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1.
Genes Dev ; 36(7-8): 451-467, 2022 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-35450883

RESUMO

Genome organization plays a pivotal role in transcription, but how transcription factors (TFs) rewire the structure of the genome to initiate and maintain the programs that lead to oncogenic transformation remains poorly understood. Acute promyelocytic leukemia (APL) is a fatal subtype of leukemia driven by a chromosomal translocation between the promyelocytic leukemia (PML) and retinoic acid receptor α (RARα) genes. We used primary hematopoietic stem and progenitor cells (HSPCs) and leukemic blasts that express the fusion protein PML-RARα as a paradigm to temporally dissect the dynamic changes in the epigenome, transcriptome, and genome architecture induced during oncogenic transformation. We found that PML-RARα initiates a continuum of topologic alterations, including switches from A to B compartments, transcriptional repression, loss of active histone marks, and gain of repressive histone marks. Our multiomics-integrated analysis identifies Klf4 as an early down-regulated gene in PML-RARα-driven leukemogenesis. Furthermore, we characterized the dynamic alterations in the Klf4 cis-regulatory network during APL progression and demonstrated that ectopic Klf4 overexpression can suppress self-renewal and reverse the differentiation block induced by PML-RARα. Our study provides a comprehensive in vivo temporal dissection of the epigenomic and topological reprogramming induced by an oncogenic TF and illustrates how topological architecture can be used to identify new drivers of malignant transformation.


Assuntos
Leucemia Promielocítica Aguda , Diferenciação Celular/genética , Transformação Celular Neoplásica/genética , Humanos , Fator 4 Semelhante a Kruppel , Leucemia Promielocítica Aguda/genética , Proteínas de Fusão Oncogênica/genética , Proteínas de Fusão Oncogênica/metabolismo , Fatores de Transcrição/metabolismo , Tretinoína/farmacologia
2.
EMBO J ; 43(9): 1770-1798, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38565950

RESUMO

The cancer epigenome has been studied in cells cultured in two-dimensional (2D) monolayers, but recent studies highlight the impact of the extracellular matrix and the three-dimensional (3D) environment on multiple cellular functions. Here, we report the physical, biochemical, and genomic differences between T47D breast cancer cells cultured in 2D and as 3D spheroids. Cells within 3D spheroids exhibit a rounder nucleus with less accessible, more compacted chromatin, as well as altered expression of ~2000 genes, the majority of which become repressed. Hi-C analysis reveals that cells in 3D are enriched for regions belonging to the B compartment, have decreased chromatin-bound CTCF and increased fusion of topologically associating domains (TADs). Upregulation of the Hippo pathway in 3D spheroids results in the activation of the LATS1 kinase, which promotes phosphorylation and displacement of CTCF from DNA, thereby likely causing the observed TAD fusions. 3D cells show higher chromatin binding of progesterone receptor (PR), leading to an increase in the number of hormone-regulated genes. This effect is in part mediated by LATS1 activation, which favors cytoplasmic retention of YAP and CTCF removal.


Assuntos
Neoplasias da Mama , Fator de Ligação a CCCTC , Cromatina , Proteínas Serina-Treonina Quinases , Humanos , Fator de Ligação a CCCTC/metabolismo , Fator de Ligação a CCCTC/genética , Neoplasias da Mama/metabolismo , Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Proteínas Serina-Treonina Quinases/metabolismo , Proteínas Serina-Treonina Quinases/genética , Cromatina/metabolismo , Cromatina/genética , Feminino , Linhagem Celular Tumoral , Regulação Neoplásica da Expressão Gênica , Esferoides Celulares/metabolismo , Esferoides Celulares/patologia , Receptores de Progesterona/metabolismo , Receptores de Progesterona/genética , Via de Sinalização Hippo
3.
Mol Cell ; 78(3): 522-538.e9, 2020 05 07.
Artigo em Inglês | MEDLINE | ID: mdl-32220303

