title: Genotet: An Interactive Web-based Visual Exploration Framework to Support Validation of Gene Regulatory Networks.
abstract: Elucidation of transcriptional regulatory networks (TRNs) is a fundamental goal in biology, and one of the most important components of TRNs are transcription factors (TFs), proteins that specifically bind to gene promoter and enhancer regions to alter target gene expression patterns. Advances in genomic technologies as well as advances in computational biology have led to multiple large regulatory network models (directed networks) each with a large corpus of supporting data and gene-annotation. There are multiple possible biological motivations for exploring large regulatory network models, including: validating TF-target gene relationships, figuring out co-regulation patterns, and exploring the coordination of cell processes in response to changes in cell state or environment. Here we focus on queries aimed at validating regulatory network models, and on coordinating visualization of primary data and directed weighted gene regulatory networks. The large size of both the network models and the primary data can make such coordinated queries cumbersome with existing tools and, in particular, inhibits the sharing of results between collaborators. In this work, we develop and demonstrate a web-based framework for coordinating visualization and exploration of expression data (RNA-seq, microarray), network models and gene-binding data (ChIP-seq). Using specialized data structures and multiple coordinated views, we design an efficient querying model to support interactive analysis of the data. Finally, we show the effectiveness of our framework through case studies for the mouse immune system (a dataset focused on a subset of key cellular functions) and a model bacteria (a small genome with high data-completeness).
authors.forename: Bowen
authors.initials: B
authors.lastname: Yu
authors.forename: Harish
authors.initials: H
authors.lastname: Doraiswamy
authors.forename: Xi
authors.initials: X
authors.lastname: Chen
authors.forename: Emily
authors.initials: E
authors.lastname: Miraldi
authors.forename: Mario Luis
authors.initials: ML
authors.lastname: Arrieta-Ortiz
authors.forename: Christoph
authors.initials: C
authors.lastname: Hafemeister
authors.forename: Aviv
authors.initials: A
authors.lastname: Madar
authors.forename: Richard
authors.initials: R
authors.lastname: Bonneau
authors.forename: Cláudio T
authors.initials: CT
authors.lastname: Silva
mesh_terms: D000818:Animals; D019295:Computational Biology / Q000379:methods*; D003196:Computer Graphics; D030541:Databases, Genetic; D053263:Gene Regulatory Networks; D020407:Internet; D051379:Mice; D014157:Transcription Factors; D014584:User-Computer Interface
chemical_list: D014157:Transcription Factors