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Murphy P, Comstock J, Khan T, Zhang J, Welch R, Igoshin OA. Cell behaviors underlying Myxococcus xanthus aggregate dispersal. mSystems 2023; 8:e0042523. [PMID: 37747885 PMCID: PMC10654071 DOI: 10.1128/msystems.00425-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 07/27/2023] [Indexed: 09/27/2023] Open
Abstract
IMPORTANCE Understanding the processes behind bacterial biofilm formation, maintenance, and dispersal is essential for addressing their effects on health and ecology. Within these multicellular communities, various cues can trigger differentiation into distinct cell types, allowing cells to adapt to their specific local environment. The soil bacterium Myxococcus xanthus forms biofilms in response to starvation, marked by cells aggregating into mounds. Some aggregates persist as spore-filled fruiting bodies, while others disperse after initial formation for unknown reasons. Here, we use a combination of cell tracking analysis and computational simulations to identify behaviors at the cellular level that contribute to aggregate dispersal. Our results suggest that cells in aggregates actively determine whether to disperse or persist and undergo a transition to sporulation based on a self-produced cue related to the aggregate size. Identifying these cues is an important step in understanding and potentially manipulating bacterial cell-fate decisions.
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Affiliation(s)
- Patrick Murphy
- Department of Bioengineering, Rice University, Houston, Texas, USA
- Center for Theoretical Physical Biology, Rice University, Houston, Texas, USA
| | - Jessica Comstock
- Department of Biology, Syracuse University, Syracuse, New York, USA
| | - Trosporsha Khan
- Department of Biology, Syracuse University, Syracuse, New York, USA
| | - Jiangguo Zhang
- Department of Bioengineering, Rice University, Houston, Texas, USA
- Center for Theoretical Physical Biology, Rice University, Houston, Texas, USA
| | - Roy Welch
- Department of Biology, Syracuse University, Syracuse, New York, USA
| | - Oleg A. Igoshin
- Department of Bioengineering, Rice University, Houston, Texas, USA
- Center for Theoretical Physical Biology, Rice University, Houston, Texas, USA
- Department of Chemistry, Rice University, Houston, Texas, USA
- Department of Biosciences, Rice University, Houston, Texas, USA
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An ambruticin-sensing complex modulates Myxococcus xanthus development and mediates myxobacterial interspecies communication. Nat Commun 2020; 11:5563. [PMID: 33149152 PMCID: PMC7643160 DOI: 10.1038/s41467-020-19384-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 10/07/2020] [Indexed: 01/01/2023] Open
Abstract
Starvation induces cell aggregation in the soil bacterium Myxococcus xanthus, followed by formation of fruiting bodies packed with myxospores. Sporulation in the absence of fruiting bodies can be artificially induced by high concentrations of glycerol through unclear mechanisms. Here, we show that a compound (ambruticin VS-3) produced by a different myxobacterium, Sorangium cellulosum, affects the development of M. xanthus in a similar manner. Both glycerol (at millimolar levels) and ambruticin VS-3 (at nanomolar concentrations) inhibit M. xanthus fruiting body formation under starvation, and induce sporulation in the presence of nutrients. The response is mediated in M. xanthus by three hybrid histidine kinases (AskA, AskB, AskC) that form complexes interacting with two major developmental regulators (MrpC, FruA). In addition, AskB binds directly to the mrpC promoter in vitro. Thus, our work indicates that the AskABC-dependent regulatory pathway mediates the responses to ambruticin VS-3 and glycerol. We hypothesize that production of ambruticin VS-3 may allow S. sorangium to outcompete M. xanthus under both starvation and growth conditions in soil. Starvation induces cell aggregation and formation of spore-containing fruiting bodies in the bacterium Myxococcus xanthus. Here, the authors show that a different myxobacterial species produces a compound that inhibits the development of fruiting bodies in M. xanthus, by affecting the function of histidine kinases and major regulators.