RESUMO

To understand the role of the extensive senescence-associated 3D genome reorganization, we generated genome-wide chromatin interaction maps, epigenome, replication-timing, whole-genome bisulfite sequencing, and gene expression profiles from cells entering replicative senescence (RS) or upon oncogene-induced senescence (OIS). We identify senescence-associated heterochromatin domains (SAHDs). Differential intra- versus inter-SAHD interactions lead to the formation of senescence-associated heterochromatin foci (SAHFs) in OIS but not in RS. This OIS-specific configuration brings active genes located in genomic regions adjacent to SAHDs in close spatial proximity and favors their expression. We also identify DNMT1 as a factor that induces SAHFs by promoting HMGA2 expression. Upon DNMT1 depletion, OIS cells transition to a 3D genome conformation akin to that of cells in replicative senescence. These data show how multi-omics and imaging can identify critical features of RS and OIS and discover determinants of acute senescence and SAHF formation.


Assuntos
Senescência Celular/genética , DNA (Citosina-5-)-Metiltransferase 1/genética , Genoma Humano , Oncogenes , Células Cultivadas , Montagem e Desmontagem da Cromatina/genética , DNA (Citosina-5-)-Metiltransferase 1/metabolismo , Metilação de DNA , Fibroblastos , Heterocromatina/genética , Humanos , Hibridização in Situ Fluorescente
4.
Nat Methods ; 21(7): 1245-1256, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38844629

RESUMO

Microscopy-based spatially resolved omic methods are transforming the life sciences. However, these methods rely on high numerical aperture objectives and cannot resolve crowded molecular targets, limiting the amount of extractable biological information. To overcome these limitations, here we develop Deconwolf, an open-source, user-friendly software for high-performance deconvolution of widefield fluorescence microscopy images, which efficiently runs on laptop computers. Deconwolf enables accurate quantification of crowded diffraction limited fluorescence dots in DNA and RNA fluorescence in situ hybridization images and allows robust detection of individual transcripts in tissue sections imaged with ×20 air objectives. Deconvolution of in situ spatial transcriptomics images with Deconwolf increased the number of transcripts identified more than threefold, while the application of Deconwolf to images obtained by fluorescence in situ sequencing of barcoded Oligopaint probes drastically improved chromosome tracing. Deconwolf greatly facilitates the use of deconvolution in many bioimaging applications.


Assuntos
Processamento de Imagem Assistida por Computador , Hibridização in Situ Fluorescente , Microscopia de Fluorescência , Software , Microscopia de Fluorescência/métodos , Hibridização in Situ Fluorescente/métodos , Processamento de Imagem Assistida por Computador/métodos , Animais , Camundongos , Humanos
5.
Nature ; 587(7834): 377-386, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32894860

RESUMO

Here we describe the LifeTime Initiative, which aims to track, understand and target human cells during the onset and progression of complex diseases, and to analyse their response to therapy at single-cell resolution. This mission will be implemented through the development, integration and application of single-cell multi-omics and imaging, artificial intelligence and patient-derived experimental disease models during the progression from health to disease. The analysis of large molecular and clinical datasets will identify molecular mechanisms, create predictive computational models of disease progression, and reveal new drug targets and therapies. The timely detection and interception of disease embedded in an ethical and patient-centred vision will be achieved through interactions across academia, hospitals, patient associations, health data management systems and industry. The application of this strategy to key medical challenges in cancer, neurological and neuropsychiatric disorders, and infectious, chronic inflammatory and cardiovascular diseases at the single-cell level will usher in cell-based interceptive medicine in Europe over the next decade.


