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1.
Elife ; 132024 Apr 30.
Artículo en Inglés | MEDLINE | ID: mdl-38686795

RESUMEN

Enhancers are critical for regulating tissue-specific gene expression, and genetic variants within enhancer regions have been suggested to contribute to various cancer-related processes, including therapeutic resistance. However, the precise mechanisms remain elusive. Using a well-defined drug-gene pair, we identified an enhancer region for dihydropyrimidine dehydrogenase (DPD, DPYD gene) expression that is relevant to the metabolism of the anti-cancer drug 5-fluorouracil (5-FU). Using reporter systems, CRISPR genome-edited cell models, and human liver specimens, we demonstrated in vitro and vivo that genotype status for the common germline variant (rs4294451; 27% global minor allele frequency) located within this novel enhancer controls DPYD transcription and alters resistance to 5-FU. The variant genotype increases recruitment of the transcription factor CEBPB to the enhancer and alters the level of direct interactions between the enhancer and DPYD promoter. Our data provide insight into the regulatory mechanisms controlling sensitivity and resistance to 5-FU.


Asunto(s)
Dihidrouracilo Deshidrogenasa (NADP) , Elementos de Facilitación Genéticos , Epigénesis Genética , Fluorouracilo , Humanos , Antimetabolitos Antineoplásicos/farmacología , Antimetabolitos Antineoplásicos/metabolismo , Antineoplásicos/farmacología , Línea Celular Tumoral , Dihidrouracilo Deshidrogenasa (NADP)/genética , Dihidrouracilo Deshidrogenasa (NADP)/metabolismo , Fluorouracilo/farmacología , Fluorouracilo/metabolismo , Mutación de Línea Germinal
2.
bioRxiv ; 2024 Mar 16.
Artículo en Inglés | MEDLINE | ID: mdl-37961517

RESUMEN

Enhancers are critical for regulating tissue-specific gene expression, and genetic variants within enhancer regions have been suggested to contribute to various cancer-related processes, including therapeutic resistance. However, the precise mechanisms remain elusive. Using a well-defined drug-gene pair, we identified an enhancer region for dihydropyrimidine dehydrogenase (DPD, DPYD gene) expression that is relevant to the metabolism of the anti-cancer drug 5-fluorouracil (5-FU). Using reporter systems, CRISPR genome edited cell models, and human liver specimens, we demonstrated in vitro and vivo that genotype status for the common germline variant (rs4294451; 27% global minor allele frequency) located within this novel enhancer controls DPYD transcription and alters resistance to 5-FU. The variant genotype increases recruitment of the transcription factor CEBPB to the enhancer and alters the level of direct interactions between the enhancer and DPYD promoter. Our data provide insight into the regulatory mechanisms controlling sensitivity and resistance to 5-FU.

3.
Genome Biol ; 24(1): 178, 2023 08 03.
Artículo en Inglés | MEDLINE | ID: mdl-37537644

RESUMEN

Differential gene expression in bulk transcriptomics data can reflect change of transcript abundance within a cell type and/or change in the proportions of cell types. Expression deconvolution methods can help differentiate these scenarios. BEDwARS is a Bayesian deconvolution method designed to address differences between reference signatures of cell types and corresponding true signatures underlying bulk transcriptomic profiles. BEDwARS is more robust to noisy reference signatures and outperforms leading in-class methods for estimating cell type proportions and signatures. Application of BEDwARS to dihydropyridine dehydrogenase deficiency identified the possible involvement of ciliopathy and impaired translational control in the etiology of the disorder.


Asunto(s)
Perfilación de la Expresión Génica , Transcriptoma , Teorema de Bayes , Perfilación de la Expresión Génica/métodos
4.
Genome Biol ; 22(1): 19, 2021 01 07.
Artículo en Inglés | MEDLINE | ID: mdl-33413550

RESUMEN

BACKGROUND: Metastatic progress is the primary cause of death in most cancers, yet the regulatory dynamics driving the cellular changes necessary for metastasis remain poorly understood. Multi-omics approaches hold great promise for addressing this challenge; however, current analysis tools have limited capabilities to systematically integrate transcriptomic, epigenomic, and cistromic information to accurately define the regulatory networks critical for metastasis. RESULTS: To address this limitation, we use a purposefully generated cellular model of colon cancer invasiveness to generate multi-omics data, including expression, accessibility, and selected histone modification profiles, for increasing levels of invasiveness. We then adopt a rigorous probabilistic framework for joint inference from the resulting heterogeneous data, along with transcription factor binding profiles. Our approach uses probabilistic graphical models to leverage the functional information provided by specific epigenomic changes, models the influence of multiple transcription factors simultaneously, and automatically learns the activating or repressive roles of cis-regulatory events. Global analysis of these relationships reveals key transcription factors driving invasiveness, as well as their likely target genes. Disrupting the expression of one of the highly ranked transcription factors JunD, an AP-1 complex protein, confirms functional relevance to colon cancer cell migration and invasion. Transcriptomic profiling confirms key regulatory targets of JunD, and a gene signature derived from the model demonstrates strong prognostic potential in TCGA colorectal cancer data. CONCLUSIONS: Our work sheds new light into the complex molecular processes driving colon cancer metastasis and presents a statistically sound integrative approach to analyze multi-omics profiles of a dynamic biological process.


Asunto(s)
Metástasis de la Neoplasia/genética , Neoplasias/genética , Neoplasias/metabolismo , Línea Celular Tumoral , Movimiento Celular , Neoplasias del Colon/genética , Neoplasias del Colon/metabolismo , Epigenómica , Perfilación de la Expresión Génica , Regulación Neoplásica de la Expresión Génica , Histonas , Humanos , Pronóstico , Proteínas Proto-Oncogénicas c-jun/genética , Factor de Transcripción AP-1 , Factores de Transcripción/metabolismo , Transcriptoma
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