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1.
Development ; 149(6)2022 03 15.
Article in English | MEDLINE | ID: mdl-35312773

ABSTRACT

During development, the heart grows by addition of progenitor cells to the poles of the primordial heart tube. In the zebrafish, Wilms tumor 1 transcription factor a (wt1a) and b (wt1b) genes are expressed in the pericardium, at the venous pole of the heart. From this pericardial layer, the proepicardium emerges. Proepicardial cells are subsequently transferred to the myocardial surface and form the epicardium, covering the myocardium. We found that while wt1a and wt1b expression is maintained in proepicardial cells, it is downregulated in pericardial cells that contributes cardiomyocytes to the developing heart. Sustained wt1b expression in cardiomyocytes reduced chromatin accessibility of specific genomic loci. Strikingly, a subset of wt1a- and wt1b-expressing cardiomyocytes changed their cell-adhesion properties, delaminated from the myocardium and upregulated epicardial gene expression. Thus, wt1a and wt1b act as a break for cardiomyocyte differentiation, and ectopic wt1a and wt1b expression in cardiomyocytes can lead to their transdifferentiation into epicardial-like cells.


Subject(s)
Myocytes, Cardiac , Zebrafish , Animals , Gene Expression Regulation, Developmental , Myocardium/metabolism , Myocytes, Cardiac/metabolism , Pericardium/metabolism , Transcription Factors/genetics , Transcription Factors/metabolism , WT1 Proteins/genetics , WT1 Proteins/metabolism , Zebrafish/genetics , Zebrafish/metabolism , Zebrafish Proteins/genetics , Zebrafish Proteins/metabolism
2.
Bioinformatics ; 40(2)2024 02 01.
Article in English | MEDLINE | ID: mdl-38366652

ABSTRACT

SUMMARY: Spatial transcriptomics has changed our way to study tissue structure and cellular organization. However, there are still limitations in its resolution, and most available platforms do not reach a single cell resolution. To address this issue, we introduce SpatialDDLS, a fast neural network-based algorithm for cell type deconvolution of spatial transcriptomics data. SpatialDDLS leverages single-cell RNA sequencing data to simulate mixed transcriptional profiles with predefined cellular composition, which are subsequently used to train a fully connected neural network to uncover cell type diversity within each spot. By comparing it with two state-of-the-art spatial deconvolution methods, we demonstrate that SpatialDDLS is an accurate and fast alternative to the available state-of-the art tools. AVAILABILITY AND IMPLEMENTATION: The R package SpatialDDLS is available via CRAN-The Comprehensive R Archive Network: https://CRAN.R-project.org/package=SpatialDDLS. A detailed manual of the main functionalities implemented in the package can be found at https://diegommcc.github.io/SpatialDDLS.


Subject(s)
Algorithms , Software , Gene Expression Profiling , Neural Networks, Computer
3.
Circulation ; 147(1): 47-65, 2023 01 03.
Article in English | MEDLINE | ID: mdl-36325906

