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1.
Nat Biotechnol ; 42(1): 40-51, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37055623

ABSTRACT

Assessment of single-cell gene expression (single-cell RNA sequencing) and adaptive immune receptor (AIR) sequencing (scVDJ-seq) has been invaluable in studying lymphocyte biology. Here we introduce Dandelion, a computational pipeline for scVDJ-seq analysis. It enables the application of standard V(D)J analysis workflows to single-cell datasets, delivering improved V(D)J contig annotation and the identification of nonproductive and partially spliced contigs. We devised a strategy to create an AIR feature space that can be used for both differential V(D)J usage analysis and pseudotime trajectory inference. The application of Dandelion improved the alignment of human thymic development trajectories of double-positive T cells to mature single-positive CD4/CD8 T cells, generating predictions of factors regulating lineage commitment. Dandelion analysis of other cell compartments provided insights into the origins of human B1 cells and ILC/NK cell development, illustrating the power of our approach. Dandelion is available at https://www.github.com/zktuong/dandelion .


Subject(s)
Taraxacum , Humans , T-Lymphocytes , Single-Cell Analysis
3.
Nat Commun ; 13(1): 2885, 2022 05 24.
Article in English | MEDLINE | ID: mdl-35610203

ABSTRACT

Myeloid cells are central to homeostasis and immunity. Characterising in vitro myelopoiesis protocols is imperative for their use in research, immunotherapies, and understanding human myelopoiesis. Here, we generate a >470K cells molecular map of human induced pluripotent stem cells (iPSC) differentiation into macrophages. Integration with in vivo single-cell atlases shows in vitro differentiation recapitulates features of yolk sac hematopoiesis, before definitive hematopoietic stem cells (HSC) emerge. The diversity of myeloid cells generated, including mast cells and monocytes, suggests that HSC-independent hematopoiesis can produce multiple myeloid lineages. We uncover poorly described myeloid progenitors and conservation between in vivo and in vitro regulatory programs. Additionally, we develop a protocol to produce iPSC-derived dendritic cells (DC) resembling cDC2. Using CRISPR/Cas9 knock-outs, we validate the effects of key transcription factors in macrophage and DC ontogeny. This roadmap of myeloid differentiation is an important resource for investigating human fetal hematopoiesis and new therapeutic opportunities.


Subject(s)
Induced Pluripotent Stem Cells , Myelopoiesis , Cell Differentiation/genetics , Cell Lineage/genetics , Genomics , Hematopoiesis/genetics , Humans , Myelopoiesis/genetics
5.
Nat Commun ; 12(1): 651, 2021 01 28.
Article in English | MEDLINE | ID: mdl-33510161

ABSTRACT

To investigate the three-dimensional (3D) genome architecture across normal B cell differentiation and in neoplastic cells from different subtypes of chronic lymphocytic leukemia and mantle cell lymphoma patients, here we integrate in situ Hi-C and nine additional omics layers. Beyond conventional active (A) and inactive (B) compartments, we uncover a highly-dynamic intermediate compartment enriched in poised and polycomb-repressed chromatin. During B cell development, 28% of the compartments change, mostly involving a widespread chromatin activation from naive to germinal center B cells and a reversal to the naive state upon further maturation into memory B cells. B cell neoplasms are characterized by both entity and subtype-specific alterations in 3D genome organization, including large chromatin blocks spanning key disease-specific genes. This study indicates that 3D genome interactions are extensively modulated during normal B cell differentiation and that the genome of B cell neoplasias acquires a tumor-specific 3D genome architecture.


Subject(s)
B-Lymphocytes/metabolism , Cell Differentiation/genetics , Cell Transformation, Neoplastic/genetics , Chromatin Assembly and Disassembly/genetics , Chromatin/genetics , Genome, Human/genetics , B-Lymphocytes/cytology , Gene Expression Regulation, Neoplastic , Genomics/methods , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Leukemia, Lymphocytic, Chronic, B-Cell/pathology , Lymphoma, Mantle-Cell/genetics , Lymphoma, Mantle-Cell/pathology
6.
Genome Res ; 30(9): 1217-1227, 2020 09.
Article in English | MEDLINE | ID: mdl-32820006

ABSTRACT

Multiple myeloma (MM) is a plasma cell neoplasm associated with a broad variety of genetic lesions. In spite of this genetic heterogeneity, MMs share a characteristic malignant phenotype whose underlying molecular basis remains poorly characterized. In the present study, we examined plasma cells from MM using a multi-epigenomics approach and demonstrated that, when compared to normal B cells, malignant plasma cells showed an extensive activation of regulatory elements, in part affecting coregulated adjacent genes. Among target genes up-regulated by this process, we found members of the NOTCH, NF-kB, MTOR signaling, and TP53 signaling pathways. Other activated genes included sets involved in osteoblast differentiation and response to oxidative stress, all of which have been shown to be associated with the MM phenotype and clinical behavior. We functionally characterized MM-specific active distant enhancers controlling the expression of thioredoxin (TXN), a major regulator of cellular redox status and, in addition, identified PRDM5 as a novel essential gene for MM. Collectively, our data indicate that aberrant chromatin activation is a unifying feature underlying the malignant plasma cell phenotype.


