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1.
Gastroenterology ; 159(6): 2203-2220.e14, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-32814112

RESUMO

BACKGROUND AND AIMS: The pattern of genetic alterations in cancer driver genes in patients with hepatocellular carcinoma (HCC) is highly diverse, which partially explains the low efficacy of available therapies. In spite of this, the existing mouse models only recapitulate a small portion of HCC inter-tumor heterogeneity, limiting the understanding of the disease and the nomination of personalized therapies. Here, we aimed at establishing a novel collection of HCC mouse models that captured human HCC diversity. METHODS: By performing hydrodynamic tail-vein injections, we tested the impact of altering a well-established HCC oncogene (either MYC or ß-catenin) in combination with an additional alteration in one of eleven other genes frequently mutated in HCC. Of the 23 unique pairs of genetic alterations that we interrogated, 9 were able to induce HCC. The established HCC mouse models were characterized at histopathological, immune, and transcriptomic level to identify the unique features of each model. Murine HCC cell lines were generated from each tumor model, characterized transcriptionally, and used to identify specific therapies that were validated in vivo. RESULTS: Cooperation between pairs of driver genes produced HCCs with diverse histopathology, immune microenvironments, transcriptomes, and drug responses. Interestingly, MYC expression levels strongly influenced ß-catenin activity, indicating that inter-tumor heterogeneity emerges not only from specific combinations of genetic alterations but also from the acquisition of expression-dependent phenotypes. CONCLUSIONS: This novel collection of murine HCC models and corresponding cell lines establishes the role of driver genes in diverse contexts and enables mechanistic and translational studies.


Assuntos
Carcinoma Hepatocelular/genética , Heterogeneidade Genética , Proto-Oncogenes/genética , Animais , Carcinoma Hepatocelular/imunologia , Carcinoma Hepatocelular/patologia , Linhagem Celular Tumoral , Biologia Computacional , Modelos Animais de Doenças , Resistencia a Medicamentos Antineoplásicos/genética , Feminino , Regulação Neoplásica da Expressão Gênica/imunologia , Humanos , Neoplasias Hepáticas/imunologia , Neoplasias Hepáticas/patologia , Masculino , Camundongos , Camundongos Transgênicos , Evasão Tumoral/genética , Microambiente Tumoral/genética , Microambiente Tumoral/imunologia
2.
EMBO J ; 34(13): 1773-85, 2015 Jul 02.
Artigo em Inglês | MEDLINE | ID: mdl-25979827

RESUMO

Lat1 (SLC7A5) is an amino acid transporter often required for tumor cell import of essential amino acids (AA) including Methionine (Met). Met is the obligate precursor of S-adenosylmethionine (SAM), the methyl donor utilized by all methyltransferases including the polycomb repressor complex (PRC2)-specific EZH2. Cell populations sorted for surface Lat1 exhibit activated EZH2, enrichment for Met-cycle intermediates, and aggressive tumor growth in mice. In agreement, EZH2 and Lat1 expression are co-regulated in models of cancer cell differentiation and co-expression is observed at the invasive front of human lung tumors. EZH2 knockdown or small-molecule inhibition leads to de-repression of RXRα resulting in reduced Lat1 expression. Our results describe a Lat1-EZH2 positive feedback loop illustrated by AA depletion or Lat1 knockdown resulting in SAM reduction and concomitant reduction in EZH2 activity. shRNA-mediated knockdown of Lat1 results in tumor growth inhibition and points to Lat1 as a potential therapeutic target.


Assuntos
Aminoácidos/metabolismo , Epigênese Genética/fisiologia , Transportador 1 de Aminoácidos Neutros Grandes/fisiologia , Complexo Repressor Polycomb 2/fisiologia , Animais , Transporte Biológico/genética , Proliferação de Células/genética , Proteína Potenciadora do Homólogo 2 de Zeste , Feminino , Regulação Neoplásica da Expressão Gênica , Células HEK293 , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/patologia , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Células Tumorais Cultivadas
3.
Genome Res ; 20(7): 972-80, 2010 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-20488932

