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Sepúlveda-Rebolledo P, González-Rosales C, Dopson M, Pérez-Rueda E, Holmes DS, Valdés JH. Comparative genomics sheds light on transcription factor-mediated regulation in the extreme acidophilic Acidithiobacillia representatives. Res Microbiol 2024; 175:104135. [PMID: 37678513 DOI: 10.1016/j.resmic.2023.104135] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 08/28/2023] [Accepted: 08/30/2023] [Indexed: 09/09/2023]
Abstract
Extreme acidophiles thrive in acidic environments, confront a multitude of challenges, and demonstrate remarkable adaptability in their metabolism to cope with the ever-changing environmental fluctuations, which encompass variations in temperature, pH levels, and the availability of electron acceptors and donors. The survival and proliferation of members within the Acidithiobacillia class rely on the deployment of transcriptional regulatory systems linked to essential physiological traits. The study of these transcriptional regulatory systems provides valuable insights into critical processes, such as energy metabolism and nutrient assimilation, and how they integrate into major genetic-metabolic circuits. In this study, we examined the transcriptional regulatory repertoires and potential interactions of forty-three Acidithiobacillia complete and draft genomes, encompassing nine species. To investigate the function and diversity of Transcription Factors (TFs) and their DNA Binding Sites (DBSs), we conducted a genome-wide comparative analysis, which allowed us to identify these regulatory elements in representatives of Acidithiobacillia. We classified TFs into gene families and compared their occurrence among all representatives, revealing conservation patterns across the class. The results identified conserved regulators for several pathways, including iron and sulfur oxidation, the main pathways for energy acquisition, providing new evidence for viable regulatory interactions and branch-specific conservation in Acidithiobacillia. The identification of TFs and DBSs not only corroborates existing experimental information for selected species, but also introduces novel candidates for experimental validation. Moreover, these promising candidates have the potential for further extension to new representatives within the class.
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Affiliation(s)
- Pedro Sepúlveda-Rebolledo
- Centro de Genómica y Bioinformática and PhD. Program on Integrative Genomics, Facultad de Ciencias, Universidad Mayor, Santiago (8580745), Chile.
| | - Carolina González-Rosales
- Center for Bioinformatics and Genome Biology, Fundación Ciencia & Vida, Santiago (8580638), Chile; Centre for Ecology and Evolution in Microbial Model Systems, Linnaeus University, SE-391 82 Kalmar, Sweden.
| | - Mark Dopson
- Centre for Ecology and Evolution in Microbial Model Systems, Linnaeus University, SE-391 82 Kalmar, Sweden.
| | - Ernesto Pérez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica del Estado de Yucatán, Mérida, Yucatán, Mexico.
| | - David S Holmes
- Center for Bioinformatics and Genome Biology, Fundación Ciencia & Vida, Santiago (8580638), Chile; Facultad de Medicina y Ciencia, Universidad San Sebastián, Santiago (7510156), Chile.
| | - Jorge H Valdés
- Center for Bioinformatics and Integrative Biology, Facultad de Ciencias de la Vida, Universidad Andrés Bello, Santiago (8370146), Chile.
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Ledesma L, Hernandez-Guerrero R, Perez-Rueda E. Prediction of DNA-Binding Transcription Factors in Bacteria and Archaea Genomes. Methods Mol Biol 2022; 2516:103-112. [PMID: 35922624 DOI: 10.1007/978-1-0716-2413-5_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
DNA-binding transcription factors (TFs) play a central role in the gene expression of all organisms, from viruses to humans, including bacteria and archaea. The role of these proteins is the fate of gene expression in the context of environmental challenges. Because thousands of genomes have been sequenced to date, predictions of the encoded proteins are validated through the use of bioinformatics tools to obtain the necessary experimental, posterior knowledge. In this chapter, we describe three approaches to identify TFs in protein sequences. The first approach integrates the results of sequence comparisons and PFAM assignments, using as reference a manually curated collection of TFs. The second approach considers the prediction of DNA-binding structures, such as the classical helix-turn-helix (HTH); and the third approach considers a deep learning model. We suggest that all approaches must be considered together to increase the possibility of identifying new TFs in bacterial and archaeal genomes.
