Curation, inference, and assessment of a globally reconstructed gene regulatory network for Streptomyces coelicolor
Open Access
- 18 February 2022
- journal article
- research article
- Published by Springer Nature in Scientific Reports
- Vol. 12 (1) , 1-14
Abstract
Streptomyces coelicolorA3(2) is a model microorganism for the study of Streptomycetes, antibiotic production, and secondary metabolism in general. Even thoughS. coelicolorhas an outstanding variety of regulators among bacteria, little effort to globally study its transcription has been made. We manually curated 29 years of literature and databases to assemble a meta-curated experimentally-validated gene regulatory network (GRN) with 5386 genes and 9707 regulatory interactions (~ 41% of the total expected interactions). This provides the most extensive and up-to-date reconstruction available for the regulatory circuitry of this organism. Only ~ 6% (534/9707) are supported by experiments confirming the binding of the transcription factor to the upstream region of the target gene, the so-called “strong” evidence. While for the remaining interactions there is no confirmation of direct binding. To tackle network incompleteness, we performed network inference using several methods (including two proposed here) for motif identification in DNA sequences and GRN inference from transcriptomics. Further, we contrasted the structural properties and functional architecture of the networks to assess the reliability of the predictions, finding the inference from DNA sequence data to be the most trustworthy approach. Finally, we show two applications of the inferred and the curated networks. The inference allowed us to propose novel transcription factors for the keyStreptomycesantibiotic regulatory proteins (SARPs). The curated network allowed us to study the conservation of the system-level components betweenS. coelicolorandCorynebacterium glutamicum.There we identified the basal machinery as the common signature between the two organisms. The curated networks were deposited in Abasy Atlas (https://abasy.ccg.unam.mx/) while the inferences are available as Supplementary Material.Keywords
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Funding Information
- Programa de Apoyo a Proyectos de Investigación e Innovación Tecnológica (IN205918 and IN202421)
This publication has 72 references indexed in Scilit:
- Positive Feedback Regulation of stgR Expression for Secondary Metabolism in Streptomyces coelicolorJournal of Bacteriology, 2013
- Evidence classification of high-throughput protocols and confidence integration in RegulonDBDatabase: The Journal of Biological Databases and Curation, 2013
- Wisdom of crowds for robust gene network inferenceNature Methods, 2012
- Predictive regulatory models in Drosophila melanogaster by integrative inference of transcriptional networksGenome Research, 2012
- FIMO: scanning for occurrences of a given motifBioinformatics, 2011
- Genome-wide inference of regulatory networks in Streptomyces coelicolorBMC Genomics, 2010
- Information-Theoretic Inference of Large Transcriptional Regulatory NetworksEURASIP Journal on Bioinformatics and Systems Biology, 2007
- Network biology: understanding the cell's functional organizationNature Reviews Genetics, 2004
- An algorithm for finding protein–DNA binding sites with applications to chromatin- immunoprecipitation microarray experimentsNature Biotechnology, 2002
- Complete genome sequence of the model actinomycete Streptomyces coelicolor A3(2)Nature, 2002