RESUMO

Abnormalities of genomic methylation patterns are lethal or cause disease, but the cues that normally designate CpG dinucleotides for methylation are poorly understood. We have developed a new method of methylation profiling that has single-CpG resolution and can address the methylation status of repeated sequences. We have used this method to determine the methylation status of >275 million CpG sites in human and mouse DNA from breast and brain tissues. Methylation density at most sequences was found to increase linearly with CpG density and to fall sharply at very high CpG densities, but transposons remained densely methylated even at higher CpG densities. The presence of histone H2A.Z and histone H3 di- or trimethylated at lysine 4 correlated strongly with unmethylated DNA and occurred primarily at promoter regions. We conclude that methylation is the default state of most CpG dinucleotides in the mammalian genome and that a combination of local dinucleotide frequencies, the interaction of repeated sequences, and the presence or absence of histone variants or modifications shields a population of CpG sites (most of which are in and around promoters) from DNA methyltransferases that lack intrinsic sequence specificity.


Assuntos
Sequência de Bases/fisiologia , Cromatina/química , Cromatina/fisiologia , Metilação de DNA , Animais , Encéfalo/metabolismo , Mama/metabolismo , Cromatina/genética , Mapeamento Cromossômico , Ilhas de CpG/genética , Feminino , Genoma , Histonas/metabolismo , Humanos , Camundongos , Análise de Sequência de DNA , Estudos de Validação como Assunto
4.
Sci Rep ; 12(1): 12501, 2022 07 21.
Artigo em Inglês | MEDLINE | ID: mdl-35864202

RESUMO

The synthetic lethal association between BRCA deficiency and poly (ADP-ribose) polymerase (PARP) inhibition supports PARP inhibitor (PARPi) clinical efficacy in BRCA-mutated tumors. PARPis also demonstrate activity in non-BRCA mutated tumors presumably through induction of PARP1-DNA trapping. Despite pronounced clinical response, therapeutic resistance to PARPis inevitably develops. An abundance of knowledge has been built around resistance mechanisms in BRCA-mutated tumors, however, parallel understanding in non-BRCA mutated settings remains insufficient. In this study, we find a strong correlation between the epithelial-mesenchymal transition (EMT) signature and resistance to a clinical PARPi, Talazoparib, in non-BRCA mutated tumor cells. Genetic profiling demonstrates that SNAI2, a master EMT transcription factor, is transcriptionally induced by Talazoparib treatment or PARP1 depletion and this induction is partially responsible for the emerging resistance. Mechanistically, we find that the PARP1 protein directly binds to SNAI2 gene promoter and suppresses its transcription. Talazoparib treatment or PARP1 depletion lifts PARP1-mediated suppression and increases chromatin accessibility around SNAI2 promoters, thus driving SNAI2 transcription and drug resistance. We also find that depletion of the chromatin remodeler CHD1L suppresses SNAI2 expression and reverts acquired resistance to Talazoparib. The PARP1/CHD1L/SNAI2 transcription axis might be therapeutically targeted to re-sensitize Talazoparib in non-BRCA mutated tumors.


Assuntos
Antineoplásicos , Neoplasias , Antineoplásicos/farmacologia , Cromatina , DNA Helicases/genética , Proteínas de Ligação a DNA/genética , Humanos , Neoplasias/genética , Ftalazinas/farmacologia , Ftalazinas/uso terapêutico , Poli(ADP-Ribose) Polimerase-1/metabolismo , Inibidores de Poli(ADP-Ribose) Polimerases/farmacologia , Inibidores de Poli(ADP-Ribose) Polimerases/uso terapêutico , Poli(ADP-Ribose) Polimerases/genética , Fatores de Transcrição da Família Snail/genética
5.
Future Med Chem ; 12(15): 1415-1430, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32723083

RESUMO

Immune dysfunction in the tumor microenvironment occurs through epigenetic changes in both tumor cells and immune cells that alter transcriptional programs driving cell fate and cell function. Oncogenic activation of the histone methyltransferase EZH2 mediates gene expression changes, governing tumor immunogenicity as well as differentiation, survival and activation states of immune lineages. Emerging preclinical studies have highlighted the potential for EZH2 inhibitors to reverse epigenetic immune suppression in tumors and combine with immune checkpoint therapies. However, EZH2 activity is essential for the development of lymphoid cells, performing critical immune effector functions within tumors. In this review, we highlight the complexity of EZH2 function in immune regulation which may impact the implementation of combination with immunotherapy agents in clinic.