Assuntos
Terapia Baseada em Transplante de Células e Tecidos , Atenção à Saúde/métodos , Atenção à Saúde/tendências , Medicina/métodos , Medicina/tendências , Patologia , Análise de Célula Única , Inteligência Artificial , Atenção à Saúde/ética , Atenção à Saúde/normas , Diagnóstico Precoce , Educação Médica , Europa (Continente) , Feminino , Saúde , Humanos , Legislação Médica , Masculino , Medicina/normas
6.
PLoS Pathog ; 19(3): e1011224, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36996041

RESUMO

Mosquito transmission of dengue viruses to humans starts with infection of skin resident cells at the biting site. There is great interest in identifying transmission-enhancing factors in mosquito saliva in order to counteract them. Here we report the discovery of high levels of the anti-immune subgenomic flaviviral RNA (sfRNA) in dengue virus 2-infected mosquito saliva. We established that sfRNA is present in saliva using three different methods: northern blot, RT-qPCR and RNA sequencing. We next show that salivary sfRNA is protected in detergent-sensitive compartments, likely extracellular vesicles. In support of this hypothesis, we visualized viral RNAs in vesicles in mosquito saliva and noted a marked enrichment of signal from 3'UTR sequences, which is consistent with the presence of sfRNA. Furthermore, we show that incubation with mosquito saliva containing higher sfRNA levels results in higher virus infectivity in a human hepatoma cell line and human primary dermal fibroblasts. Transfection of 3'UTR RNA prior to DENV2 infection inhibited type I and III interferon induction and signaling, and enhanced viral replication. Therefore, we posit that sfRNA present in salivary extracellular vesicles is delivered to cells at the biting site to inhibit innate immunity and enhance dengue virus transmission.


Assuntos
Aedes , Culicidae , Dengue , Flavivirus , Animais , Humanos , Flavivirus/genética , RNA Subgenômico , Saliva/metabolismo , Regiões 3' não Traduzidas , Replicação Viral , RNA Viral/genética , RNA Viral/metabolismo
7.
Nucleic Acids Res ; 50(7): 3892-3910, 2022 04 22.
Artigo em Inglês | MEDLINE | ID: mdl-35380694

RESUMO

Up to seven members of the histone H1 family may contribute to chromatin compaction and its regulation in human somatic cells. In breast cancer cells, knock-down of multiple H1 variants deregulates many genes, promotes the appearance of genome-wide accessibility sites and triggers an interferon response via activation of heterochromatic repeats. However, how these changes in the expression profile relate to the re-distribution of H1 variants as well as to genome conformational changes have not been yet studied. Here, we combined ChIP-seq of five endogenous H1 variants with Chromosome Conformation Capture analysis in wild-type and H1.2/H1.4 knock-down T47D cells. The results indicate that H1 variants coexist in the genome in two large groups depending on the local GC content and that their distribution is robust with respect to H1 depletion. Despite the small changes in H1 variants distribution, knock-down of H1 translated into more isolated but de-compacted chromatin structures at the scale of topologically associating domains (TADs). Such changes in TAD structure correlated with a coordinated gene expression response of their resident genes. This is the first report describing simultaneous profiling of five endogenous H1 variants and giving functional evidence of genome topology alterations upon H1 depletion in human cancer cells.


Assuntos
Cromatina , Histonas , Composição de Bases , Cromatina/genética , Montagem e Desmontagem da Cromatina , Expressão Gênica , Histonas/genética , Histonas/metabolismo , Humanos
8.
Nat Methods ; 17(8): 822-832, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32719531

RESUMO

There is a need for methods that can image chromosomes with genome-wide coverage, as well as greater genomic and optical resolution. We introduce OligoFISSEQ, a suite of three methods that leverage fluorescence in situ sequencing (FISSEQ) of barcoded Oligopaint probes to enable the rapid visualization of many targeted genomic regions. Applying OligoFISSEQ to human diploid fibroblast cells, we show how four rounds of sequencing are sufficient to produce 3D maps of 36 genomic targets across six chromosomes in hundreds to thousands of cells, implying a potential to image thousands of targets in only five to eight rounds of sequencing. We also use OligoFISSEQ to trace chromosomes at finer resolution, following the path of the X chromosome through 46 regions, with separate studies showing compatibility of OligoFISSEQ with immunocytochemistry. Finally, we combined OligoFISSEQ with OligoSTORM, laying the foundation for accelerated single-molecule super-resolution imaging of large swaths of, if not entire, human genomes.