ABSTRACT

BACKGROUND: The complex genetics underlying human cardiac disease is evidenced by its heterogenous manifestation, multigenic basis, and sporadic occurrence. These features have hampered disease modeling and mechanistic understanding. Here, we show that 2 structural cardiac diseases, left ventricular noncompaction (LVNC) and bicuspid aortic valve, can be caused by a set of inherited heterozygous gene mutations affecting the NOTCH ligand regulator MIB1 (MINDBOMB1) and cosegregating genes. METHODS: We used CRISPR-Cas9 gene editing to generate mice harboring a nonsense or a missense MIB1 mutation that are both found in LVNC families. We also generated mice separately carrying these MIB1 mutations plus 5 additional cosegregating variants in the ASXL3, APCDD1, TMX3, CEP192, and BCL7A genes identified in these LVNC families by whole exome sequencing. Histological, developmental, and functional analyses of these mouse models were carried out by echocardiography and cardiac magnetic resonance imaging, together with gene expression profiling by RNA sequencing of both selected engineered mouse models and human induced pluripotent stem cell-derived cardiomyocytes. Potential biochemical interactions were assayed in vitro by coimmunoprecipitation and Western blot. RESULTS: Mice homozygous for the MIB1 nonsense mutation did not survive, and the mutation caused LVNC only in heteroallelic combination with a conditional allele inactivated in the myocardium. The heterozygous MIB1 missense allele leads to bicuspid aortic valve in a NOTCH-sensitized genetic background. These data suggest that development of LVNC is influenced by genetic modifiers present in affected families, whereas valve defects are highly sensitive to NOTCH haploinsufficiency. Whole exome sequencing of LVNC families revealed single-nucleotide gene variants of ASXL3, APCDD1, TMX3, CEP192, and BCL7A cosegregating with the MIB1 mutations and LVNC. In experiments with mice harboring the orthologous variants on the corresponding Mib1 backgrounds, triple heterozygous Mib1 Apcdd1 Asxl3 mice showed LVNC, whereas quadruple heterozygous Mib1 Cep192 Tmx3;Bcl7a mice developed bicuspid aortic valve and other valve-associated defects. Biochemical analysis suggested interactions between CEP192, BCL7A, and NOTCH. Gene expression profiling of mutant mouse hearts and human induced pluripotent stem cell-derived cardiomyocytes revealed increased cardiomyocyte proliferation and defective morphological and metabolic maturation. CONCLUSIONS: These findings reveal a shared genetic substrate underlying LVNC and bicuspid aortic valve in which MIB1-NOTCH variants plays a crucial role in heterozygous combination with cosegregating genetic modifiers.


Subject(s)
Bicuspid Aortic Valve Disease , Cardiomyopathies , Heart Defects, Congenital , Induced Pluripotent Stem Cells , Humans , Animals , Mice , Heart Defects, Congenital/complications , Cardiomyopathies/etiology , Myocytes, Cardiac , Aortic Valve/diagnostic imaging , Transcription Factors , Chromosomal Proteins, Non-Histone
4.
Circulation ; 145(14): 1084-1101, 2022 04 05.
Article in English | MEDLINE | ID: mdl-35236094

ABSTRACT

BACKGROUND: In most eukaryotic cells, the mitochondrial DNA (mtDNA) is transmitted uniparentally and present in multiple copies derived from the clonal expansion of maternally inherited mtDNA. All copies are therefore near-identical, or homoplasmic. The presence of >1 mtDNA variant in the same cytoplasm can arise naturally or result from new medical technologies aimed at preventing mitochondrial genetic diseases and improving fertility. The latter is called divergent nonpathologic mtDNA heteroplasmy (DNPH). We hypothesized that DNPH is maladaptive and usually prevented by the cell. METHODS: We engineered and characterized DNPH mice throughout their lifespan using transcriptomic, metabolomic, biochemical, physiologic, and phenotyping techniques. We focused on in vivo imaging techniques for noninvasive assessment of cardiac and pulmonary energy metabolism. RESULTS: We show that DNPH impairs mitochondrial function, with profound consequences in critical tissues that cannot resolve heteroplasmy, particularly cardiac and skeletal muscle. Progressive metabolic stress in these tissues leads to severe pathology in adulthood, including pulmonary hypertension and heart failure, skeletal muscle wasting, frailty, and premature death. Symptom severity is strongly modulated by the nuclear context. CONCLUSIONS: Medical interventions that may generate DNPH should address potential incompatibilities between donor and recipient mtDNA.


Subject(s)
Frailty , Heart Diseases , Hypertension, Pulmonary , Adult , Animals , DNA, Mitochondrial/genetics , Frailty/pathology , Heart Diseases/pathology , Heteroplasmy , Humans , Hypertension, Pulmonary/genetics , Hypertension, Pulmonary/pathology , Mice , Mitochondria/genetics
5.
Nature ; 535(7613): 561-5, 2016 07 28.
Article in English | MEDLINE | ID: mdl-27383793

