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Vaneechoutte, D.

Publications and source records attributed to Vaneechoutte, D..

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TF2Network: predicting transcription factor regulators and gene regulatory networks in Arabidopsis using publicly available binding site information

A gene regulatory network (GRN) is a collection of regulatory interactions between transcription factors (TFs) and their target genes. GRNs control different biological processes and have been instrumental to understand the organization and complexity of gene regulation. Although various experimental methods have been used to map GRNs in Arabidopsis thaliana, their limited throughput combined with the large number of TFs makes that for many genes our knowledge about regulating TFs is incomplete. We introduce TF2Network, a tool that exploits the vast amount of TF binding site information and enables the delineation of GRNs by detecting potential regulators for a set of co-expressed or functionally related genes. Validation using two experimental benchmarks reveals that TF2Network predicts the correct regulator in 75-92% of the test sets. Furthermore, our tool is robust to noise in the input gene sets, has a low false discovery rate, and shows a better performance to recover correct regulators compared to other plant tools. TF2Network is accessible through a web interface where GRNs are interactively visualized and annotated with various types of experimental functional information. TF2Network was used to perform systematic functional and regulatory gene annotations, identifying new TFs involved in circadian rhythm and stress response.

bioinformatics

Genome-Wide Characterization Of Isoform Switching In Arabidopsis thaliana

SUMMARYAlternative splicing and the usage of alternate transcription start- or stop sites allows a single gene to produce multiple transcript isoforms. Most plant genes express one isoform at a significantly higher level than others, but under specific conditions this expression dominance can switch to different isoforms. These isoform switches have been observed for thousands of Zea mays and Vitis vinifera genes and have been linked to development and stress response. In Arabidopsis thaliana however, isoform switches have only been reported for 812 genes and the characteristics of these genes, nor the implications of the isoform switches on their protein functions, are currently well understood. Here we present a dataset of isoform dominance and switching for all genes in the AtRTD2 annotation based on a protocol that was benchmarked on simulated data and validated through comparison with a published RT-PCR panel. We report 138,722 isoform switches for 8,162 genes across 206 public RNA-Seq samples and find that these switches change the protein sequences in 23% of the cases. The observed isoform switches show high consistency across replicates and reveal reproducible patterns in response to treatment and development. We also demonstrate that genes with different ages, expression breadths, and functions show large differences in the frequency at which they switch isoforms and in the effect that these isoform switches have on their protein sequences. Finally, we showcase how the detected isoform switches can be applied to gain further insight in the regulation of a genes expression and function.\n\nSIGNIFICANCE STATEMENTIsoform switching through alternative splicing has been reported for thousands of genes in plants, yet genome-wide datasets to study the implications for gene functions are thus far not available. Here we present the first reference dataset of isoform dominance and switching for Arabidopsis thaliana based on 206 public RNA-Seq samples and provide novel insights in the regulation and functional consequences of alternative splicing.

plant biology