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1.
Bioinformatics ; 31(4): 453-61, 2015 Feb 15.
Artículo en Inglés | MEDLINE | ID: mdl-24994890

RESUMEN

MOTIVATION: Animal models are widely used in biomedical research for reasons ranging from practical to ethical. An important issue is whether rodent models are predictive of human biology. This has been addressed recently in the framework of a series of challenges designed by the systems biology verification for Industrial Methodology for Process Verification in Research (sbv IMPROVER) initiative. In particular, one of the sub-challenges was devoted to the prediction of protein phosphorylation responses in human bronchial epithelial cells, exposed to a number of different chemical stimuli, given the responses in rat bronchial epithelial cells. Participating teams were asked to make inter-species predictions on the basis of available training examples, comprising transcriptomics and phosphoproteomics data. RESULTS: Here, the two best performing teams present their data-driven approaches and computational methods. In addition, post hoc analyses of the datasets and challenge results were performed by the participants and challenge organizers. The challenge outcome indicates that successful prediction of protein phosphorylation status in human based on rat phosphorylation levels is feasible. However, within the limitations of the computational tools used, the inclusion of gene expression data does not improve the prediction quality. The post hoc analysis of time-specific measurements sheds light on the signaling pathways in both species. AVAILABILITY AND IMPLEMENTATION: A detailed description of the dataset, challenge design and outcome is available at www.sbvimprover.com. The code used by team IGB is provided under http://github.com/uci-igb/improver2013. Implementations of the algorithms applied by team AMG are available at http://bhanot.biomaps.rutgers.edu/wiki/AMG-sc2-code.zip. CONTACT: meikelbiehl@gmail.com.


Asunto(s)
Bronquios/metabolismo , Células Epiteliales/metabolismo , Perfilación de la Expresión Génica , Fosfoproteínas/metabolismo , Programas Informáticos , Biología de Sistemas/métodos , Algoritmos , Animales , Bronquios/citología , Células Cultivadas , Bases de Datos Factuales , Células Epiteliales/citología , Regulación de la Expresión Génica , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos , Fosforilación , Ratas , Especificidad de la Especie , Investigación Biomédica Traslacional
2.
Nucleic Acids Res ; 42(22): 13615-32, 2014 Dec 16.
Artículo en Inglés | MEDLINE | ID: mdl-25414359

RESUMEN

LEF/TCFs direct the final step in Wnt/ß-catenin signalling by recruiting ß-catenin to genes for activation of transcription. Ancient, non-vertebrate TCFs contain two DNA binding domains, a High Mobility Group box for recognition of the Wnt Response Element (WRE; 5'-CTTTGWWS-3') and the C-clamp domain for recognition of the GC-rich Helper motif (5'-RCCGCC-3'). Two vertebrate TCFs (TCF-1/TCF7 and TCF-4/TCF7L2) use the C-clamp as an alternatively spliced domain to regulate cell-cycle progression, but how the C-clamp influences TCF binding and activity genome-wide is not known. Here, we used a doxycycline inducible system with ChIP-seq to assess how the C-clamp influences human TCF1 binding genome-wide. Metabolic pulse-labeling of nascent RNA with 4'Thiouridine was used with RNA-seq to connect binding to the Wnt transcriptome. We find that the C-clamp enables targeting to a greater number of gene loci for stronger occupancy and transcription regulation. The C-clamp uses Helper sites concurrently with WREs for gene targeting, but it also targets TCF1 to sites that do not have readily identifiable canonical WREs. The coupled ChIP-seq/4'Thiouridine-seq analysis identified new Wnt target genes, including additional regulators of cell proliferation. Thus, C-clamp containing isoforms of TCFs are potent transcriptional regulators with an expanded transcriptome directed by C-clamp-Helper site interactions.


Asunto(s)
Factor Nuclear 1-alfa del Hepatocito/metabolismo , Transcriptoma , Vía de Señalización Wnt , Animales , Células COS , Línea Celular Tumoral , Chlorocebus aethiops , Inmunoprecipitación de Cromatina , ADN/química , ADN/metabolismo , Regulación de la Expresión Génica , Sitios Genéticos , Factor Nuclear 1-alfa del Hepatocito/química , Factor Nuclear 1-alfa del Hepatocito/genética , Humanos , Mutación , Motivos de Nucleótidos , Unión Proteica , Estructura Terciaria de Proteína , Elementos de Respuesta , Análisis de Secuencia de ADN , Tiouridina
3.
J Clin Invest ; 124(12): 5205-18, 2014 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-25347468

RESUMEN

Dermal infiltration of T cells is an important step in the onset and progression of immune-mediated skin diseases such as psoriasis; however, it is not known whether epidermal factors play a primary role in the development of these diseases. Here, we determined that the prodifferentiation transcription factor grainyhead-like 3 (GRHL3), which is essential during epidermal development, is dispensable for adult skin homeostasis, but required for barrier repair after adult epidermal injury. Consistent with activation of a GRHL3-regulated repair pathway in psoriasis, we found that GRHL3 is upregulated in lesional skin and binds known epidermal differentiation gene targets. Using an imiquimod-induced model of immune-mediated epidermal hyperplasia, we found that mice lacking GRHL3 have an exacerbated epidermal damage response, greater sensitivity to disease induction, delayed resolution of epidermal lesions, and resistance to anti-IL-22 therapy compared with WT animals. ChIP-Seq and gene expression profiling of murine skin revealed that while GRHL3 regulates differentiation pathways both during development and during repair from immune-mediated damage, it targets distinct sets of genes in the 2 processes. In particular, GRHL3 suppressed a number of alarmin and other proinflammatory genes after immune injury. This study identifies a GRHL3-regulated epidermal barrier repair pathway that suppresses disease initiation and helps resolve existing lesions in immune-mediated epidermal hyperplasia.


Asunto(s)
Reparación del ADN , Proteínas de Unión al ADN/metabolismo , Epidermis/metabolismo , Hiperplasia Epitelial Focal/metabolismo , Linfocitos T Reguladores/metabolismo , Factores de Transcripción/metabolismo , Animales , Diferenciación Celular/genética , Proteínas de Unión al ADN/genética , Epidermis/patología , Hiperplasia Epitelial Focal/genética , Hiperplasia Epitelial Focal/patología , Perfilación de la Expresión Génica , Regulación de la Expresión Génica/genética , Ratones , Ratones Noqueados , Linfocitos T Reguladores/patología , Factores de Transcripción/genética
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