ABSTRACT

Human mitochondrial DNA (mtDNA) shows extensive within population sequence variability. Many studies suggest that mtDNA variants may be associated with ageing or diseases, although mechanistic evidence at the molecular level is lacking. Mitochondrial replacement has the potential to prevent transmission of disease-causing oocyte mtDNA. However, extension of this technology requires a comprehensive understanding of the physiological relevance of mtDNA sequence variability and its match with the nuclear-encoded mitochondrial genes. Studies in conplastic animals allow comparison of individuals with the same nuclear genome but different mtDNA variants, and have provided both supporting and refuting evidence that mtDNA variation influences organismal physiology. However, most of these studies did not confirm the conplastic status, focused on younger animals, and did not investigate the full range of physiological and phenotypic variability likely to be influenced by mitochondria. Here we systematically characterized conplastic mice throughout their lifespan using transcriptomic, proteomic,metabolomic, biochemical, physiological and phenotyping studies. We show that mtDNA haplotype profoundly influences mitochondrial proteostasis and reactive oxygen species generation,insulin signalling, obesity, and ageing parameters including telomere shortening and mitochondrial dysfunction, resulting in profound differences in health longevity between conplastic strains.


Subject(s)
Aging/genetics , Cell Nucleus/genetics , DNA, Mitochondrial/genetics , Genetic Variation/genetics , Metabolism/genetics , Mitochondria/genetics , Mitochondria/metabolism , Aging/physiology , Animals , Female , Genome, Mitochondrial/genetics , Haplotypes , Insulin/metabolism , Longevity/genetics , Male , Metabolism/physiology , Metabolomics , Mice , Mice, Congenic , Mitochondria/pathology , Mitochondrial Proteins/genetics , Mitochondrial Proteins/metabolism , Obesity/genetics , Obesity/metabolism , Phenotype , Proteomics , Reactive Oxygen Species/metabolism , Telomere Shortening , Transcriptome , Unfolded Protein Response
7.
EMBO Rep ; 19(10)2018 10.
Article in English | MEDLINE | ID: mdl-30126925

ABSTRACT

The Myc family of oncogenic transcription factors regulates myriad cellular functions. Myc proteins contain a basic region/helix-loop-helix/leucine zipper domain that mediates DNA binding and heterodimerization with its partner Max. Among the Myc proteins, c-Myc is the most widely expressed and relevant in primary B lymphocytes. There is evidence suggesting that c-Myc can perform some of its functions in the absence of Max in different cellular contexts. However, the functional in vivo interplay between c-Myc and Max during B lymphocyte differentiation is not well understood. Using in vivo and ex vivo models, we show that while c-Myc requires Max in primary B lymphocytes, several key biological processes, such as cell differentiation and DNA replication, can initially progress without the formation of c-Myc/Max heterodimers. We also describe that B lymphocytes lacking Myc, Max, or both show upregulation of signaling pathways associated with the B-cell receptor. These data suggest that c-Myc/Max heterodimers are not essential for the initiation of a subset of important biological processes in B lymphocytes, but are required for fine-tuning the initial response after activation.


Subject(s)
B-Lymphocytes/chemistry , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/genetics , Cell Differentiation/genetics , Proto-Oncogene Proteins c-myc/genetics , Amino Acid Sequence/genetics , Animals , B-Lymphocytes/metabolism , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/chemistry , DNA Replication/genetics , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , Dimerization , Helix-Loop-Helix Motifs/genetics , Humans , Leucine Zippers/genetics , Mice , Protein Binding/genetics , Proto-Oncogene Proteins c-myc/chemistry , Transcriptional Activation/genetics
8.
PLoS Genet ; 13(8): e1006985, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28846746

ABSTRACT

Cardiac progenitors are specified early in development and progressively differentiate and mature into fully functional cardiomyocytes. This process is controlled by an extensively studied transcriptional program. However, the regulatory events coordinating the progression of such program from development to maturation are largely unknown. Here, we show that the genome organizer CTCF is essential for cardiogenesis and that it mediates genomic interactions to coordinate cardiomyocyte differentiation and maturation in the developing heart. Inactivation of Ctcf in cardiac progenitor cells and their derivatives in vivo during development caused severe cardiac defects and death at embryonic day 12.5. Genome wide expression analysis in Ctcf mutant hearts revealed that genes controlling mitochondrial function and protein production, required for cardiomyocyte maturation, were upregulated. However, mitochondria from mutant cardiomyocytes do not mature properly. In contrast, multiple development regulatory genes near predicted heart enhancers, including genes in the IrxA cluster, were downregulated in Ctcf mutants, suggesting that CTCF promotes cardiomyocyte differentiation by facilitating enhancer-promoter interactions. Accordingly, loss of CTCF disrupts gene expression and chromatin interactions as shown by chromatin conformation capture followed by deep sequencing. Furthermore, CRISPR-mediated deletion of an intergenic CTCF site within the IrxA cluster alters gene expression in the developing heart. Thus, CTCF mediates local regulatory interactions to coordinate transcriptional programs controlling transitions in morphology and function during heart development.