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Affiliation(s)
- Leonardo Ledesma
- Posgrado en Ciencia e Ingeniería de la Computación, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | - Rafael Hernandez-Guerrero
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, Mexico
| | - Ernesto Perez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Unidad Académica Yucatán, Mérida, Yucatán, Mexico.
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Jung D, Park S, Ruffini J, Dussault F, Dufour S, Ronholm J. Comparative genomic analysis of Escherichia coli isolates from cases of bovine clinical mastitis identifies nine specific pathotype marker genes. Microb Genom 2021; 7. [PMID: 34227932 PMCID: PMC8477405 DOI: 10.1099/mgen.0.000597] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Escherichia coli is a major causative agent of environmental bovine mastitis and this disease causes significant economic losses for the dairy industry. There is still debate in the literature as to whether mammary pathogenic E. coli (MPEC) is indeed a unique E. coli pathotype, or whether this infection is merely an opportunistic infection caused by any E. coli isolate being displaced from the bovine gastrointestinal tract to the environment and, then, into the udder. In this study, we conducted a thorough genomic analysis of 113 novel MPEC isolates from clinical mastitis cases and 100 bovine commensal E. coli isolates. A phylogenomic analysis indicated that MPEC and commensal E. coli isolates formed clades based on common sequence types and O antigens, but did not cluster based on mammary pathogenicity. A comparative genomic analysis of MPEC and commensal isolates led to the identification of nine genes that were part of either the core or the soft-core MPEC genome, but were not found in any bovine commensal isolates. These apparent MPEC marker genes were genes involved with nutrient intake and metabolism [adeQ, adenine permease; nifJ, pyruvate-flavodoxin oxidoreductase; and yhjX, putative major facilitator superfamily (MFS)-type transporter], included fitness and virulence factors commonly seen in uropathogenic E. coli (pqqL, zinc metallopeptidase, and fdeC, intimin-like adhesin, respectively), and putative proteins [yfiE, uncharacterized helix-turn-helix-type transcriptional activator; ygjI, putative inner membrane transporter; and ygjJ, putative periplasmic protein]. Further characterization of these highly conserved MPEC genes may be critical to understanding the pathobiology of MPEC.
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Affiliation(s)
- Dongyun Jung
- Faculty of Agricultural and Environmental Sciences, Macdonald Campus, McGill University, Sainte Anne de Bellevue, Quebec, Canada
- Mastitis Network, Saint-Hyacinthe, Quebec J2S 2M2, Canada
| | - Soyoun Park
- Faculty of Agricultural and Environmental Sciences, Macdonald Campus, McGill University, Sainte Anne de Bellevue, Quebec, Canada
- Mastitis Network, Saint-Hyacinthe, Quebec J2S 2M2, Canada
| | - Janina Ruffini
- Faculty of Agricultural and Environmental Sciences, Macdonald Campus, McGill University, Sainte Anne de Bellevue, Quebec, Canada
| | | | - Simon Dufour
- Mastitis Network, Saint-Hyacinthe, Quebec J2S 2M2, Canada
- Regroupement FRQNT Op+Lait, Saint-Hyacinthe, Québec J2S 2M2, Canada
- Faculté de Médecine Vétérinaire, Université de Montréal, Saint-Hyacinthe, Québec, Canada
| | - Jennifer Ronholm
- Faculty of Agricultural and Environmental Sciences, Macdonald Campus, McGill University, Sainte Anne de Bellevue, Quebec, Canada
- Mastitis Network, Saint-Hyacinthe, Quebec J2S 2M2, Canada
- Regroupement FRQNT Op+Lait, Saint-Hyacinthe, Québec J2S 2M2, Canada
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