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1.
Mucosal Immunol ; 15(6): 1060-1070, 2022 06.
Article in English | MEDLINE | ID: mdl-35869146

ABSTRACT

A priori power and sample size calculations are crucial to appropriately test null hypotheses and obtain valid conclusions from all clinical studies. Statistical tests to evaluate hypotheses in microbiome studies need to consider intrinsic features of microbiome datasets that do not apply to classic sample size calculation. In this review, we summarize statistical approaches to calculate sample sizes for typical microbiome study scenarios, including those that hypothesize microbiome features to be the outcome, the exposure or the mediator, and provide relevant R scripts to conduct some of these calculations. This review is intended to be a resource to facilitate the conduct of sample size calculations that are based on testable hypotheses across several dimensions of the microbiome. Implementation of these methods will improve the quality of human or animal microbiome studies, enabling reliable conclusions that will generalize beyond the study sample.


Subject(s)
Microbiota , Animals , Humans , Sample Size
2.
Nat Commun ; 12(1): 1986, 2021 03 31.
Article in English | MEDLINE | ID: mdl-33790266

ABSTRACT

Many bacteria use the second messenger cyclic diguanylate (c-di-GMP) to control motility, biofilm production and virulence. Here, we identify a thermosensory diguanylate cyclase (TdcA) that modulates temperature-dependent motility, biofilm development and virulence in the opportunistic pathogen Pseudomonas aeruginosa. TdcA synthesizes c-di-GMP with catalytic rates that increase more than a hundred-fold over a ten-degree Celsius change. Analyses using protein chimeras indicate that heat-sensing is mediated by a thermosensitive Per-Arnt-SIM (PAS) domain. TdcA homologs are widespread in sequence databases, and a distantly related, heterologously expressed homolog from the Betaproteobacteria order Gallionellales also displayed thermosensitive diguanylate cyclase activity. We propose, therefore, that thermotransduction is a conserved function of c-di-GMP signaling networks, and that thermosensitive catalysis of a second messenger constitutes a mechanism for thermal sensing in bacteria.


Subject(s)
Bacterial Proteins/metabolism , Cyclic GMP/analogs & derivatives , Escherichia coli Proteins/metabolism , Phosphorus-Oxygen Lyases/metabolism , Pseudomonas aeruginosa/metabolism , Second Messenger Systems/physiology , Signal Transduction/physiology , Algorithms , Bacterial Proteins/genetics , Biofilms/growth & development , Chromatography, Liquid , Cyclic GMP/metabolism , Escherichia coli Proteins/genetics , Gene Expression Regulation, Bacterial , Mass Spectrometry , Phosphorus-Oxygen Lyases/genetics , Pseudomonas aeruginosa/genetics , Pseudomonas aeruginosa/physiology , Temperature
3.
Methods Mol Biol ; 1657: 455-470, 2017.
Article in English | MEDLINE | ID: mdl-28889313

ABSTRACT

Bacteria in the biofilm mode of growth cause numerous problematic infections due to their resistance to antimicrobials and the immune system. Because conventional antimicrobial compounds cannot efficiently eradicate biofilm infections, we urgently need new efficient anti-biofilm drugs. The secondary messenger c-di-GMP is a positive regulator of biofilm formation in many clinically relevant bacteria, and it is assumed that drugs that lower the intracellular level of c-di-GMP will force biofilm bacteria into a more treatable planktonic lifestyle. We describe a protocol for high-throughput screening of chemical libraries for compounds that lower the c-di-GMP level in bacteria, and potentially can serve as lead compounds in the development of novel biofilm dismantling drugs.