Subject(s)
Chromatin/genetics , Embryonic Development/genetics , Heart Ventricles/growth & development , Heart/growth & development , Repressor Proteins/genetics , Animals , CCCTC-Binding Factor , Cell Differentiation/genetics , Enhancer Elements, Genetic , Gene Expression Regulation, Developmental , Heart/embryology , Heart Ventricles/embryology , Mice , Mitochondria/genetics , Mitochondria/metabolism , Organogenesis/genetics , Promoter Regions, Genetic , Protein Binding , Transcriptional Activation/genetics
10.
Nature ; 496(7446): 498-503, 2013 Apr 25.
Article in English | MEDLINE | ID: mdl-23594743

ABSTRACT

Zebrafish have become a popular organism for the study of vertebrate gene function. The virtually transparent embryos of this species, and the ability to accelerate genetic studies by gene knockdown or overexpression, have led to the widespread use of zebrafish in the detailed investigation of vertebrate gene function and increasingly, the study of human genetic disease. However, for effective modelling of human genetic disease it is important to understand the extent to which zebrafish genes and gene structures are related to orthologous human genes. To examine this, we generated a high-quality sequence assembly of the zebrafish genome, made up of an overlapping set of completely sequenced large-insert clones that were ordered and oriented using a high-resolution high-density meiotic map. Detailed automatic and manual annotation provides evidence of more than 26,000 protein-coding genes, the largest gene set of any vertebrate so far sequenced. Comparison to the human reference genome shows that approximately 70% of human genes have at least one obvious zebrafish orthologue. In addition, the high quality of this genome assembly provides a clearer understanding of key genomic features such as a unique repeat content, a scarcity of pseudogenes, an enrichment of zebrafish-specific genes on chromosome 4 and chromosomal regions that influence sex determination.


Subject(s)
Conserved Sequence/genetics , Genome/genetics , Zebrafish/genetics , Animals , Chromosomes/genetics , Evolution, Molecular , Female , Genes/genetics , Genome, Human/genetics , Genomics , Humans , Male , Meiosis/genetics , Molecular Sequence Annotation , Pseudogenes/genetics , Reference Standards , Sex Determination Processes/genetics , Zebrafish Proteins/genetics
11.
Development ; 142(17): 3009-20, 2015 Sep 01.
Article in English | MEDLINE | ID: mdl-26253404

ABSTRACT

Microphthalmos is a rare congenital anomaly characterized by reduced eye size and visual deficits of variable degree. Sporadic and hereditary microphthalmos have been associated with heterozygous mutations in genes fundamental for eye development. Yet, many cases are idiopathic or await the identification of molecular causes. Here we show that haploinsufficiency of Meis1, which encodes a transcription factor with evolutionarily conserved expression in the embryonic trunk, brain and sensory organs, including the eye, causes microphthalmic traits and visual impairment in adult mice. By combining analysis of Meis1 loss-of-function and conditional Meis1 functional rescue with ChIP-seq and RNA-seq approaches we show that, in contrast to its preferential association with Hox-Pbx BSs in the trunk, Meis1 binds to Hox/Pbx-independent sites during optic cup development. In the eye primordium, Meis1 coordinates, in a dose-dependent manner, retinal proliferation and differentiation by regulating genes responsible for human microphthalmia and components of the Notch signaling pathway. In addition, Meis1 is required for eye patterning by controlling a set of eye territory-specific transcription factors, so that in Meis1(-/-) embryos boundaries among the different eye territories are shifted or blurred. We propose that Meis1 is at the core of a genetic network implicated in eye patterning/microphthalmia, and represents an additional candidate for syndromic cases of these ocular malformations.