Subject(s)
Chromatin/metabolism , Gene Expression Regulation, Neoplastic , Multiple Myeloma/genetics , Plasma Cells/metabolism , Cell Line , DNA-Binding Proteins/metabolism , Epigenesis, Genetic , Humans , NF-kappa B/metabolism , Osteogenesis/genetics , Receptors, Notch/metabolism , Signal Transduction , TOR Serine-Threonine Kinases/metabolism , Thioredoxins/metabolism , Transcription Factors/metabolism , Tumor Suppressor Protein p53/metabolism , Up-Regulation
7.
Blood ; 136(12): 1419-1432, 2020 09 17.
Article in English | MEDLINE | ID: mdl-32584970

ABSTRACT

Mantle cell lymphoma (MCL) is a mature B-cell neoplasm initially driven by CCND1 rearrangement with 2 molecular subtypes, conventional MCL (cMCL) and leukemic non-nodal MCL (nnMCL), that differ in their clinicobiological behavior. To identify the genetic and epigenetic alterations determining this diversity, we used whole-genome (n = 61) and exome (n = 21) sequencing (74% cMCL, 26% nnMCL) combined with transcriptome and DNA methylation profiles in the context of 5 MCL reference epigenomes. We identified that open and active chromatin at the major translocation cluster locus might facilitate the t(11;14)(q13;32), which modifies the 3-dimensional structure of the involved regions. This translocation is mainly acquired in precursor B cells mediated by recombination-activating genes in both MCL subtypes, whereas in 8% of cases the translocation occurs in mature B cells mediated by activation-induced cytidine deaminase. We identified novel recurrent MCL drivers, including CDKN1B, SAMHD1, BCOR, SYNE1, HNRNPH1, SMARCB1, and DAZAP1. Complex structural alterations emerge as a relevant early oncogenic mechanism in MCL, targeting key driver genes. Breakage-fusion-bridge cycles and translocations activated oncogenes (BMI1, MIR17HG, TERT, MYC, and MYCN), generating gene amplifications and remodeling regulatory regions. cMCL carried significant higher numbers of structural variants, copy number alterations, and driver changes than nnMCL, with exclusive alterations of ATM in cMCL, whereas TP53 and TERT alterations were slightly enriched in nnMCL. Several drivers had prognostic impact, but only TP53 and MYC aberrations added value independently of genomic complexity. An increasing genomic complexity, together with the presence of breakage-fusion-bridge cycles and high DNA methylation changes related to the proliferative cell history, defines patients with different clinical evolution.


Subject(s)
Epigenesis, Genetic , Gene Rearrangement , Lymphoma, Mantle-Cell/genetics , Mutation , Adult , Aged , Aged, 80 and over , Cell Proliferation , Cyclin D1/genetics , DNA Methylation , Female , Gene Expression Regulation, Neoplastic , Genomics , Humans , Immunoglobulins/genetics , Lymphoma, Mantle-Cell/pathology , Male , Middle Aged
8.
Nat Med ; 24(6): 868-880, 2018 06.
Article in English | MEDLINE | ID: mdl-29785028

ABSTRACT

Chronic lymphocytic leukemia (CLL) is a frequent hematological neoplasm in which underlying epigenetic alterations are only partially understood. Here, we analyze the reference epigenome of seven primary CLLs and the regulatory chromatin landscape of 107 primary cases in the context of normal B cell differentiation. We identify that the CLL chromatin landscape is largely influenced by distinct dynamics during normal B cell maturation. Beyond this, we define extensive catalogues of regulatory elements de novo reprogrammed in CLL as a whole and in its major clinico-biological subtypes classified by IGHV somatic hypermutation levels. We uncover that IGHV-unmutated CLLs harbor more active and open chromatin than IGHV-mutated cases. Furthermore, we show that de novo active regions in CLL are enriched for NFAT, FOX and TCF/LEF transcription factor family binding sites. Although most genetic alterations are not associated with consistent epigenetic profiles, CLLs with MYD88 mutations and trisomy 12 show distinct chromatin configurations. Furthermore, we observe that non-coding mutations in IGHV-mutated CLLs are enriched in H3K27ac-associated regulatory elements outside accessible chromatin. Overall, this study provides an integrative portrait of the CLL epigenome, identifies extensive networks of altered regulatory elements and sheds light on the relationship between the genetic and epigenetic architecture of the disease.