Assuntos
Coloração Cromossômica/métodos , Cromossomos/química , Cromossomos/genética , Genoma Humano , Humanos , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Sondas de Oligonucleotídeos , Mapeamento Físico do Cromossomo
9.
Nucleic Acids Res ; 49(4): 1840-1858, 2021 02 26.
Artigo em Inglês | MEDLINE | ID: mdl-33444439

RESUMO

The 3D genome is characterized by a complex organization made of genomic and epigenomic layers with profound implications on gene regulation and cell function. However, the understanding of the fundamental mechanisms driving the crosstalk between nuclear architecture and (epi)genomic information is still lacking. The plant Arabidopsis thaliana is a powerful model organism to address these questions owing to its compact genome for which we have a rich collection of microscopy, chromosome conformation capture (Hi-C) and ChIP-seq experiments. Using polymer modelling, we investigate the roles of nucleolus formation and epigenomics-driven interactions in shaping the 3D genome of A. thaliana. By validation of several predictions with published data, we demonstrate that self-attracting nucleolar organizing regions and repulsive constitutive heterochromatin are major mechanisms to regulate the organization of chromosomes. Simulations also suggest that interphase chromosomes maintain a partial structural memory of the V-shapes, typical of (sub)metacentric chromosomes in anaphase. Additionally, self-attraction between facultative heterochromatin regions facilitates the formation of Polycomb bodies hosting H3K27me3-enriched gene-clusters. Since nucleolus and heterochromatin are highly-conserved in eukaryotic cells, our findings pave the way for a comprehensive characterization of the generic principles that are likely to shape and regulate the 3D genome in many species.


Assuntos
Arabidopsis/genética , Cromossomos de Plantas , Heterocromatina , Região Organizadora do Nucléolo , Epigenoma , Genoma de Planta , Modelos Moleculares , Polímeros/química
10.
Nucleic Acids Res ; 49(19): 11005-11021, 2021 11 08.
Artigo em Inglês | MEDLINE | ID: mdl-34648034

RESUMO

Cohesin exists in two variants containing STAG1 or STAG2. STAG2 is one of the most mutated genes in cancer and a major bladder tumor suppressor. Little is known about how its inactivation contributes to tumorigenesis. Here, we analyze the genomic distribution of STAG1 and STAG2 and perform STAG2 loss-of-function experiments using RT112 bladder cancer cells; we then analyze the genomic effects by integrating gene expression and chromatin interaction data. Functional compartmentalization exists between the cohesin complexes: cohesin-STAG2 displays a distinctive genomic distribution and mediates short and mid-ranged interactions that engage genes at higher frequency than those established by cohesin-STAG1. STAG2 knockdown results in down-regulation of the luminal urothelial signature and up-regulation of the basal transcriptional program, mirroring differences between STAG2-high and STAG2-low human bladder tumors. This is accompanied by rewiring of DNA contacts within topological domains, while compartments and domain boundaries remain refractive. Contacts lost upon depletion of STAG2 are assortative, preferentially occur within silent chromatin domains, and are associated with de-repression of lineage-specifying genes. Our findings indicate that STAG2 participates in the DNA looping that keeps the basal transcriptional program silent and thus sustains the luminal program. This mechanism may contribute to the tumor suppressor function of STAG2 in the urothelium.