Subject(s)
Eye/embryology , Eye/metabolism , Gene Regulatory Networks , Homeodomain Proteins/metabolism , Microphthalmos/embryology , Microphthalmos/genetics , Neoplasm Proteins/metabolism , Aging/pathology , Animals , Apoptosis/genetics , Base Sequence , Binding Sites , Blood Vessels/metabolism , Blood Vessels/pathology , Chromatin Immunoprecipitation , Embryo, Mammalian/metabolism , Embryo, Mammalian/pathology , Enhancer Elements, Genetic/genetics , Haploinsufficiency/genetics , Hematopoiesis/genetics , Homeodomain Proteins/genetics , Humans , Mice , Molecular Sequence Data , Myeloid Ecotropic Viral Integration Site 1 Protein , Neoplasm Proteins/deficiency , Neoplasm Proteins/genetics , Neurogenesis/genetics , Protein Binding , Receptors, Notch/metabolism , Signal Transduction/genetics
13.
Proc Natl Acad Sci U S A ; 108(31): 12591-8, 2011 Aug 02.
Article in English | MEDLINE | ID: mdl-21690386

ABSTRACT

Hedgehog (Hh) moves from the producing cells to regulate the growth and development of distant cells in a variety of tissues. Here, we have investigated the mechanism of Hh release from the producing cells to form a morphogenetic gradient in the Drosophila wing imaginal disk epithelium. We describe that Hh reaches both apical and basolateral plasma membranes, but the apical Hh is subsequently internalized in the producing cells and routed to the basolateral surface, where Hh is released to form a long-range gradient. Functional analysis of the 12-transmembrane protein Dispatched, the glypican Dally-like (Dlp) protein, and the Ig-like and FNNIII domains of protein Interference Hh (Ihog) revealed that Dispatched could be involved in the regulation of vesicular trafficking necessary for basolateral release of Hh, Dlp, and Ihog. We also show that Dlp is needed in Hh-producing cells to allow for Hh release and that Ihog, which has been previously described as an Hh coreceptor, anchors Hh to the basolateral part of the disk epithelium.


Subject(s)
Drosophila Proteins/metabolism , Drosophila melanogaster/metabolism , Epithelium/metabolism , Hedgehog Proteins/metabolism , Membrane Proteins/metabolism , Animals , Animals, Genetically Modified , Cell Membrane/metabolism , Cytoplasmic Vesicles/metabolism , Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Drosophila melanogaster/growth & development , Epithelium/growth & development , Epithelium/ultrastructure , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Hedgehog Proteins/genetics , Immunohistochemistry , Membrane Glycoproteins/genetics , Membrane Glycoproteins/metabolism , Membrane Proteins/genetics , Microscopy, Confocal , Microscopy, Immunoelectron , Morphogenesis , Mutation , Protein Transport , Proteoglycans/genetics , Proteoglycans/metabolism , RNA Interference , Receptors, Cell Surface/genetics , Receptors, Cell Surface/metabolism , Wings, Animal/growth & development , Wings, Animal/metabolism , Wings, Animal/ultrastructure
14.
Proc Natl Acad Sci U S A ; 107(46): 19955-60, 2010 Nov 16.
Article in English | MEDLINE | ID: mdl-21048080

ABSTRACT

Embryonic pluripotency in the mouse is established and maintained by a gene-regulatory network under the control of a core set of transcription factors that include octamer-binding protein 4 (Oct4; official name POU domain, class 5, transcription factor 1, Pou5f1), sex-determining region Y (SRY)-box containing gene 2 (Sox2), and homeobox protein Nanog. Although this network is largely conserved in eutherian mammals, very little information is available regarding its evolutionary conservation in other vertebrates. We have compared the embryonic pluripotency networks in mouse and chick by means of expression analysis in the pregastrulation chicken embryo, genomic comparisons, and functional assays of pluripotency-related regulatory elements in ES cells and blastocysts. We find that multiple components of the network are either novel to mammals or have acquired novel expression domains in early developmental stages of the mouse. We also find that the downstream action of the mouse core pluripotency factors is mediated largely by genomic sequence elements nonconserved with chick. In the case of Sox2 and Fgf4, we find that elements driving expression in embryonic pluripotent cells have evolved by a small number of nucleotide changes that create novel binding sites for core factors. Our results show that the network in charge of embryonic pluripotency is an evolutionary novelty of mammals that is related to the comparatively extended period during which mammalian embryonic cells need to be maintained in an undetermined state before engaging in early differentiation events.