Assuntos
Proteína Potenciadora do Homólogo 2 de Zeste/imunologia , Imunoterapia , Neoplasias/terapia , Microambiente Tumoral/imunologia , Proteína Potenciadora do Homólogo 2 de Zeste/genética , Epigênese Genética/genética , Epigênese Genética/imunologia , Humanos , Neoplasias/imunologia
6.
PLoS Biol ; 4(8): e242, 2006 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-16802858

RESUMO

Saccharomyces cerevisiae Scc2 binds Scc4 to form an essential complex that loads cohesin onto chromosomes. The prevalence of Scc2 orthologs in eukaryotes emphasizes a conserved role in regulating sister chromatid cohesion, but homologs of Scc4 have not hitherto been identified outside certain fungi. Some metazoan orthologs of Scc2 were initially identified as developmental gene regulators, such as Drosophila Nipped-B, a regulator of cut and Ultrabithorax, and delangin, a protein mutant in Cornelia de Lange syndrome. We show that delangin and Nipped-B bind previously unstudied human and fly orthologs of Caenorhabditis elegans MAU-2, a non-axis-specific guidance factor for migrating cells and axons. PSI-BLAST shows that Scc4 is evolutionarily related to metazoan MAU-2 sequences, with the greatest homology evident in a short N-terminal domain, and protein-protein interaction studies map the site of interaction between delangin and human MAU-2 to the N-terminal regions of both proteins. Short interfering RNA knockdown of human MAU-2 in HeLa cells resulted in precocious sister chromatid separation and in impaired loading of cohesin onto chromatin, indicating that it is functionally related to Scc4, and RNAi analyses show that MAU-2 regulates chromosome segregation in C. elegans embryos. Using antisense morpholino oligonucleotides to knock down Xenopus tropicalis delangin or MAU-2 in early embryos produced similar patterns of retarded growth and developmental defects. Our data show that sister chromatid cohesion in metazoans involves the formation of a complex similar to the Scc2-Scc4 interaction in the budding yeast. The very high degree of sequence conservation between Scc4 homologs in complex metazoans is consistent with increased selection pressure to conserve additional essential functions, such as regulation of cell and axon migration during development.


Assuntos
Axônios/fisiologia , Movimento Celular , Cromátides/fisiologia , Animais , Caenorhabditis elegans , Proteínas de Caenorhabditis elegans/metabolismo , Ciclo Celular , Proteínas de Ciclo Celular/metabolismo , Proteínas Cromossômicas não Histona/metabolismo , Segregação de Cromossomos , Sequência Conservada , Proteínas de Ligação a DNA/metabolismo , Drosophila , Proteínas de Drosophila/metabolismo , Células HeLa , Humanos , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Dados de Sequência Molecular , Proteínas/metabolismo , Interferência de RNA , Saccharomyces cerevisiae , Proteínas de Saccharomyces cerevisiae/metabolismo , Técnicas do Sistema de Duplo-Híbrido , Xenopus
7.
J Med Chem ; 61(3): 650-665, 2018 02 08.
Artigo em Inglês | MEDLINE | ID: mdl-29211475

RESUMO

A new series of lactam-derived EZH2 inhibitors was designed via ligand-based and physicochemical-property-based strategies to address metabolic stability and thermodynamic solubility issues associated with previous lead compound 1. The new inhibitors incorporated an sp3 hybridized carbon atom at the 7-position of the lactam moiety present in lead compound 1 as a replacement for a dimethylisoxazole group. This transformation enabled optimization of the physicochemical properties and potency compared to compound 1. Analysis of relationships between calculated log D (clogD) values and in vitro metabolic stability and permeability parameters identified a clogD range that afforded an increased probability of achieving favorable ADME data in a single molecule. Compound 23a exhibited the best overlap of potency and pharmaceutical properties as well as robust tumor growth inhibition in vivo and was therefore advanced as a development candidate (PF-06821497). A crystal structure of 23a in complex with the three-protein PRC2 complex enabled understanding of the key structural features required for optimal binding.