Assuntos
Proteínas de Ciclo Celular/genética , Cromatina/química , Mutação com Perda de Função , Proteínas Nucleares/genética , Transcrição Gênica , Neoplasias da Bexiga Urinária/genética , Sequência de Bases , Proteínas de Ciclo Celular/antagonistas & inibidores , Proteínas de Ciclo Celular/metabolismo , Linhagem Celular Tumoral , Cromatina/metabolismo , Proteínas Cromossômicas não Histona/genética , Proteínas Cromossômicas não Histona/metabolismo , DNA de Neoplasias/genética , DNA de Neoplasias/metabolismo , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Ontologia Genética , Células HEK293 , Histonas/genética , Histonas/metabolismo , Humanos , Anotação de Sequência Molecular , Proteínas Nucleares/metabolismo , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , Transdução de Sinais , Neoplasias da Bexiga Urinária/metabolismo , Neoplasias da Bexiga Urinária/patologia
12.
Nucleic Acids Res ; 48(7): e39, 2020 04 17.
Artigo em Inglês | MEDLINE | ID: mdl-32083658

RESUMO

The rapid development of Chromosome Conformation Capture (3C-based techniques), as well as imaging together with bioinformatics analyses, has been fundamental for unveiling that chromosomes are organized into the so-called topologically associating domains or TADs. While TADs appear as nested patterns in the 3C-based interaction matrices, the vast majority of available TAD callers are based on the hypothesis that TADs are individual and unrelated chromatin structures. Here we introduce TADpole, a computational tool designed to identify and analyze the entire hierarchy of TADs in intra-chromosomal interaction matrices. TADpole combines principal component analysis and constrained hierarchical clustering to provide a set of significant hierarchical chromatin levels in a genomic region of interest. TADpole is robust to data resolution, normalization strategy and sequencing depth. Domain borders defined by TADpole are enriched in main architectural proteins (CTCF and cohesin complex subunits) and in the histone mark H3K4me3, while their domain bodies, depending on their activation-state, are enriched in either H3K36me3 or H3K27me3, highlighting that TADpole is able to distinguish functional TAD units. Additionally, we demonstrate that TADpole's hierarchical annotation, together with the new DiffT score, allows for detecting significant topological differences on Capture Hi-C maps between wild-type and genetically engineered mouse.


Assuntos
Cromatina/química , Software , Algoritmos , Animais , Camundongos
13.
Genes Dev ; 28(19): 2151-62, 2014 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-25274727

RESUMO

The human genome is segmented into topologically associating domains (TADs), but the role of this conserved organization during transient changes in gene expression is not known. Here we describe the distribution of progestin-induced chromatin modifications and changes in transcriptional activity over TADs in T47D breast cancer cells. Using ChIP-seq (chromatin immunoprecipitation combined with high-throughput sequencing), Hi-C (chromosome capture followed by high-throughput sequencing), and three-dimensional (3D) modeling techniques, we found that the borders of the ∼ 2000 TADs in these cells are largely maintained after hormone treatment and that up to 20% of the TADs could be considered as discrete regulatory units where the majority of the genes are either transcriptionally activated or repressed in a coordinated fashion. The epigenetic signatures of the TADs are homogeneously modified by hormones in correlation with the transcriptional changes. Hormone-induced changes in gene activity and chromatin remodeling are accompanied by differential structural changes for activated and repressed TADs, as reflected by specific and opposite changes in the strength of intra-TAD interactions within responsive TADs. Indeed, 3D modeling of the Hi-C data suggested that the structure of TADs was modified upon treatment. The differential responses of TADs to progestins and estrogens suggest that TADs could function as "regulons" to enable spatially proximal genes to be coordinately transcribed in response to hormones.


Assuntos
Cromatina/efeitos dos fármacos , Regulação da Expressão Gênica/efeitos dos fármacos , Progestinas/farmacologia , Linhagem Celular Tumoral , Cromatina/química , Montagem e Desmontagem da Cromatina/efeitos dos fármacos , Hormônios/farmacologia , Humanos
14.
PLoS Genet ; 14(12): e1007872, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30586358