Subject(s)
Embryo, Mammalian/cytology , Embryo, Mammalian/metabolism , Evolution, Molecular , Gene Regulatory Networks , Mammals/embryology , Mammals/genetics , Pluripotent Stem Cells/metabolism , Animals , Base Sequence , Chick Embryo , Conserved Sequence/genetics , Enhancer Elements, Genetic/genetics , Fibroblast Growth Factor 2/genetics , Fibroblast Growth Factor 2/metabolism , Gastrulation/genetics , Gene Expression Regulation, Developmental , Genome/genetics , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , Mice , Molecular Sequence Data , Nanog Homeobox Protein , Octamer Transcription Factor-3/genetics , Octamer Transcription Factor-3/metabolism , SOXB1 Transcription Factors/genetics , SOXB1 Transcription Factors/metabolism , Species Specificity
15.
Nat Commun ; 14(1): 12, 2023 01 03.
Article in English | MEDLINE | ID: mdl-36596811

ABSTRACT

Here we explored the role of interleukin-1ß (IL-1ß) repressor cytokine, IL-1 receptor antagonist (IL-1rn), in both healthy and abnormal hematopoiesis. Low IL-1RN is frequent in acute myeloid leukemia (AML) patients and represents a prognostic marker of reduced survival. Treatments with IL-1RN and the IL-1ß monoclonal antibody canakinumab reduce the expansion of leukemic cells, including CD34+ progenitors, in AML xenografts. In vivo deletion of IL-1rn induces hematopoietic stem cell (HSC) differentiation into the myeloid lineage and hampers B cell development via transcriptional activation of myeloid differentiation pathways dependent on NFκB. Low IL-1rn is present in an experimental model of pre-leukemic myelopoiesis, and IL-1rn deletion promotes myeloproliferation, which relies on the bone marrow hematopoietic and stromal compartments. Conversely, IL-1rn protects against pre-leukemic myelopoiesis. Our data reveal that HSC differentiation is controlled by balanced IL-1ß/IL-1rn levels under steady-state, and that loss of repression of IL-1ß signaling may underlie pre-leukemic lesion and AML progression.


Subject(s)
Leukemia, Myeloid, Acute , Receptors, Interleukin-1 , Humans , Receptors, Interleukin-1/genetics , Bone Marrow , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Cell Proliferation , Antigens, CD34
16.
Nat Cardiovasc Res ; 2: 2023530-549, 2023 May 29.
Article in English | MEDLINE | ID: mdl-37745941

ABSTRACT

The Notch pathway is a major regulator of endothelial transcriptional specification. Targeting the Notch receptors or Delta-like ligand 4 (Dll4) dysregulates angiogenesis. Here, by analyzing single and compound genetic mutants for all Notch signaling members, we find significant differences in the way ligands and receptors regulate liver vascular homeostasis. Loss of Notch receptors caused endothelial hypermitogenic cell-cycle arrest and senescence. Conversely, Dll4 loss triggered a strong Myc-driven transcriptional switch inducing endothelial proliferation and the tip-cell state. Myc loss suppressed the induction of angiogenesis in the absence of Dll4, without preventing the vascular enlargement and organ pathology. Similarly, inhibition of other pro-angiogenic pathways, including MAPK/ERK and mTOR, had no effect on the vascular expansion induced by Dll4 loss; however, anti-VEGFA treatment prevented it without fully suppressing the transcriptional and metabolic programs. This study shows incongruence between single-cell transcriptional states, vascular phenotypes and related pathophysiology. Our findings also suggest that the vascular structure abnormalization, rather than neoplasms, causes the reported anti-Dll4 antibody toxicity.

