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1.
Mol Syst Biol ; 13(3): 919, 2017 03 20.
Article in English | MEDLINE | ID: mdl-28320772

ABSTRACT

Managing trade-offs through gene regulation is believed to confer resilience to a microbial community in a fluctuating resource environment. To investigate this hypothesis, we imposed a fluctuating environment that required the sulfate-reducer Desulfovibrio vulgaris to undergo repeated ecologically relevant shifts between retaining metabolic independence (active capacity for sulfate respiration) and becoming metabolically specialized to a mutualistic association with the hydrogen-consuming Methanococcus maripaludis Strikingly, the microbial community became progressively less proficient at restoring the environmentally relevant physiological state after each perturbation and most cultures collapsed within 3-7 shifts. Counterintuitively, the collapse phenomenon was prevented by a single regulatory mutation. We have characterized the mechanism for collapse by conducting RNA-seq analysis, proteomics, microcalorimetry, and single-cell transcriptome analysis. We demonstrate that the collapse was caused by conditional gene regulation, which drove precipitous decline in intracellular abundance of essential transcripts and proteins, imposing greater energetic burden of regulation to restore function in a fluctuating environment.


Subject(s)
Desulfovibrio vulgaris/growth & development , Methanococcus/growth & development , Systems Biology/methods , Desulfovibrio vulgaris/genetics , Directed Molecular Evolution , Gene Expression Profiling , Methanococcus/genetics , Oxidation-Reduction , Phenotype , Proteomics , Sequence Analysis, RNA , Single-Cell Analysis , Sulfates/metabolism
2.
Environ Microbiol ; 19(8): 3059-3069, 2017 08.
Article in English | MEDLINE | ID: mdl-28419704

ABSTRACT

Microbial populations can withstand, overcome and persist in the face of environmental fluctuation. Previously, we demonstrated how conditional gene regulation in a fluctuating environment drives dilution of condition-specific transcripts, causing a population of Desulfovibrio vulgaris Hildenborough (DvH) to collapse after repeatedly transitioning from sulfate respiration to syntrophic conditions with the methanogen Methanococcus maripaludis. Failure of the DvH to successfully transition contributed to the collapse of this model community. We investigated the mechanistic basis for loss of robustness by examining whether conditional gene regulation altered heterogeneity in gene expression across individual DvH cells. We discovered that robustness of a microbial population across environmental transitions was attributable to the retention of cells in two states that exhibited different condition-specific gene expression patterns. In our experiments, a population with disrupted conditional regulation successfully alternated between cell states. Meanwhile, a population with intact conditional regulation successfully switched between cell states initially, but collapsed after repeated transitions, possibly due to the high energy requirements of regulation. These results demonstrate that the survival of this entire model microbial community is dependent on the regulatory system's influence on the distribution of distinct cell states among individual cells within a clonal population.


Subject(s)
Desulfovibrio vulgaris/growth & development , Methanococcus/growth & development , Microbial Consortia/physiology , Microbial Interactions/physiology , Desulfovibrio vulgaris/genetics , Energy Metabolism/physiology , Oxidation-Reduction , Sulfates/metabolism
3.
Nucleic Acids Res ; 42(3): 1442-60, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24185701

ABSTRACT

Systems scale models provide the foundation for an effective iterative cycle between hypothesis generation, experiment and model refinement. Such models also enable predictions facilitating the understanding of biological complexity and the control of biological systems. Here, we demonstrate the reconstruction of a globally predictive gene regulatory model from public data: a model that can drive rational experiment design and reveal new regulatory mechanisms underlying responses to novel environments. Specifically, using ∼ 1500 publically available genome-wide transcriptome data sets from Saccharomyces cerevisiae, we have reconstructed an environment and gene regulatory influence network that accurately predicts regulatory mechanisms and gene expression changes on exposure of cells to completely novel environments. Focusing on transcriptional networks that induce peroxisomes biogenesis, the model-guided experiments allow us to expand a core regulatory network to include novel transcriptional influences and linkage across signaling and transcription. Thus, the approach and model provides a multi-scalar picture of gene dynamics and are powerful resources for exploiting extant data to rationally guide experimentation. The techniques outlined here are generally applicable to any biological system, which is especially important when experimental systems are challenging and samples are difficult and expensive to obtain-a common problem in laboratory animal and human studies.


Subject(s)
Gene Regulatory Networks , Systems Biology/methods , Gene Expression Profiling , Gene Expression Regulation, Fungal , Saccharomyces cerevisiae/genetics
4.
Biochem J ; 449(2): 507-17, 2013 Jan 15.
Article in English | MEDLINE | ID: mdl-23088601