RESUMO

Chromosome organization is crucial for genome function. Here, we present a method for visualizing chromosomal DNA at super-resolution and then integrating Hi-C data to produce three-dimensional models of chromosome organization. Using the super-resolution microscopy methods of OligoSTORM and OligoDNA-PAINT, we trace 8 megabases of human chromosome 19, visualizing structures ranging in size from a few kilobases to over a megabase. Focusing on chromosomal regions that contribute to compartments, we discover distinct structures that, in spite of considerable variability, can predict whether such regions correspond to active (A-type) or inactive (B-type) compartments. Imaging through the depths of entire nuclei, we capture pairs of homologous regions in diploid cells, obtaining evidence that maternal and paternal homologous regions can be differentially organized. Finally, using restraint-based modeling to integrate imaging and Hi-C data, we implement a method-integrative modeling of genomic regions (IMGR)-to increase the genomic resolution of our traces to 10 kb.


Assuntos
Passeio de Cromossomo/métodos , Cromossomos Humanos Par 19/genética , Cromossomos Humanos Par 19/ultraestrutura , Modelos Genéticos , Células Cultivadas , Coloração Cromossômica/métodos , Estruturas Cromossômicas/química , Estruturas Cromossômicas/genética , Estruturas Cromossômicas/ultraestrutura , Cromossomos Humanos Par 19/química , Feminino , Corantes Fluorescentes , Humanos , Imageamento Tridimensional , Hibridização in Situ Fluorescente/métodos , Masculino , Sondas de Oligonucleotídeos , Linhagem
15.
Nucleic Acids Res ; 46(8): e49, 2018 05 04.
Artigo em Inglês | MEDLINE | ID: mdl-29394371

RESUMO

The three-dimensional conformation of genomes is an essential component of their biological activity. The advent of the Hi-C technology enabled an unprecedented progress in our understanding of genome structures. However, Hi-C is subject to systematic biases that can compromise downstream analyses. Several strategies have been proposed to remove those biases, but the issue of abnormal karyotypes received little attention. Many experiments are performed in cancer cell lines, which typically harbor large-scale copy number variations that create visible defects on the raw Hi-C maps. The consequences of these widespread artifacts on the normalized maps are mostly unexplored. We observed that current normalization methods are not robust to the presence of large-scale copy number variations, potentially obscuring biological differences and enhancing batch effects. To address this issue, we developed an alternative approach designed to take into account chromosomal abnormalities. The method, called OneD, increases reproducibility among replicates of Hi-C samples with abnormal karyotype, outperforming previous methods significantly. On normal karyotypes, OneD fared equally well as state-of-the-art methods, making it a safe choice for Hi-C normalization. OneD is fast and scales well in terms of computing resources for resolutions up to 5 kb.


Assuntos
Cariótipo Anormal , Animais , Composição de Bases , Viés , Linhagem Celular , Aberrações Cromossômicas , Biologia Computacional/métodos , Biologia Computacional/estatística & dados numéricos , Simulação por Computador , Variações do Número de Cópias de DNA , Técnicas Genéticas , Humanos , Cadeias de Markov , Camundongos , Modelos Estatísticos , Reprodutibilidade dos Testes
16.
Nat Methods ; 18(5): 456-457, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33963351
17.
Nat Rev Genet ; 14(6): 390-403, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23657480

RESUMO

How DNA is organized in three dimensions inside the cell nucleus and how this affects the ways in which cells access, read and interpret genetic information are among the longest standing questions in cell biology. Using newly developed molecular, genomic and computational approaches based on the chromosome conformation capture technology (such as 3C, 4C, 5C and Hi-C), the spatial organization of genomes is being explored at unprecedented resolution. Interpreting the increasingly large chromatin interaction data sets is now posing novel challenges. Here we describe several types of statistical and computational approaches that have recently been developed to analyse chromatin interaction data.