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Tonner PD, Darnell CL, Bushell FML, Lund PA, Schmid AK, Schmidler SC. A Bayesian non-parametric mixed-effects model of microbial growth curves. PLoS Comput Biol 2020; 16:e1008366. [PMID: 33104703 PMCID: PMC7644099 DOI: 10.1371/journal.pcbi.1008366] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 11/05/2020] [Accepted: 08/30/2020] [Indexed: 11/19/2022] Open
Abstract
Substantive changes in gene expression, metabolism, and the proteome are manifested in overall changes in microbial population growth. Quantifying how microbes grow is therefore fundamental to areas such as genetics, bioengineering, and food safety. Traditional parametric growth curve models capture the population growth behavior through a set of summarizing parameters. However, estimation of these parameters from data is confounded by random effects such as experimental variability, batch effects or differences in experimental material. A systematic statistical method to identify and correct for such confounding effects in population growth data is not currently available. Further, our previous work has demonstrated that parametric models are insufficient to explain and predict microbial response under non-standard growth conditions. Here we develop a hierarchical Bayesian non-parametric model of population growth that identifies the latent growth behavior and response to perturbation, while simultaneously correcting for random effects in the data. This model enables more accurate estimates of the biological effect of interest, while better accounting for the uncertainty due to technical variation. Additionally, modeling hierarchical variation provides estimates of the relative impact of various confounding effects on measured population growth.
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Affiliation(s)
- Peter D. Tonner
- Program in Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
- Biology Department, Duke University, Durham, NC, USA
| | | | - Francesca M. L. Bushell
- Institute of Microbiology and Infection, School of Biosciences, University of Birmingham, Birmingham, United Kingdom
| | - Peter A. Lund
- Institute of Microbiology and Infection, School of Biosciences, University of Birmingham, Birmingham, United Kingdom
| | - Amy K. Schmid
- Program in Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
- Biology Department, Duke University, Durham, NC, USA
- Center for Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
| | - Scott C. Schmidler
- Program in Computational Biology and Bioinformatics, Duke University, Durham, NC, USA
- Department of Statistical Science, Duke University, Durham, USA
- Department of Computer Science, Duke University, Durham, USA
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Rivera‐Yoshida N, Hernández‐Terán A, Escalante AE, Benítez M. Laboratory biases hinder Eco‐Evo‐Devo integration: Hints from the microbial world. JOURNAL OF EXPERIMENTAL ZOOLOGY PART B-MOLECULAR AND DEVELOPMENTAL EVOLUTION 2019; 334:14-24. [DOI: 10.1002/jez.b.22917] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 09/09/2019] [Accepted: 10/02/2019] [Indexed: 12/18/2022]
Affiliation(s)
- Natsuko Rivera‐Yoshida
- Laboratorio Nacional de Ciencias de la Sostenibilidad (LANCIS), Instituto de EcologíaUniversidad Nacional Autónoma de México Mexico City Mexico
- Programa de Doctorado en Ciencias BiomédicasUniversidad Nacional Autónoma de México Mexico City Mexico
- Centro de Ciencias de la ComplejidadUniversidad Nacional Autónoma de México Mexico City Mexico
| | - Alejandra Hernández‐Terán
- Laboratorio Nacional de Ciencias de la Sostenibilidad (LANCIS), Instituto de EcologíaUniversidad Nacional Autónoma de México Mexico City Mexico
- Programa de Doctorado en Ciencias BiomédicasUniversidad Nacional Autónoma de México Mexico City Mexico
| | - Ana E. Escalante
- Laboratorio Nacional de Ciencias de la Sostenibilidad (LANCIS), Instituto de EcologíaUniversidad Nacional Autónoma de México Mexico City Mexico
| | - Mariana Benítez
- Laboratorio Nacional de Ciencias de la Sostenibilidad (LANCIS), Instituto de EcologíaUniversidad Nacional Autónoma de México Mexico City Mexico
- Centro de Ciencias de la ComplejidadUniversidad Nacional Autónoma de México Mexico City Mexico
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McLaughlin PT, Bhardwaj V, Feeley BE, Higgs PI. MrpC, a CRP/Fnr homolog, functions as a negative autoregulator during the
Myxococcus xanthus
multicellular developmental program. Mol Microbiol 2018; 109:245-261. [DOI: 10.1111/mmi.13982] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 05/05/2018] [Accepted: 05/05/2018] [Indexed: 02/06/2023]
Affiliation(s)
| | - Vidhi Bhardwaj
- Department of EcophysiologyMax Planck Institute for Terrestrial MicrobiologyMarburg Hesse Germany
| | - Brooke E. Feeley
- Department of Biological SciencesWayne State UniversityDetroit MI USA
| | - Penelope I. Higgs
- Department of Biological SciencesWayne State UniversityDetroit MI USA
