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Romero L, Contreras-Riquelme S, Lira M, Martin AJM, Perez-Rueda E. Homology-based reconstruction of regulatory networks for bacterial and archaeal genomes. Front Microbiol 2022; 13:923105. [PMID: 35928164 PMCID: PMC9344073 DOI: 10.3389/fmicb.2022.923105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 06/27/2022] [Indexed: 12/04/2022] Open
Abstract
Gene regulation is a key process for all microorganisms, as it allows them to adapt to different environmental stimuli. However, despite the relevance of gene expression control, for only a handful of organisms is there related information about genome regulation. In this work, we inferred the gene regulatory networks (GRNs) of bacterial and archaeal genomes by comparisons with six organisms with well-known regulatory interactions. The references we used are: Escherichia coli K-12 MG1655, Bacillus subtilis 168, Mycobacterium tuberculosis, Pseudomonas aeruginosa PAO1, Salmonella enterica subsp. enterica serovar typhimurium LT2, and Staphylococcus aureus N315. To this end, the inferences were achieved in two steps. First, the six model organisms were contrasted in an all-vs-all comparison of known interactions based on Transcription Factor (TF)-Target Gene (TG) orthology relationships and Transcription Unit (TU) assignments. In the second step, we used a guilt-by-association approach to infer the GRNs for 12,230 bacterial and 649 archaeal genomes based on TF-TG orthology relationships of the six bacterial models determined in the first step. Finally, we discuss examples to show the most relevant results obtained from these inferences. A web server with all the predicted GRNs is available at https://regulatorynetworks.unam.mx/ or http://132.247.46.6/.
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Affiliation(s)
- Luis Romero
- Licenciatura en Ciencias Genomicas, Universidad Nacional Autonoma de Mexico, Cuernavaca, Mexico
| | - Sebastian Contreras-Riquelme
- Laboratorio de Biología de Redes, Centro de Genómica y Bioinformática, Facultad Ciencias, Ingeniería y Tecnología, Universidad Mayor, Santiago, Chile
| | - Manuel Lira
- Cómputo Académico, Facultad de Ciencias - UMDI-Sisal, Sede Parque Científico y Tecnológico de Yucatán, Universidad Nacional Autónoma de México, Mérida, Mexico
| | - Alberto J. M. Martin
- Laboratorio de Biología de Redes, Centro de Genómica y Bioinformática, Facultad Ciencias, Ingeniería y Tecnología, Universidad Mayor, Santiago, Chile
- Alberto J. M. Martin,
| | - Ernesto Perez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Mexico
- *Correspondence: Ernesto Perez-Rueda,
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Martinez-Liu L, Hernandez-Guerrero R, Rivera-Gomez N, Martinez-Nuñez MA, Escobar-Turriza P, Peeters E, Perez-Rueda E. Comparative genomics of DNA-binding transcription factors in archaeal and bacterial organisms. PLoS One 2021; 16:e0254025. [PMID: 34214112 PMCID: PMC8253408 DOI: 10.1371/journal.pone.0254025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 06/17/2021] [Indexed: 11/19/2022] Open
Abstract
Archaea represent a diverse phylogenetic group that includes free-living, extremophile, mesophile, symbiont, and opportunistic organisms. These prokaryotic organisms share a high significant similarity with the basal transcriptional machinery of Eukarya, and they share regulatory mechanisms with Bacteria, such as operonic organization and DNA-binding transcription factors (TFs). In this work, we identified the repertoire of TFs in 415 archaeal genomes and compared them with their counterparts in bacterial genomes. The comparisons of TFs, at a global level and per family, allowed us to identify similarities and differences between the repertoires of regulatory proteins of bacteria and archaea. For example, 11 of 62 families are more highly abundant in archaea than bacteria, and 13 families are abundant in bacteria but not in archaea and 38 families have similar abundances in the two groups. In addition, we found that archaeal TFs have a lower isoelectric point than bacterial proteins, i.e., they contain more acidic amino acids, and are smaller than bacterial TFs. Our findings suggest a divergence occurred for the regulatory proteins, even though they are common to archaea and bacteria. We consider that this analysis contributes to the comprehension of the structure and functionality of regulatory proteins of archaeal organisms.
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Affiliation(s)
- Luis Martinez-Liu
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, México
| | - Rafael Hernandez-Guerrero
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, México
| | - Nancy Rivera-Gomez
- Catedras-CONACyT, Instituto Nacional de Salud Pública, Cuernavaca, Morelos, México
| | | | - Pedro Escobar-Turriza
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, México
- Centro de Investigación Científica de Yucatán, Mérida, Yucatán, México
| | - Eveline Peeters
- Research Group of Microbiology, Vrije Universiteit Brussel, Ixelles, Belgium
| | - Ernesto Perez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, México
- * E-mail:
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Grünberger F, Reichelt R, Waege I, Ned V, Bronner K, Kaljanac M, Weber N, El Ahmad Z, Knauss L, Madej MG, Ziegler C, Grohmann D, Hausner W. CopR, a Global Regulator of Transcription to Maintain Copper Homeostasis in Pyrococcus furiosus. Front Microbiol 2021; 11:613532. [PMID: 33505379 PMCID: PMC7830388 DOI: 10.3389/fmicb.2020.613532] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Accepted: 12/09/2020] [Indexed: 11/24/2022] Open
Abstract
Although copper is in many cases an essential micronutrient for cellular life, higher concentrations are toxic. Therefore, all living cells have developed strategies to maintain copper homeostasis. In this manuscript, we have analyzed the transcriptome-wide response of Pyrococcus furiosus to increased copper concentrations and described the essential role of the putative copper-sensing metalloregulator CopR in the detoxification process. To this end, we employed biochemical and biophysical methods to characterize the role of CopR. Additionally, a copR knockout strain revealed an amplified sensitivity in comparison to the parental strain towards increased copper levels, which designates an essential role of CopR for copper homeostasis. To learn more about the CopR-regulated gene network, we performed differential gene expression and ChIP-seq analysis under normal and 20 μM copper-shock conditions. By integrating the transcriptome and genome-wide binding data, we found that CopR binds to the upstream regions of many copper-induced genes. Negative-stain transmission electron microscopy and 2D class averaging revealed an octameric assembly formed from a tetramer of dimers for CopR, similar to published crystal structures from the Lrp family. In conclusion, we propose a model for CopR-regulated transcription and highlight the regulatory network that enables Pyrococcus to respond to increased copper concentrations.
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Affiliation(s)
- Felix Grünberger
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Robert Reichelt
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Ingrid Waege
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Verena Ned
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Korbinian Bronner
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Marcell Kaljanac
- Department of Structural Biology, Institute of Biophysics and Physical Biochemistry, University of Regensburg, Regensburg, Germany
| | - Nina Weber
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Zubeir El Ahmad
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Lena Knauss
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - M. Gregor Madej
- Department of Structural Biology, Institute of Biophysics and Physical Biochemistry, University of Regensburg, Regensburg, Germany
| | - Christine Ziegler
- Department of Structural Biology, Institute of Biophysics and Physical Biochemistry, University of Regensburg, Regensburg, Germany
| | - Dina Grohmann
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
| | - Winfried Hausner
- Institute of Microbiology and Archaea Centre, University of Regensburg, Regensburg, Germany
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Transcription Regulators in Archaea: Homologies and Differences with Bacterial Regulators. J Mol Biol 2019; 431:4132-4146. [DOI: 10.1016/j.jmb.2019.05.045] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 05/08/2019] [Accepted: 05/24/2019] [Indexed: 11/17/2022]
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