17.
Sci Adv ; 8(28): eabo3583, 2022 Jul 15.
Article in English | MEDLINE | ID: mdl-35857513

ABSTRACT

Pluripotent cells are a transient population of the mammalian embryo dependent on transcription factors, such as OCT4 and NANOG, which maintain pluripotency while suppressing lineage specification. However, these factors are also expressed during early phases of differentiation, and their role in the transition from pluripotency to lineage specification is largely unknown. We found that pluripotency factors play a dual role in regulating key lineage specifiers, initially repressing their expression and later being required for their proper activation. We show that Oct4 is necessary for activation of HoxB genes during differentiation of embryonic stem cells and in the embryo. In addition, we show that the HoxB cluster is coordinately regulated by OCT4 binding sites located at the 3' end of the cluster. Our results show that core pluripotency factors are not limited to maintaining the precommitted epiblast but are also necessary for the proper deployment of subsequent developmental programs.

18.
Front Genet ; 10: 978, 2019.
Article in English | MEDLINE | ID: mdl-31708961

ABSTRACT

The development of single cell transcriptome sequencing has allowed researchers the possibility to dig inside the role of the individual cell types in a plethora of disease scenarios. It also expands to the whole transcriptome what before was only possible for a few tenths of antibodies in cell population analysis. More importantly, it allows resolving the permanent question of whether the changes observed in a particular bulk experiment are a consequence of changes in cell type proportions or an aberrant behavior of a particular cell type. However, single cell experiments are still complex to perform and expensive to sequence making bulk RNA-Seq experiments yet more common. scRNA-Seq data is proving highly relevant information for the characterization of the immune cell repertoire in different diseases ranging from cancer to atherosclerosis. In particular, as scRNA-Seq becomes more widely used, new types of immune cell populations emerge and their role in the genesis and evolution of the disease opens new avenues for personalized immune therapies. Immunotherapy have already proven successful in a variety of tumors such as breast, colon and melanoma and its value in other types of disease is being currently explored. From a statistical perspective, single-cell data are particularly interesting due to its high dimensionality, overcoming the limitations of the "skinny matrix" that traditional bulk RNA-Seq experiments yield. With the technological advances that enable sequencing hundreds of thousands of cells, scRNA-Seq data have become especially suitable for the application of Machine Learning algorithms such as Deep Learning (DL). We present here a DL based method to enumerate and quantify the immune infiltration in colorectal and breast cancer bulk RNA-Seq samples starting from scRNA-Seq. Our method makes use of a Deep Neural Network (DNN) model that allows quantification not only of lymphocytes as a general population but also of specific CD8+, CD4Tmem, CD4Th and CD4Tregs subpopulations, as well as B-cells and Stromal content. Moreover, the signatures are built from scRNA-Seq data from the tumor, preserving the specific characteristics of the tumor microenvironment as opposite to other approaches in which cells were isolated from blood. Our method was applied to synthetic bulk RNA-Seq and to samples from the TCGA project yielding very accurate results in terms of quantification and survival prediction.

19.
Front Genet ; 10: 1373, 2019.
Article in English | MEDLINE | ID: mdl-32117421

ABSTRACT

[This corrects the article DOI: 10.3389/fgene.2019.00978.].

20.
Biol Open ; 8(11)2019 Dec 02.
Article in English | MEDLINE | ID: mdl-31791948

ABSTRACT

Pluripotency is regulated by a network of transcription factors that maintain early embryonic cells in an undifferentiated state while allowing them to proliferate. NANOG is a critical factor for maintaining pluripotency and its role in primordial germ cell differentiation has been well described. However, Nanog is expressed during gastrulation across all the posterior epiblast, and only later in development is its expression restricted to primordial germ cells. In this work, we unveiled a previously unknown mechanism by which Nanog specifically represses genes involved in anterior epiblast lineage. Analysis of transcriptional data from both embryonic stem cells and gastrulating mouse embryos revealed Pou3f1 expression to be negatively correlated with that of Nanog during the early stages of differentiation. We have functionally demonstrated Pou3f1 to be a direct target of NANOG by using a dual transgene system for the controlled expression of Nanog Use of Nanog null ES cells further demonstrated a role for Nanog in repressing a subset of anterior neural genes. Deletion of a NANOG binding site (BS) located nine kilobases downstream of the transcription start site of Pou3f1 revealed this BS to have a specific role in the regionalization of the expression of this gene in the embryo. Our results indicate an active role of Nanog inhibiting neural regulatory networks by repressing Pou3f1 at the onset of gastrulation.This article has an associated First Person interview with the joint first authors of the paper.

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