Subject(s)
Bacteria/drug effects , Bacteria/metabolism , Cyclic GMP/analogs & derivatives , Drug Discovery/methods , High-Throughput Screening Assays , Second Messenger Systems/drug effects , Anti-Bacterial Agents/pharmacology , Bacteria/growth & development , Biofilms/drug effects , Biofilms/growth & development , Cyclic GMP/metabolism , Small Molecule Libraries , Workflow
4.
Microbiologyopen ; 6(4)2017 08.
Article in English | MEDLINE | ID: mdl-28419759

ABSTRACT

Knowledge about the molecular mechanisms that are involved in the regulation of biofilm formation is essential for the development of biofilm-control measures. It is well established that the nucleotide second messenger cyclic diguanosine monophosphate (c-di-GMP) is a positive regulator of biofilm formation in many bacteria, but more knowledge about c-di-GMP effectors is needed. We provide evidence that c-di-GMP, the alternative sigma factor RpoN (σ54), and the enhancer-binding protein BerB play a role in biofilm formation of Burkholderia cenocepacia by regulating the production of a biofilm-stabilizing exopolysaccharide. Our findings suggest that BerB binds c-di-GMP, and activates RpoN-dependent transcription of the berA gene coding for a c-di-GMP-responsive transcriptional regulator. An increased level of the BerA protein in turn induces the production of biofilm-stabilizing exopolysaccharide in response to high c-di-GMP levels. Our findings imply that the production of biofilm exopolysaccharide in B. cenocepacia is regulated through a cascade involving two consecutive transcription events that are both activated by c-di-GMP. This type of regulation may allow tight control of the expenditure of cellular resources.


Subject(s)
Biofilms/growth & development , Burkholderia cenocepacia/physiology , Cyclic GMP/analogs & derivatives , Sigma Factor/metabolism , Transcription Factors/metabolism , Burkholderia cenocepacia/genetics , Burkholderia cenocepacia/growth & development , Burkholderia cenocepacia/metabolism , Cyclic GMP/metabolism , Gene Expression Regulation, Bacterial , Polysaccharides, Bacterial/metabolism , Sigma Factor/genetics , Transcription Factors/genetics
5.
Microbiology (Reading) ; 162(10): 1797-1807, 2016 10.
Article in English | MEDLINE | ID: mdl-27526691

ABSTRACT

Current antibiotic treatments are insufficient in eradicating bacterial biofilms, which represent the primary cause of chronic bacterial infections. Thus, there is an urgent need for new strategies to eradicate biofilm infections. The second messenger c-di-GMP is a positive regulator of biofilm formation in many clinically relevant bacteria. It is hypothesized that drugs lowering the intracellular level of c-di-GMP will force biofilm bacteria into a more treatable planktonic lifestyle. To identify compounds capable of lowering c-di-GMP levels in Pseudomonas aeruginosa, we screened 5000 compounds for their potential c-di-GMP-lowering effect using a recently developed c-di-GMP biosensor strain. Our screen identified the anti-cancerous drug doxorubicin as a potent c-di-GMP inhibitor. In addition, the drug decreased the transcription of many biofilm-related genes. However, despite its effect on the c-di-GMP content in P. aeruginosa, doxorubicin was unable to inhibit biofilm formation or disperse established biofilms. On the contrary, the drug was found to promote P. aeruginosa biofilm formation, possibly through release of extracellular DNA from a subpopulation of killed bacteria. Our findings emphasize that lowering of the c-di-GMP content in bacteria might not be sufficient to mediate biofilm inhibition or dispersal.


Subject(s)
Antineoplastic Agents/pharmacology , Biofilms/drug effects , Cyclic GMP/analogs & derivatives , Doxorubicin/pharmacology , Pseudomonas aeruginosa/drug effects , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Cyclic GMP/metabolism , Gene Expression Regulation, Bacterial/drug effects , Pseudomonas aeruginosa/genetics , Pseudomonas aeruginosa/physiology
6.
PLoS One ; 11(3): e0151449, 2016.
Article in English | MEDLINE | ID: mdl-26999783

