scispace - formally typeset
Open AccessDissertation

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.

read more

Citations
More filters

Integrative Genomics Viewer

TL;DR: The sheer volume and scope of data posed by this flood of data pose a significant challenge to the development of efficient and intuitive visualization tools able to scale to very large data sets and to flexibly integrate multiple data types, including clinical data.

Chromatin-state discovery and genome annotation with ChromHMM

TL;DR: ChromHMM combines multiple genome-wide epigenomic maps, and uses combinatorial and spatial mark patterns to infer a complete annotation for each cell type, and provides an automated enrichment analysis of the resulting annotations to facilitate the functional interpretations of each chromatin state.
Journal Article

Python: the tutorial

TL;DR: Over the years, programming languages have grown more powerful, but correspondingly more complex; and while that complexity is fine and appropriate for professional programmers, it hinders and discourages beginning Computer Science students.
Journal ArticleDOI

A Hitchhiker's Guide to…

TL;DR: In this paper, the authors present a summary of issues that faculty members should review as they begin to consider retirement, including the benefits they consider to be important and the issues that need to be considered.
Journal Article

How long is too long

References
More filters
Journal ArticleDOI

Polyester: simulating RNA-seq datasets with differential transcript expression

TL;DR: Polyester is an R package designed to simulate RNA-seq data, ability to simulate reads indicating isoform-level differential expression across biological replicates for a variety of experimental designs, and can recover differential expression set in the simulation by the user.
Journal ArticleDOI

Overexpression of RNase H partially complements the growth defect of an Escherichia coli delta topA mutant: R-loop formation is a major problem in the absence of DNA topoisomerase I.

TL;DR: It is shown that the overexpression of RNase H, an enzyme that degrades the RNA moiety of an R loop, can partially compensate for the absence of DNA TOPO I, and a defect in DNA gyrase can correct several phenotypes associated with a mutation in the rnhA gene, which encodes the majorRNase H activity.
Journal ArticleDOI

Nascent-seq indicates widespread cotranscriptional pre-mRNA splicing in Drosophila

TL;DR: Intons with low cotranscriptional splicing efficiencies are present in the same primary transcript with efficiently spliced introns, indicating that splicing is intron-specific.
Journal ArticleDOI

Localization of a putative transcriptional regulator (atrx) at pericentromeric heterochromatin and the short arms of acrocentric chromosomes

TL;DR: The unexpected association of a putative transcriptional regulator with highly repetitive DNA provides a potential explanation for the variability in phenotype of patients with identical mutations in the ATRX gene.
Journal Article

Python: the tutorial

TL;DR: Over the years, programming languages have grown more powerful, but correspondingly more complex; and while that complexity is fine and appropriate for professional programmers, it hinders and discourages beginning Computer Science students.