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G-quadruplexes and gene expression in Arabidopsis thaliana

TLDR
A novel method for identifying G4s is introduced, which uses a machine learning approach trained on datasets derived from the high throughput sequencing of G4 structures, to study the prevalence of PG4s in the genome of Arabidopsis thaliana, the model plant.
Abstract
G-Quadruplexes (G4s) are four stranded DNA structures which form in regions with high GC content and high GC skew. Because of the dependence of G4 structure on specific sequences, it is possible to predict putative G4s (PG4s) throughout genomic sequence. PG4s are non-uniformly distributed in genomes, with higher densities within various genic features, particularly promoters, 5’ untranslated regions (UTRs) and coding sequences (CDSs). When they form G4s, these sequences can have a variety of implications for biological processes including replication, transcription, translation and splicing. Here, we introduce a novel method for identifying PG4s, which uses a machine learning approach trained on datasets derived from the high throughput sequencing of G4 structures. We apply this and other techniques, to study the prevalence of PG4s in the genome of Arabidopsis thaliana, the model plant. Finally, we study the effect of G4 stabilisation on gene expression in Arabidopsis, using the GQuadruplex binding agent N-methyl mesoporphyrin (NMM). We identify a family of genes which are strongly downregulated by NMM, and find that they contain large numbers of PG4s in their CDSs.

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References
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TL;DR: A flexible statistical framework is developed for the analysis of read counts from RNA-Seq gene expression studies, and parallel computational approaches are developed to make non-linear model fitting faster and more reliable, making the application of GLMs to genomic data more convenient and practical.

Exploring Network Structure, Dynamics, and Function using NetworkX

TL;DR: Some of the recent work studying synchronization of coupled oscillators is discussed to demonstrate how NetworkX enables research in the field of computational networks.
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A catalogue of splice junction sequences

TL;DR: The sequence CAAG/GTAGAGT was found to be a consensus of 139 exon-intron boundaries (or donor sequences) and (TC)nNCTAG/G was found of 130 intron-exon boundaries ( or acceptor sequences).
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bcl-x, a bcl-2-related gene that functions as a dominant regulator of apoptotic cell death

TL;DR: Data suggest that bcl-x plays an important role in both positive and negative regulation of programmed cell death, as well as in tissues containing long-lived postmitotic cells, such as adult brain.
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Mapping identifiers for the integration of genomic datasets with the R/Bioconductor package biomaRt.

TL;DR: It is demonstrated how to use the computational environment R to integrate and jointly analyze experimental datasets, employing BioMart web services to provide the molecule mappings.