Subject(s)
Chromatin/metabolism , Epigenomics , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , B-Lymphocytes/metabolism , Base Sequence , Cohort Studies , Humans
9.
J Biol Chem ; 293(6): 2183-2194, 2018 02 09.
Article in English | MEDLINE | ID: mdl-29273634

ABSTRACT

Deubiquitinases are proteases with a wide functional diversity that profoundly impact multiple biological processes. Among them, the ubiquitin-specific protease 36 (USP36) has been implicated in the regulation of nucleolar activity. However, its functional relevance in vivo has not yet been fully described. Here, we report the generation of an Usp36-deficient mouse model to examine the function of this enzyme. We show that Usp36 depletion is lethal in preimplantation mouse embryos, where it blocks the transition from morula to blastocyst during embryonic development. USP36 reduces the ubiquitination levels and increases the stability of the DEAH-box RNA helicase DHX33, which is critically involved in ribosomal RNA synthesis and mRNA translation. In agreement with this finding, O-propargyl-puromycin incorporation experiments, Northern blot, and electron microscopy analyses demonstrated the role of USP36 in ribosomal RNA and protein synthesis. Finally, we show that USP36 down-regulation alters cell proliferation in human cancer cells by inducing both apoptosis and cell cycle arrest, and that reducing DHX33 levels through short hairpin RNA interference has the same effect. Collectively, these results support that Usp36 is essential for cell and organism viability because of its role in ribosomal RNA processing and protein synthesis, which is mediated, at least in part, by regulating DHX33 stability.


Subject(s)
Blastocyst , DEAD-box RNA Helicases/chemistry , Deubiquitinating Enzymes/physiology , RNA Helicases/chemistry , Ubiquitin Thiolesterase/physiology , Animals , Apoptosis , Cell Line, Tumor , Cell Proliferation , Deubiquitinating Enzymes/genetics , Embryo Loss , Humans , Mice , Mice, Knockout , Protein Biosynthesis , Protein Stability , RNA, Ribosomal , Ubiquitin Thiolesterase/genetics
10.
Cancer Cell ; 30(5): 806-821, 2016 Nov 14.
Article in English | MEDLINE | ID: mdl-27846393

ABSTRACT

We analyzed the in silico purified DNA methylation signatures of 82 mantle cell lymphomas (MCL) in comparison with cell subpopulations spanning the entire B cell lineage. We identified two MCL subgroups, respectively carrying epigenetic imprints of germinal-center-inexperienced and germinal-center-experienced B cells, and we found that DNA methylation profiles during lymphomagenesis are largely influenced by the methylation dynamics in normal B cells. An integrative epigenomic approach revealed 10,504 differentially methylated regions in regulatory elements marked by H3K27ac in MCL primary cases, including a distant enhancer showing de novo looping to the MCL oncogene SOX11. Finally, we observed that the magnitude of DNA methylation changes per case is highly variable and serves as an independent prognostic factor for MCL outcome.


Subject(s)
DNA Methylation , Enhancer Elements, Genetic , Epigenomics/methods , High-Throughput Nucleotide Sequencing/methods , Lymphoma, Mantle-Cell/genetics , B-Lymphocytes/metabolism , Cell Line, Tumor , Cell Lineage , Computer Simulation , Epigenesis, Genetic , Gene Expression Regulation, Neoplastic , Humans , SOXC Transcription Factors/genetics
11.
EMBO Mol Med ; 7(12): 1529-46, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26516212

ABSTRACT

The epigenomic landscape of Parkinson's disease (PD) remains unknown. We performed a genomewide DNA methylation and a transcriptome studies in induced pluripotent stem cell (iPSC)-derived dopaminergic neurons (DAn) generated by cell reprogramming of somatic skin cells from patients with monogenic LRRK2-associated PD (L2PD) or sporadic PD (sPD), and healthy subjects. We observed extensive DNA methylation changes in PD DAn, and of RNA expression, which were common in L2PD and sPD. No significant methylation differences were present in parental skin cells, undifferentiated iPSCs nor iPSC-derived neural cultures not-enriched-in-DAn. These findings suggest the presence of molecular defects in PD somatic cells which manifest only upon differentiation into the DAn cells targeted in PD. The methylation profile from PD DAn, but not from controls, resembled that of neural cultures not-enriched-in-DAn indicating a failure to fully acquire the epigenetic identity own to healthy DAn in PD. The PD-associated hypermethylation was prominent in gene regulatory regions such as enhancers and was related to the RNA and/or protein downregulation of a network of transcription factors relevant to PD (FOXA1, NR3C1, HNF4A, and FOSL2). Using a patient-specific iPSC-based DAn model, our study provides the first evidence that epigenetic deregulation is associated with monogenic and sporadic PD.


