Biology subjects

Vandepoele, K.

Publications and source records attributed to Vandepoele, K..

5 recordsLinked to original sources

bioRxiv2017

EnsembleNet: ensemble gene function predictions for Arabidopsis thaliana

Despite increasing availability of sequenced genomes, accurate characterization of gene functions is needed to close the genotype-phenotype gap. Recent advances in gene function prediction rely on ensemble approaches that integrate the results from multiple inference methods to produce superior predictions. Yet, these developments remain largely unexplored in plants. We present Neighbor Counting Ensemble, a gene function prediction method which integrates eleven gene co-function networks for Arabidopsis thaliana, and produces more accurate gene function predictions for a larger fraction of genes with unknown function. We used these predictions to identify genes involved in mitochondrial complex I formation, and for five of them we confirmed the predictions experimentally. The ensemble predictions are provided as a user-friendly online database, EnsembleNet, available at http://www.gene2function.de/ensemblenet.html.

bioinformatics↗

bioRxiv2017

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↗

bioRxiv2017

The Plastid Genome In Cladophorales Green Algae Is Encoded By Hairpin Plasmids

Virtually all plastid (chloroplast) genomes are circular double-stranded DNA molecules, typically between 100-200 kb in size and encoding circa 80-250 genes. Exceptions to this universal plastid genome architecture are very few and include the dinoflagellates where genes are located on DNA minicircles. Here we report on the highly deviant chloroplast genome of Cladophorales green algae, which is entirely fragmented into hairpin plasmids. Short and long read high-throughput sequencing of DNA and RNA demonstrated that the chloroplast genes of Boodlea composita are encoded on 1-7 kb DNA contigs with an exceptionally high GC-content, each containing a long inverted repeat with one or two protein-coding genes and conserved non-coding regions putatively involved in replication and/or expression. We propose that these contigs correspond to linear single-stranded DNA molecules that fold onto themselves to form hairpin plasmids. The Boodlea chloroplast genes are highly divergent from their corresponding orthologs. The origin of this highly deviant chloroplast genome likely occurred before the emergence of the Cladophorales, and coincided with an elevated transfer of chloroplast genes to the nucleus. A chloroplast genome that is composed only of linear DNA molecules is unprecedented among eukaryotes and highlights unexpected variation in the plastid genome architecture.

genomics↗

bioRxiv2017

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↗

bioRxiv2017

PhyD3: a phylogenetic tree viewer with extended phyloXML support for functional genomics data visualization

MotivationComparative and evolutionary studies utilise phylogenetic trees to analyse and visualise biological data. Recently, several web-based tools for the display, manipulation, and annotation of phylogenetic trees, such as iTOL and Evolview, have released updates to be compatible with the latest web technologies. While those web tools operate an open server access model with a multitude of registered users, a feature-rich open source solution using current web technologies is not available.\n\nResultsHere, we present an extension of the widely used PhyloXML standard with several new options to accommodate functional genomics or annotation datasets for advanced visualization. Furthermore, PhyD3 has been developed as a lightweight tool using the JavaScript library D3.js to achieve a state-of-the-art phylogenetic tree visualisation in the web browser, with support for advanced annotations. The current implementation is open source, easily adaptable and easy to implement in third parties web sites.\n\nAvailabilityMore information about PhyD3 itself, installation procedures, and implementation links are available at http://phyd3.bits.vib.be and at http://github.com/vibbits/phyd3/.\n\nContactbits@vib.be

bioinformatics↗