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Three Substrains of the Cyanobacterium Anabaena sp. Strain PCC 7120 Display Divergence in Genomic Sequences and hetC Function. J Bacteriol 2018; 200:JB.00076-18. [PMID: 29686139 DOI: 10.1128/jb.00076-18] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2018] [Accepted: 04/19/2018] [Indexed: 11/20/2022] Open
Abstract
Anabaena sp. strain PCC 7120 is a model strain for molecular studies of cell differentiation and patterning in heterocyst-forming cyanobacteria. Subtle differences in heterocyst development have been noticed in different laboratories working on the same organism. In this study, 360 mutations, including single nucleotide polymorphisms (SNPs), small insertion/deletions (indels; 1 to 3 bp), fragment deletions, and transpositions, were identified in the genomes of three substrains. Heterogeneous/heterozygous bases were also identified due to the polyploidy nature of the genome and the multicellular morphology but could be completely segregated when plated after filament fragmentation by sonication. hetC is a gene upregulated in developing cells during heterocyst formation in Anabaena sp. strain PCC 7120 and found in approximately half of other heterocyst-forming cyanobacteria. Inactivation of hetC in 3 substrains of Anabaena sp. PCC 7120 led to different phenotypes: the formation of heterocysts, differentiating cells that keep dividing, or the presence of both heterocysts and dividing differentiating cells. The expression of P hetZ -gfp in these hetC mutants also showed different patterns of green fluorescent protein (GFP) fluorescence. Thus, the function of hetC is influenced by the genomic background and epistasis and constitutes an example of evolution under way.IMPORTANCE Our knowledge about the molecular genetics of heterocyst formation, an important cell differentiation process for global N2 fixation, is mostly based on studies with Anabaena sp. strain PCC 7120. Here, we show that rapid microevolution is under way in this strain, leading to phenotypic variations for certain genes related to heterocyst development, such as hetC This study provides an example for ongoing microevolution, marked by multiple heterogeneous/heterozygous single nucleotide polymorphisms (SNPs), in a multicellular multicopy-genome microorganism.
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Heinrich AK, Hirschmann M, Neubacher N, Bode HB. LuxS-dependent AI-2 production is not involved in global regulation of natural product biosynthesis in Photorhabdus and Xenorhabdus. PeerJ 2017; 5:e3471. [PMID: 28663937 PMCID: PMC5488855 DOI: 10.7717/peerj.3471] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Accepted: 05/26/2017] [Indexed: 01/06/2023] Open
Abstract
The Gram-negative bacteria Photorhabdus and Xenorhabdus are known to produce a variety of different natural products (NP). These compounds play different roles since the bacteria live in symbiosis with nematodes and are pathogenic to insect larvae in the soil. Thus, a fine tuned regulatory system controlling NP biosynthesis is indispensable. Global regulators such as Hfq, Lrp, LeuO and HexA have been shown to influence NP production of Photorhabdus and Xenorhabdus. Additionally, photopyrones as quorum sensing (QS) signals were demonstrated to be involved in the regulation of NP production in Photorhabdus. In this study, we investigated the role of another possible QS signal, autoinducer-2 (AI-2), in regulation of NP production. The AI-2 synthase (LuxS) is widely distributed within the bacterial kingdom and has a dual role as a part of the activated methyl cycle pathway, as well as being responsible for AI-2 precursor production. We deleted luxS in three different entomopathogenic bacteria and compared NP levels in the mutant strains to the wild type (WT) but observed no difference to the WT strains. Furthermore, the absence of the small regulatory RNA micA, which is encoded directly upstream of luxS, did not influence NP levels. Phenotypic differences between the P. luminescens luxS deletion mutant and an earlier described luxS deficient strain of P. luminescens suggested that two phenotypically different strains have evolved in different laboratories.
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Affiliation(s)
- Antje K. Heinrich
- Fachbereich Biowissenschaften, Merck Stiftungsprofessur für Molekulare Biotechnologie, Goethe-Universität Frankfurt, Frankfurt am Main, Germany
| | - Merle Hirschmann
- Fachbereich Biowissenschaften, Merck Stiftungsprofessur für Molekulare Biotechnologie, Goethe-Universität Frankfurt, Frankfurt am Main, Germany
| | - Nick Neubacher
- Fachbereich Biowissenschaften, Merck Stiftungsprofessur für Molekulare Biotechnologie, Goethe-Universität Frankfurt, Frankfurt am Main, Germany
| | - Helge B. Bode
- Fachbereich Biowissenschaften, Merck Stiftungsprofessur für Molekulare Biotechnologie, Goethe-Universität Frankfurt, Frankfurt am Main, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe-Universität Frankfurt, Frankfurt am Main, Germany
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