ABSTRACT

Cellular responses to environmental stimuli are mediated by the co-ordinated activity of multiple control mechanisms, which result in the dynamics of cell function. Communication between different levels of regulation is central for this adaptability. The present study focuses on the interplay between transcriptional regulators and chromatin modifiers to co-operatively regulate transcription in response to a fatty acid stimulus. The genes involved in the ß-oxidation of fatty acids are highly induced in response to fatty acid exposure by four gene-specific transcriptional regulators, Oaf (oleate-activated transcription factor) 1p, Pip2p (peroxisome induction pathway 2), Oaf3p and Adr1p (alcohol dehydrogenase regulator 1). In the present study, we examine the interplay of these factors with Htz1p (histone variant H2A.Z) in regulating POT1 (peroxisomal oxoacyl thiolase 1) encoding peroxisomal thiolase and PIP2 encoding the autoregulatory oleate-specific transcriptional activator. Temporal resolution of ChIP (chromatin immunoprecipitation) data indicates that Htz1p is required for the timely removal of the transcriptional repressor Oaf3p during oleate induction. Adr1p plays an important role in the assembly of Htz1p-containing nucleosomes on the POT1 and PIP2 promoters. We also investigated the function of the uncharacterized transcriptional inhibitor Oaf3p. Deletion of OAF3 led to faster POT1 mRNA accumulation than in the wild-type. Most impressively, a highly protected nucleosome structure on the POT1 promoter during activation was observed in the OAF3 mutant cells in response to oleate induction.


Subject(s)
Cell Cycle Proteins/metabolism , Chromatin/drug effects , Oleic Acid/pharmacology , Protein Tyrosine Phosphatases/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Transcription Factors/metabolism , Cell Cycle Proteins/genetics , Chromatin/genetics , Chromatin/metabolism , Chromatin Immunoprecipitation , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Gene Expression Regulation, Fungal/drug effects , Histones/genetics , Histones/metabolism , Mutation , Nucleosomes/drug effects , Nucleosomes/genetics , Nucleosomes/metabolism , Promoter Regions, Genetic/genetics , Protein Binding , Protein Tyrosine Phosphatases/genetics , Reverse Transcriptase Polymerase Chain Reaction , Saccharomyces cerevisiae/drug effects , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/genetics , Transcription Factors/genetics , Transcription, Genetic/drug effects
5.
Nucleic Acids Res ; 38(5): 1431-40, 2010 Mar.
Article in English | MEDLINE | ID: mdl-20008511

ABSTRACT

Chz1p is a histone chaperone that interacts physically and functionally with the histone variant Htz1p, which has been implicated in establishing and maintaining boundaries between transcriptionally inactive heterochromatin and active euchromatin. To investigate the role of Chz1p in chromatin organization, we performed genome-wide expression arrays and chromatin immunoprecipitations of SIR complex components and modified histones in a CHZ1 deletion strain. Deletion of CHZ1 led to reduced ubiquitination of subtelomere-associated H2B, reduced subtelomeric H3K79 di-methylation, and increased binding of Sir3p, and Sir4p at telomere-distal euchromatin regions, correlating with decreased gene expression in subtelomeric regions. This anti-silencing defect appears to be mediated by enhanced association of de-ubiquitinase Ubp10p with subtelomeric DNA, as detected by chromatin immunoprecipitation analysis. In support of this, we show that deletion of UBP10 can antagonize the subtelomeric silencing phenotype of Deltachz1. Taken together, the results demonstrate a novel role for Chz1p in epigenetic regulation, through H2B de-ubiquitination by Ubp10p.


Subject(s)
Gene Expression Regulation, Fungal , Histone Chaperones/physiology , Histones/metabolism , Saccharomyces cerevisiae Proteins/physiology , Ubiquitination , Gene Deletion , Gene Silencing , Histone Chaperones/genetics , Histones/chemistry , Methylation , Nuclear Proteins/metabolism , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Silent Information Regulator Proteins, Saccharomyces cerevisiae/metabolism , Telomere/metabolism , Transcription, Genetic , Ubiquitin Thiolesterase/metabolism
6.
ISME J ; 15(8): 2233-2247, 2021 08.
Article in English | MEDLINE | ID: mdl-33612833

ABSTRACT

Early evolution of mutualism is characterized by big and predictable adaptive changes, including the specialization of interacting partners, such as through deleterious mutations in genes not required for metabolic cross-feeding. We sought to investigate whether these early mutations improve cooperativity by manifesting in synergistic epistasis between genomes of the mutually interacting species. Specifically, we have characterized evolutionary trajectories of syntrophic interactions of Desulfovibrio vulgaris (Dv) with Methanococcus maripaludis (Mm) by longitudinally monitoring mutations accumulated over 1000 generations of nine independently evolved communities with analysis of the genotypic structure of one community down to the single-cell level. We discovered extensive parallelism across communities despite considerable variance in their evolutionary trajectories and the perseverance within many evolution lines of a rare lineage of Dv that retained sulfate-respiration (SR+) capability, which is not required for metabolic cross-feeding. An in-depth investigation revealed that synergistic epistasis across pairings of Dv and Mm genotypes had enhanced cooperativity within SR- and SR+ assemblages, enabling their coexistence within the same community. Thus, our findings demonstrate that cooperativity of a mutualism can improve through synergistic epistasis between genomes of the interacting species, enabling the coexistence of mutualistic assemblages of generalists and their specialized variants.


Subject(s)
Epistasis, Genetic , Symbiosis , Methanococcus/metabolism , Mutation , Sulfates/metabolism
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