Assuntos
Desenho de Fármacos , Proteína Potenciadora do Homólogo 2 de Zeste/antagonistas & inibidores , Isoquinolinas/farmacologia , Isoquinolinas/farmacocinética , Administração Oral , Disponibilidade Biológica , Linhagem Celular Tumoral , Humanos , Isoquinolinas/administração & dosagem , Isoquinolinas/química , Modelos Moleculares , Conformação Molecular
8.
Mol Cell Biol ; 24(8): 3100-11, 2004 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-15060134

RESUMO

The Drosophila melanogaster Nipped-B protein facilitates transcriptional activation of the cut and Ultrabithorax genes by remote enhancers. Sequence homologues of Nipped-B, Scc2 of Saccharomyces cerevisiae, and Mis4 of Schizosaccharomyces pombe are required for sister chromatid cohesion during mitosis. The evolutionarily conserved Cohesin protein complex mediates sister chromatid cohesion, and Scc2 and Mis4 are needed for Cohesin to associate with chromosomes. Here, we show that Nipped-B is also required for sister chromatid cohesion but that, opposite to the effect of Nipped-B, the stromalin/Scc3 component of Cohesin inhibits long-range activation of cut. To explain these findings, we propose a model based on the chromatin domain boundary activities of Cohesin in which Nipped-B facilitates cut activation by alleviating Cohesin-mediated blocking of enhancer-promoter communication.


Assuntos
Proteínas de Ciclo Celular , Cromátides/metabolismo , Proteínas de Ligação a DNA/metabolismo , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/genética , Proteínas do Tecido Nervoso/genética , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Proteínas de Saccharomyces cerevisiae , Ativação Transcricional , Animais , Núcleo Celular/metabolismo , Proteínas Cromossômicas não Histona , Proteínas de Ligação a DNA/genética , Proteínas de Drosophila/genética , Drosophila melanogaster/citologia , Drosophila melanogaster/embriologia , Drosophila melanogaster/metabolismo , Elementos Facilitadores Genéticos , Feminino , Proteínas Fúngicas/genética , Proteínas Fúngicas/metabolismo , Proteínas de Homeodomínio , Masculino , Proteínas do Tecido Nervoso/metabolismo , Fenótipo , Fosfoproteínas/genética , Fosfoproteínas/metabolismo , Interferência de RNA , Fatores de Transcrição , Asas de Animais/anatomia & histologia , Asas de Animais/patologia , Coesinas
9.
J Med Chem ; 59(18): 8306-25, 2016 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-27512831

RESUMO

A new enhancer of zeste homolog 2 (EZH2) inhibitor series comprising a substituted phenyl ring joined to a dimethylpyridone moiety via an amide linkage has been designed. A preferential amide torsion that improved the binding properties of the compounds was identified for this series via computational analysis. Cyclization of the amide linker resulted in a six-membered lactam analogue, compound 18. This transformation significantly improved the ligand efficiency/potency of the cyclized compound relative to its acyclic analogue. Additional optimization of the lactam-containing EZH2 inhibitors focused on lipophilic efficiency (LipE) improvement, which provided compound 31. Compound 31 displayed improved LipE and on-target potency in both biochemical and cellular readouts relative to compound 18. Inhibitor 31 also displayed robust in vivo antitumor growth activity and dose-dependent de-repression of EZH2 target genes.


Assuntos
Antineoplásicos/química , Antineoplásicos/farmacologia , Desenho de Fármacos , Proteína Potenciadora do Homólogo 2 de Zeste/antagonistas & inibidores , Piridonas/química , Piridonas/farmacologia , Animais , Antineoplásicos/uso terapêutico , Linhagem Celular Tumoral , Ciclização , Proteína Potenciadora do Homólogo 2 de Zeste/metabolismo , Feminino , Humanos , Isoquinolinas/química , Isoquinolinas/farmacologia , Isoquinolinas/uso terapêutico , Lactamas/química , Lactamas/farmacologia , Camundongos , Camundongos SCID , Modelos Moleculares , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , Piridonas/uso terapêutico
10.
Oncotarget ; 6(5): 2928-38, 2015 Feb 20.
Artigo em Inglês | MEDLINE | ID: mdl-25671303

