scholarly journals Automated inference of gene regulatory networks using explicit regulatory modules

2020 ◽  
Vol 486 ◽  
pp. 110091
Author(s):  
Clémence Réda ◽  
Bartek Wilczyński
2017 ◽  
Author(s):  
Lupis Ribeiro ◽  
Vitória Tobias-Santos ◽  
Danielle Santos ◽  
Felipe Antunes ◽  
Geórgia Feltran ◽  
...  

SummaryGene regulatory networks (GRN) evolve as a result of the coevolutionary process acting on transcription factors and the cis-regulatory modules (CRMs) they bind. The zinc-finger transcription factor (TF) zelda (zld) is essential for maternal zygotic transition (MZT) in Drosophila melanogaster, where it directly binds over thousand CRMs to regulate chromatin accessibility. D. melanogaster displays a long germ type of embryonic development, where all segments are simultaneously generated along the whole egg. However, it remains unclear if zld is also involved in MZT of short-germ insects (including those from basal lineages) or in other biological processes. Here we show that zld is an innovation of the Pancrustacea lineage, being absent in more distant arthropods (e.g. chelicerates) and other organisms. To better understand zld’s ancestral function, we thoroughly investigated its roles in a short-germ beetle, Tribolium castaneum, using molecular biology and computational approaches. Our results demonstrate roles for zld not only during the MZT, but also in posterior segmentation and patterning of imaginal disc derived structures. Further, we also demonstrate that zld is critical for posterior segmentation in the hemipteran Rhodnius prolixus, indicating this function predates the origin of holometabolous insects and was subsequently lost in long-germ insects. Our results unveil new roles of zld in maintaining pluripotent state of progenitor cells at the posterior region and suggest that changes in expression of zld (and probably other pioneer TFs) are critical in the evolution of insect GRNs.


2017 ◽  
Author(s):  
Tiago C Silva ◽  
Simon G Coetzee ◽  
Lijing Yao ◽  
Nicole Gull ◽  
Dennis J Hazelett ◽  
...  

AbstractMotivationDNA methylation has been used to identify functional changes at transcriptional enhancers and other cis-regulatory modules (CRMs) in tumors and other disease tissues. Our R/Bioconductor packageELMER(Enhancer Linking by Methylation/Expression Relationships) provides a systematic approach that reconstructs altered gene regulatory networks (GRNs) by combining enhancer methylation and gene expression data derived from the same sample set.ResultsWe present a completely revised version 2 ofELMERthat provides numerous new features including an optional web-based interface and a new Supervised Analysis mode to use pre-defined sample groupings. We show that this approach can identify GRNs associated with many new Master Regulators includingKLF5in breast cancer.AvailabilityELMERv.2 is available as an R/Bioconductor package athttp://bioconductor.org/packages/ELMER/


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