ABSTRACT

The WalKR two-component system, controlling cell wall metabolism, is highly conserved among Bacilli and essential for cell viability. In Staphylococcus aureus, walR and walK are followed by three genes of unknown function: walH, walI and walJ. Sequence analysis and transcript mapping revealed a unique genetic structure for this locus in S. aureus: the last gene of the locus, walJ, is transcribed independently, whereas transcription of the tetra-cistronic walRKHI operon occurred from two independent promoters located upstream from walR. Protein topology analysis and protein-protein interactions in E. coli as well as subcellular localization in S. aureus allowed us to show that WalH and WalI are membrane-bound proteins, which associate with WalK to form a complex at the cell division septum. While these interactions suggest that WalH and WalI play a role in activity of the WalKR regulatory pathway, deletion of walH and/or walI did not have a major effect on genes whose expression is strongly dependent on WalKR or on associated phenotypes. No effect of WalH or WalI was seen on tightly controlled WalKR regulon genes such as sle1 or saouhsc_00773, which encodes a CHAP-domain amidase. Of the genes encoding the two major S. aureus autolysins, AtlA and Sle1, only transcription of atlA was increased in the ΔwalH or ΔwalI mutants. Likewise, bacterial autolysis was not increased in the absence of WalH and/or WalI and biofilm formation was lowered rather than increased. Our results suggest that contrary to their major role as WalK inhibitors in B. subtilis, the WalH and WalI proteins have evolved a different function in S. aureus, where they are more accessory. A phylogenomic analysis shows a striking conservation of the 5 gene wal cluster along the evolutionary history of Bacilli, supporting the key importance of this signal transduction system, and indicating that the walH and walI genes were lost in the ancestor of Streptococcaceae, leading to their atypical 3 wal gene cluster, walRKJ.


Subject(s)
Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Gene Expression Regulation, Bacterial , Staphylococcus aureus/genetics , Transcription, Genetic , Base Sequence , Biofilms/growth & development , Cell Division , Cell Membrane/metabolism , Genes, Bacterial , Genetic Loci , Molecular Sequence Data , Mutation/genetics , Operon/genetics , Phylogeny , Promoter Regions, Genetic/genetics , Protein Binding , Protein Transport , Staphylococcus aureus/cytology , Staphylococcus aureus/metabolism , Subcellular Fractions/metabolism
8.
J Bacteriol ; 197(13): 2190-200, 2015 Jul.
Article in English | MEDLINE | ID: mdl-25897033

ABSTRACT

UNLABELLED: The opportunistic human pathogen Pseudomonas aeruginosa expresses numerous acute virulence factors in the initial phase of infection, and during long-term colonization it undergoes adaptations that optimize survival in the human host. Adaptive changes that often occur during chronic infection give rise to rugose small colony variants (RSCVs), which are hyper-biofilm-forming mutants that commonly possess mutations that increase production of the biofilm-promoting secondary messenger cyclic di-GMP (c-di-GMP). We show that RSCVs display a decreased production of acute virulence factors as a direct result of elevated c-di-GMP content. Overproduction of c-di-GMP causes a decrease in the transcription of virulence factor genes that are regulated by the global virulence regulator Vfr. The low level of Vfr-dependent transcription is caused by a low level of its coactivator, cyclic AMP (cAMP), which is decreased in response to a high level of c-di-GMP. Mutations that cause reversion of the RSCV phenotype concomitantly reactivate Vfr-cAMP signaling. Attempts to uncover the mechanism underlying the observed c-di-GMP-mediated lowering of cAMP content provided evidence that it is not caused by inhibition of adenylate cyclase production or activity and that it is not caused by activation of cAMP phosphodiesterase activity. In addition to the studies of the RSCVs, we present evidence that the deeper layers of wild-type P. aeruginosa biofilms have high c-di-GMP levels and low cAMP levels. IMPORTANCE: Our work suggests that cross talk between c-di-GMP and cAMP signaling pathways results in downregulation of acute virulence factors in P. aeruginosa biofilm infections. Knowledge about this cross-regulation adds to our understanding of virulence traits and immune evasion by P. aeruginosa in chronic infections and may provide new approaches to eradicate biofilm infections.


Subject(s)
Bacterial Proteins/metabolism , Cyclic AMP Receptor Protein/metabolism , Cyclic AMP/metabolism , Cyclic GMP/analogs & derivatives , Pseudomonas aeruginosa/metabolism , Signal Transduction/physiology , Bacterial Proteins/genetics , Cyclic AMP Receptor Protein/genetics , Cyclic GMP/metabolism , Gene Expression Regulation, Bacterial/physiology , Pseudomonas aeruginosa/genetics
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