Assuntos
Cromatina/genética , Genoma Humano , Animais , Mapeamento Cromossômico , Cromossomos Humanos/genética , Epistasia Genética , Humanos , Modelos Genéticos , Conformação de Ácido Nucleico
18.
Mol Cell ; 44(2): 252-64, 2011 Oct 21.
Artigo em Inglês | MEDLINE | ID: mdl-22017872

RESUMO

We have determined the three-dimensional (3D) architecture of the Caulobacter crescentus genome by combining genome-wide chromatin interaction detection, live-cell imaging, and computational modeling. Using chromosome conformation capture carbon copy (5C), we derive ~13 kb resolution 3D models of the Caulobacter genome. The resulting models illustrate that the genome is ellipsoidal with periodically arranged arms. The parS sites, a pair of short contiguous sequence elements known to be involved in chromosome segregation, are positioned at one pole, where they anchor the chromosome to the cell and contribute to the formation of a compact chromatin conformation. Repositioning these elements resulted in rotations of the chromosome that changed the subcellular positions of most genes. Such rotations did not lead to large-scale changes in gene expression, indicating that genome folding does not strongly affect gene regulation. Collectively, our data suggest that genome folding is globally dictated by the parS sites and chromosome segregation.


Assuntos
Caulobacter crescentus/genética , Cromossomos Bacterianos/fisiologia , Genoma Bacteriano , Cromatina/fisiologia , Segregação de Cromossomos/fisiologia , Simulação por Computador
19.
PLoS Comput Biol ; 13(7): e1005665, 2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28723903

RESUMO

The sequence of a genome is insufficient to understand all genomic processes carried out in the cell nucleus. To achieve this, the knowledge of its three-dimensional architecture is necessary. Advances in genomic technologies and the development of new analytical methods, such as Chromosome Conformation Capture (3C) and its derivatives, provide unprecedented insights in the spatial organization of genomes. Here we present TADbit, a computational framework to analyze and model the chromatin fiber in three dimensions. Our package takes as input the sequencing reads of 3C-based experiments and performs the following main tasks: (i) pre-process the reads, (ii) map the reads to a reference genome, (iii) filter and normalize the interaction data, (iv) analyze the resulting interaction matrices, (v) build 3D models of selected genomic domains, and (vi) analyze the resulting models to characterize their structural properties. To illustrate the use of TADbit, we automatically modeled 50 genomic domains from the fly genome revealing differential structural features of the previously defined chromatin colors, establishing a link between the conformation of the genome and the local chromatin composition. TADbit provides three-dimensional models built from 3C-based experiments, which are ready for visualization and for characterizing their relation to gene expression and epigenetic states. TADbit is an open-source Python library available for download from https://github.com/3DGenomes/tadbit.


Assuntos
Cromatina/genética , Cromatina/ultraestrutura , Biologia Computacional/métodos , Drosophila melanogaster/genética , Genoma de Inseto/genética , Imageamento Tridimensional/métodos , Software , Algoritmos , Animais
20.
Nucleic Acids Res ; 43(7): 3465-77, 2015 Apr 20.
Artigo em Inglês | MEDLINE | ID: mdl-25800747

RESUMO

Restraint-based modeling of genomes has been recently explored with the advent of Chromosome Conformation Capture (3C-based) experiments. We previously developed a reconstruction method to resolve the 3D architecture of both prokaryotic and eukaryotic genomes using 3C-based data. These models were congruent with fluorescent imaging validation. However, the limits of such methods have not systematically been assessed. Here we propose the first evaluation of a mean-field restraint-based reconstruction of genomes by considering diverse chromosome architectures and different levels of data noise and structural variability. The results show that: first, current scoring functions for 3D reconstruction correlate with the accuracy of the models; second, reconstructed models are robust to noise but sensitive to structural variability; third, the local structure organization of genomes, such as Topologically Associating Domains, results in more accurate models; fourth, to a certain extent, the models capture the intrinsic structural variability in the input matrices and fifth, the accuracy of the models can be a priori predicted by analyzing the properties of the interaction matrices. In summary, our work provides a systematic analysis of the limitations of a mean-field restrain-based method, which could be taken into consideration in further development of methods as well as their applications.


Assuntos
Genoma , Modelos Genéticos
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