Subject(s)
Dopaminergic Neurons/physiology , Induced Pluripotent Stem Cells/physiology , Parkinson Disease/genetics , Cellular Reprogramming , DNA Methylation , Epigenomics , Gene Expression Profiling , Humans , Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 , Parkinson Disease/metabolism , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism
12.
Nat Genet ; 47(7): 746-56, 2015 Jul.
Article in English | MEDLINE | ID: mdl-26053498

ABSTRACT

We analyzed the DNA methylome of ten subpopulations spanning the entire B cell differentiation program by whole-genome bisulfite sequencing and high-density microarrays. We observed that non-CpG methylation disappeared upon B cell commitment, whereas CpG methylation changed extensively during B cell maturation, showing an accumulative pattern and affecting around 30% of all measured CpG sites. Early differentiation stages mainly displayed enhancer demethylation, which was associated with upregulation of key B cell transcription factors and affected multiple genes involved in B cell biology. Late differentiation stages, in contrast, showed extensive demethylation of heterochromatin and methylation gain at Polycomb-repressed areas, and genes with apparent functional impact in B cells were not affected. This signature, which has previously been linked to aging and cancer, was particularly widespread in mature cells with an extended lifespan. Comparing B cell neoplasms with their normal counterparts, we determined that they frequently acquire methylation changes in regions already undergoing dynamic methylation during normal B cell differentiation.


Subject(s)
B-Lymphocytes/physiology , DNA Methylation , Epigenesis, Genetic/immunology , Base Sequence , Cell Differentiation , Cells, Cultured , CpG Islands , Gene Expression Regulation, Leukemic , Genome, Human , Humans , Leukemia, B-Cell/genetics , Sequence Analysis, DNA
13.
Int J Cancer ; 136(4): E161-72, 2015 Feb 15.
Article in English | MEDLINE | ID: mdl-25053293

ABSTRACT

The multikinase inhibitor sorafenib is the only effective drug in advanced cases of hepatocellular carcinoma (HCC). However, response differs among patients and effectiveness only implies a delay. We have recently described that sorafenib sensitizes HCC cells to apoptosis. In this work, we have explored the response to this drug of six different liver tumor cell lines to define a phenotypic signature that may predict lack of response in HCC patients. Results have indicated that liver tumor cells that show a mesenchymal-like phenotype, resistance to the suppressor effects of transforming growth factor beta (TGF-ß) and high expression of the stem cell marker CD44 were refractory to sorafenib-induced cell death in in vitro studies, which correlated with lack of response to sorafenib in nude mice xenograft models of human HCC. In contrast, epithelial-like cells expressing the stem-related proteins EpCAM or CD133 were sensitive to sorafenib-induced apoptosis both in vitro and in vivo. A cross-talk between the TGF-ß pathway and the acquisition of a mesenchymal-like phenotype with up-regulation of CD44 expression was found in the HCC cell lines. Targeted CD44 knock-down in the mesenchymal-like cells indicated that CD44 plays an active role in protecting HCC cells from sorafenib-induced apoptosis. However, CD44 effect requires a TGF-ß-induced mesenchymal background, since the only overexpression of CD44 in epithelial-like HCC cells is not sufficient to impair sorafenib-induced cell death. In conclusion, a mesenchymal profile and expression of CD44, linked to activation of the TGF-ß pathway, may predict lack of response to sorafenib in HCC patients.


Subject(s)
Antineoplastic Agents/pharmacology , Hyaluronan Receptors/metabolism , Liver Neoplasms, Experimental/metabolism , Niacinamide/analogs & derivatives , Phenylurea Compounds/pharmacology , Animals , Apoptosis , Cell Survival/drug effects , Drug Resistance, Neoplasm , Epithelial-Mesenchymal Transition , Hep G2 Cells , Humans , Liver Neoplasms, Experimental/drug therapy , Liver Neoplasms, Experimental/pathology , Mice, Nude , Niacinamide/pharmacology , Phenotype , Sorafenib , Transforming Growth Factor beta/physiology , Xenograft Model Antitumor Assays
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