RESUMO

In addition to genetic alterations, cancer cells are characterized by myriad epigenetic changes. EZH2 is a histone methyltransferase that is over-expressed and mutated in cancer. The EZH2 gain-of-function (GOF) mutations first identified in lymphomas have recently been reported in melanoma (~2%) but remain uncharacterized. We expressed multiple EZH2 GOF mutations in the A375 metastatic skin melanoma cell line and observed both increased H3K27me3 and dramatic changes in 3D culture morphology. In these cells, prominent morphological changes were accompanied by a decrease in cell contractility and an increase in collective cell migration. At the molecular level, we observed significant alteration of the axonal guidance pathway, a pathway intricately involved in the regulation of cell shape and motility. Furthermore, the aggressive 3D morphology of EZH2 GOF-expressing melanoma cells (both endogenous and ectopic) was attenuated by EZH2 catalytic inhibition. Finally, A375 cells expressing exogenous EZH2 GOF mutants formed larger tumors than control cells in mouse xenograft studies. This study not only demonstrates the first functional characterization of EZH2 GOF mutants in non-hematopoietic cells, but also provides a rationale for EZH2 catalytic inhibition in melanoma.


Assuntos
Movimento Celular , Proliferação de Células , Forma Celular , Epigênese Genética , Melanoma/genética , Mutação , Complexo Repressor Polycomb 2/genética , Neoplasias Cutâneas/genética , Animais , Linhagem Celular , Movimento Celular/efeitos dos fármacos , Forma Celular/efeitos dos fármacos , Metilação de DNA , Proteína Potenciadora do Homólogo 2 de Zeste , Inibidores Enzimáticos/farmacologia , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , Histona Desmetilases com o Domínio Jumonji/metabolismo , Melanoma/tratamento farmacológico , Melanoma/enzimologia , Melanoma/patologia , Camundongos Nus , Terapia de Alvo Molecular , Invasividade Neoplásica , Complexo Repressor Polycomb 2/metabolismo , Neoplasias Cutâneas/tratamento farmacológico , Neoplasias Cutâneas/enzimologia , Neoplasias Cutâneas/patologia , Carga Tumoral , Ensaios Antitumorais Modelo de Xenoenxerto
11.
J Cancer Ther ; 5(14): 1311-1324, 2014 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-25960928

RESUMO

Promoter silencing by ectopic de novo methylation of tumor suppressor genes has been proposed as comparable or equivalent to inactivating mutations as a factor in carcinogenesis. However, this hypotheses had not previously been tested by high resolution, high-coverage whole-genome methylation profiling in primary carcinomas. We have determined the genomic methylation status of a series of primary mammary carcinomas and matched control tissues by examination of more than 2.7 billion CpG dinucleotides. Most of the tumors showed variable losses of DNA methylation from all sequence compartments, but increases in promoter methylation were infrequent, very small in extent, and were observed largely at CpG-poor promoters. De novo methylation at the promoters of proto-oncogenes and tumor suppressor genes occurred at approximately the same frequency. The findings indicate that tumor suppressor silencing by de novo methylation is much less common than currently believed. We put forward a hypothesis under which the demethylation commonly observed in carcinomas is a manifestation of a defensive system that kills incipient cancer cells.

14.
Chromosoma ; 117(1): 51-66, 2008 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-17909832

RESUMO

Drosophila Nipped-B is an essential protein that has multiple functions. It facilitates expression of homeobox genes and is also required for sister chromatid cohesion. Nipped-B is conserved from yeast to man, and its orthologs also play roles in deoxyribonucleic acid repair and meiosis. Mutation of the human ortholog, Nipped-B-Like (NIPBL), causes Cornelia de Lange syndrome (CdLS), associated with multiple developmental defects. The Nipped-B protein family is required for the cohesin complex that mediates sister chromatid cohesion to bind to chromosomes. A key question, therefore, is whether the Nipped-B family regulates gene expression, meiosis, and development by controlling cohesin. To gain insights into Nipped-B's functions, we compared the effects of several Nipped-B mutations on gene expression, sister chromatid cohesion, and meiosis. We also examined association of Nipped-B and cohesin with somatic and meiotic chromosomes by immunostaining. Missense Nipped-B alleles affecting the same HEAT repeat motifs as CdLS-causing NIPBL mutations have intermediate effects on both gene expression and mitotic chromatid cohesion, linking these two functions and the role of NIPBL in human development. Nipped-B colocalizes extensively with cohesin on chromosomes in both somatic and meiotic cells and is present in soluble complexes with cohesin subunits in nuclear extracts. In meiosis, Nipped-B also colocalizes with the synaptonemal complex and contributes to maintenance of meiotic chromosome cores. These results support the idea that direct regulation of cohesin function underlies the diverse functions of Nipped-B and its orthologs.


