits was underlined by various ROHs harbouring disease resistance or tolerance-associated genes. Moreover, we identified potential selection signatures associated with ear morphology, which confirmed known candidate genes as well as uncovered a missense mutation in the
ABCA6
gene potentially supporting ear cartilage formation.
Conclusions
The results of this study highlight the strengths and unique features of rule- and model-based approaches as well as demonstrate their potential for ROH analysis in animal populations. We provide a workflow for ROH detection, evaluating the major steps from filtering for high-quality SNP sets to intersecting ROH regions. Formula-based estimations defining ROHs for rule-based method show its limits, particularly for efficient detection of smaller ROHs. Moreover, we emphasize the role of ROH detection for the identification of potential footprints of selection in pigs, displaying their breed-specific characteristics or favourable phenotypes.
Journal Article
Dynamic 3D chromatin architecture contributes to enhancer specificity and limb morphogenesis
2018
The regulatory specificity of enhancers and their interaction with gene promoters is thought to be controlled by their sequence and the binding of transcription factors. By studying
Pitx1
, a regulator of hindlimb development, we show that dynamic changes in chromatin conformation can restrict the activity of enhancers. Inconsistent with its hindlimb-restricted expression,
Pitx1
is controlled by an enhancer (
Pen
) that shows activity in forelimbs and hindlimbs. By Capture Hi-C and three-dimensional modeling of the locus, we demonstrate that forelimbs and hindlimbs have fundamentally different chromatin configurations, whereby
Pen
and
Pitx1
interact in hindlimbs and are physically separated in forelimbs. Structural variants can convert the inactive into the active conformation, thereby inducing
Pitx1
misexpression in forelimbs, causing partial arm-to-leg transformation in mice and humans. Thus, tissue-specific three-dimensional chromatin conformation can contribute to enhancer activity and specificity in vivo and its disturbance can result in gene misexpression and disease.
A
Pitx1
enhancer shows activity in forelimbs and hindlimbs but only interacts with
Pitx1
in hindlimbs because of its three-dimensional configuration. Structural variants that affect three-dimensional conformation induce
Pitx1
expression in forelimbs and cause partial arm-to-leg transformation in mice and humans.
Journal Article
Composition and dosage of a multipartite enhancer cluster control developmental expression of Ihh (Indian hedgehog)
2017
Stefan Mundlos, Darío Lupiáñez and colleagues investigate CNVs involving the regulatory landscape of
IHH
(Indian hedgehog), which cause craniosynostosis and synpolydactyly. Using genetic manipulation in mice, they show that
Ihh
is regulated by at least nine enhancers with individual tissue specificities and that duplications in this region can cause dose-dependent upregulation and also misexpression of
Ihh
.
Copy number variations (CNVs) often include noncoding sequences and putative enhancers, but how these rearrangements induce disease is poorly understood. Here we investigate CNVs involving the regulatory landscape of
IHH
(encoding Indian hedgehog), which cause multiple, highly localized phenotypes including craniosynostosis and synpolydactyly
1
,
2
. We show through transgenic reporter and genome-editing studies in mice that
Ihh
is regulated by a constellation of at least nine enhancers with individual tissue specificities in the digit anlagen, growth plates, skull sutures and fingertips. Consecutive deletions, resulting in growth defects of the skull and long bones, showed that these enhancers function in an additive manner. Duplications, in contrast, caused not only dose-dependent upregulation but also misexpression of
Ihh
, leading to abnormal phalanges, fusion of sutures and syndactyly. Thus, precise spatiotemporal control of developmental gene expression is achieved by complex multipartite enhancer ensembles. Alterations in the composition of such clusters can result in gene misexpression and disease.
Journal Article