@article {127, title = {xcore: an R package for inference of gene expression regulators.}, journal = {BMC Bioinformatics}, volume = {24}, year = {2023}, month = {2023 Jan 11}, pages = {14}, abstract = {

BACKGROUND: Elucidating the Transcription Factors (TFs) that drive the gene expression changes in a given experiment is a common question asked by researchers. The existing methods rely on the predicted Transcription Factor Binding Site (TFBS) to model the changes in the motif activity. Such methods only work for TFs that have a motif and assume the TF binding profile is the same in all cell types.

RESULTS: Given the wealth of the ChIP-seq data available for a wide range of the TFs in various cell types, we propose that gene expression modeling can be done using ChIP-seq "signatures" directly, effectively skipping the motif finding and TFBS prediction steps. We present xcore, an R package that allows TF activity modeling based on ChIP-seq signatures and the user{\textquoteright}s gene expression data. We also provide xcoredata a companion data package that provides a collection of preprocessed ChIP-seq signatures. We demonstrate that xcore leads to biologically relevant predictions using transforming growth factor beta induced epithelial-mesenchymal transition time-courses, rinderpest infection time-courses, and embryonic stem cells differentiated to cardiomyocytes time-course profiled with Cap Analysis Gene Expression.

CONCLUSIONS: xcore provides a simple analytical framework for gene expression modeling using linear models that can be easily incorporated into differential expression analysis pipelines. Taking advantage of public ChIP-seq databases, xcore can identify meaningful molecular signatures and relevant ChIP-seq experiments.

}, keywords = {Animals, Binding Sites, Chromatin Immunoprecipitation, Chromatin Immunoprecipitation Sequencing, Gene Expression, Protein Binding, Transcription Factors}, issn = {1471-2105}, doi = {10.1186/s12859-022-05084-0}, author = {Migda{\l}, Maciej and Arakawa, Takahiro and Takizawa, Satoshi and Furuno, Masaaki and Suzuki, Harukazu and Arner, Erik and Winata, Cecilia Lanny and Kaczkowski, Bogumi{\l}} } @article {69, title = {Chromatin states of developmentally-regulated genes revealed by DNA and histone methylation patterns in zebrafish embryos.}, journal = {Int J Dev Biol}, volume = {54}, year = {2010}, month = {2010}, pages = {803-13}, abstract = {

Embryo development proceeds from a cascade of gene activation and repression events controlled by epigenetic modifications of DNA and histones. Little is known about epigenetic states in the developing zebrafish, despite its importance as a model organism. We report here DNA methylation and histone modification profiles of promoters of developmentally-regulated genes (pou5f1, sox2, sox3, klf4, nnr, otx1b, nes, vasa), as well as tert and bactin2, in zebrafish embryos at the mid-late blastula transition, shortly after embryonic genome activation. We identify four classes of promoters based on the following profiles: (i) those enriched in marks of active genes (H3K9ac, H4ac, H3K4me3) without transcriptionally repressing H3K9me3 or H3K27me3; (ii) those enriched in H3K9ac, H4ac and H3K27me3, without H3K9me3; one such gene was klf4, shown by in situ hybridization to be mosaically expressed, likely accounting for the detection of both activating and repressive marks on its promoter; (iii) those enriched in H3K4me3 and H3K27me3 without acetylation; and (iv) those enriched in all histone modifications examined. Culture of embryo-derived cells under differentiation conditions leads to H3K9 and H4 deacetylation and H3K9 and H3K27 trimethylation on genes that are inactivated, yielding an epigenetic profile similar to those of fibroblasts or muscle. All promoters however retain H3K4me3, indicating an uncoupling of H3K4me3 occupancy and gene expression. All non-CpG island developmentally-regulated promoters are DNA unmethylated in embryos, but hypermethylated in fibroblasts. Our results suggest that differentially expressed embryonic genes are regulated by various patterns of histone modifications on unmethylated DNA, which create a developmentally permissive chromatin state.

}, keywords = {Animals, Blastula, Cell Line, Chromatin, Chromatin Immunoprecipitation, CpG Islands, DNA Methylation, Embryo, Nonmammalian, Fibroblasts, Gene Expression Profiling, Gene Expression Regulation, Developmental, Histones, In Situ Hybridization, Lysine, Methylation, Oligonucleotide Array Sequence Analysis, Promoter Regions, Genetic, Reverse Transcriptase Polymerase Chain Reaction, Zebrafish, Zebrafish Proteins}, issn = {1696-3547}, doi = {10.1387/ijdb.103081ll}, author = {Lindeman, Leif C and Winata, Cecilia L and Aanes, Hvard and Mathavan, Sinnakaruppan and Alestrom, Peter and Collas, Philippe} }