Assuntos
Proteínas de Ciclo Celular/metabolismo , Proteínas Cromossômicas não Histona/metabolismo , Proteínas de Ligação a DNA/genética , Proteínas de Drosophila/genética , Drosophila melanogaster/crescimento & desenvolvimento , Regulação da Expressão Gênica no Desenvolvimento , Meiose/fisiologia , Mutação/genética , Proteínas Nucleares/metabolismo , Sequência de Aminoácidos , Animais , Western Blotting , Proteínas de Ciclo Celular/genética , Células Cultivadas , Cromátides/genética , Proteínas Cromossômicas não Histona/genética , Segregação de Cromossomos , Proteínas de Ligação a DNA/imunologia , Proteínas de Ligação a DNA/metabolismo , Síndrome de Cornélia de Lange , Proteínas de Drosophila/imunologia , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/genética , Feminino , Cobaias , Proteínas de Homeodomínio/genética , Proteínas de Homeodomínio/metabolismo , Imunoprecipitação , Larva , Masculino , Mitose/genética , Dados de Sequência Molecular , Proteínas Nucleares/genética , Fenótipo , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Coelhos , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Homologia de Sequência de Aminoácidos , Troca de Cromátide Irmã , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Coesinas
15.
Genome Res ; 16(2): 157-63, 2006 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-16365381

RESUMO

The mammalian genome depends on patterns of methylated cytosines for normal function, but the relationship between genomic methylation patterns and the underlying sequence is unclear. We have characterized the methylation landscape of the human genome by global analysis of patterns of CpG depletion and by direct sequencing of 3073 unmethylated domains and 2565 methylated domains from human brain DNA. The genome was found to consist of short (<4 kb) unmethylated domains embedded in a matrix of long methylated domains. Unmethylated domains were enriched in promoters, CpG islands, and first exons, while methylated domains comprised interspersed and tandem-repeated sequences, exons other than first exons, and non-annotated single-copy sequences that are depleted in the CpG dinucleotide. The enrichment of regulatory sequences in the relatively small unmethylated compartment suggests that cytosine methylation constrains the effective size of the genome through the selective exposure of regulatory sequences. This buffers regulatory networks against changes in total genome size and provides an explanation for the C value paradox, which concerns the wide variations in genome size that scale independently of gene number. This suggestion is compatible with the finding that cytosine methylation is universal among large-genome eukaryotes, while many eukaryotes with genome sizes <5 x 10(8) bp do not methylate their DNA.


Assuntos
Ilhas de CpG/genética , Metilação de DNA , Genoma Humano/genética , Animais , Encéfalo/fisiologia , Humanos , Especificidade de Órgãos/genética , Regiões Promotoras Genéticas/genética
16.
Proc Natl Acad Sci U S A ; 103(28): 10713-6, 2006 Jul 11.
Artigo em Inglês | MEDLINE | ID: mdl-16818882

RESUMO

Epigenetic effects in mammals depend largely on heritable genomic methylation patterns. We describe a computational pattern recognition method that is used to predict the methylation landscape of human brain DNA. This method can be applied both to CpG islands and to non-CpG island regions. It computes the methylation propensity for an 800-bp region centered on a CpG dinucleotide based on specific sequence features within the region. We tested several classifiers for classification performance, including K means clustering, linear discriminant analysis, logistic regression, and support vector machine. The best performing classifier used the support vector machine approach. Our program (called hdfinder) presently has a prediction accuracy of 86%, as validated with CpG regions for which methylation status has been experimentally determined. Using hdfinder, we have depicted the entire genomic methylation patterns for all 22 human autosomes.


Assuntos
Biologia Computacional , Metilação de DNA , DNA/química , Genoma Humano , Algoritmos , DNA/metabolismo , Humanos , Valor Preditivo dos Testes
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