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Ramírez Martínez C, Gómez-Pérez LS, Ordaz A, Torres-Huerta AL, Antonio-Perez A. Current Trends of Bacterial and Fungal Optoproteins for Novel Optical Applications. Int J Mol Sci 2023; 24:14741. [PMID: 37834188 PMCID: PMC10572898 DOI: 10.3390/ijms241914741] [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: 08/31/2023] [Revised: 09/13/2023] [Accepted: 09/15/2023] [Indexed: 10/15/2023] Open
Abstract
Photoproteins, luminescent proteins or optoproteins are a kind of light-response protein responsible for the conversion of light into biochemical energy that is used by some bacteria or fungi to regulate specific biological processes. Within these specific proteins, there are groups such as the photoreceptors that respond to a given light wavelength and generate reactions susceptible to being used for the development of high-novel applications, such as the optocontrol of metabolic pathways. Photoswitchable proteins play important roles during the development of new materials due to their capacity to change their conformational structure by providing/eliminating a specific light stimulus. Additionally, there are bioluminescent proteins that produce light during a heatless chemical reaction and are useful to be employed as biomarkers in several fields such as imaging, cell biology, disease tracking and pollutant detection. The classification of these optoproteins from bacteria and fungi as photoreceptors or photoresponse elements according to the excitation-emission spectrum (UV-Vis-IR), as well as their potential use in novel applications, is addressed in this article by providing a structured scheme for this broad area of knowledge.
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Affiliation(s)
| | | | | | | | - Aurora Antonio-Perez
- Escuela de Ingeniería y Ciencias, Tecnológico de Monterrey, Campus Estado de México, Av. Lago de Guadalupe KM 3.5, Margarita Maza de Juárez, Ciudad López Mateos, Atizapán de Zaragoza 52926, Estado de México, Mexico; (C.R.M.); (L.S.G.-P.); (A.O.); (A.L.T.-H.)
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2
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Mix LT, Hara M, Fuzell J, Kumauchi M, Kaledhonkar S, Xie A, Hoff WD, Larsen DS. Not All Photoactive Yellow Proteins Are Built Alike: Surprises and Insights into Chromophore Photoisomerization, Protonation, and Thermal Reisomerization of the Photoactive Yellow Protein Isolated from Salinibacter ruber. J Am Chem Soc 2021; 143:19614-19628. [PMID: 34780163 DOI: 10.1021/jacs.1c08910] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
We demonstrate that the Halorhodospira halophila (Hhal) photoactive yellow protein (PYP) is not representative of the greater PYP family. The photodynamics of the PYP isolated from Salinibacter ruber (Srub) is characterized with a comprehensive range of spectroscopic techniques including ultrafast transient absorption, photostationary light titrations, Fourier transform infrared, and cryokinetics spectroscopies. We demonstrate that the dark-adapted pG state consists of two subpopulations differing in the protonation state of the chromophore and that both are photoactive, with the protonated species undergoing excited-state proton transfer. However, the primary I0 photoproduct observed in the Hhal PYP photocycle is absent in the Srub PYP photodynamics, which indicates that this intermediate, while important in Hhal photodynamics, is not a critical intermediate in initiating all PYP photocycles. The excited-state lifetime of Srub PYP is the longest of any PYP resolved to date (∼30 ps), which we ascribe to the more constrained chromophore binding pocket of Srub PYP and the absence of the critical Arg52 residue found in Hhal PYP. The final stage of the Srub PYP photocycle involves the slowest known thermal dark reversion of a PYP (∼40 min vs 350 ms in Hhal PYP). This property allowed the characterization of a pH-dependent equilibrium between the light-adapted pB state with a protonated cis chromophore and a newly resolved pG' intermediate with a deprotonated cis chromophore and pG-like protein conformation. This result demonstates that protein conformational changes and chromophore deprotonation precede chromophore reisomerization during the thermal recovery of the PYP photocycle.
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Affiliation(s)
- L Tyler Mix
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
| | - Miwa Hara
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, Oklahoma 74078, United States
| | - Jack Fuzell
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
| | - Masato Kumauchi
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, Oklahoma 74078, United States
| | - Sandip Kaledhonkar
- Department of Physics, Oklahoma State University, Stillwater, Oklahoma 74078, United States
| | - Aihua Xie
- Department of Physics, Oklahoma State University, Stillwater, Oklahoma 74078, United States.,Center for Advanced Infrared Biology College of Arts and Sciences, Oklahoma State University, Stillwater, Oklahoma 74078, United States
| | - Wouter D Hoff
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, Oklahoma 74078, United States.,Center for Advanced Infrared Biology College of Arts and Sciences, Oklahoma State University, Stillwater, Oklahoma 74078, United States
| | - Delmar S Larsen
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
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3
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Lin CY, Boxer SG. Unusual Spectroscopic and Electric Field Sensitivity of Chromophores with Short Hydrogen Bonds: GFP and PYP as Model Systems. J Phys Chem B 2020; 124:9513-9525. [DOI: 10.1021/acs.jpcb.0c07730] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Chi-Yun Lin
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
| | - Steven G. Boxer
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
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4
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Sartor F, Eelderink-Chen Z, Aronson B, Bosman J, Hibbert LE, Dodd AN, Kovács ÁT, Merrow M. Are There Circadian Clocks in Non-Photosynthetic Bacteria? BIOLOGY 2019; 8:E41. [PMID: 31121908 PMCID: PMC6627678 DOI: 10.3390/biology8020041] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 04/15/2019] [Accepted: 05/15/2019] [Indexed: 01/01/2023]
Abstract
Circadian clocks in plants, animals, fungi, and in photosynthetic bacteria have been well-described. Observations of circadian rhythms in non-photosynthetic Eubacteria have been sporadic, and the molecular basis for these potential rhythms remains unclear. Here, we present the published experimental and bioinformatical evidence for circadian rhythms in these non-photosynthetic Eubacteria. From this, we suggest that the timekeeping functions of these organisms will be best observed and studied in their appropriate complex environments. Given the rich temporal changes that exist in these environments, it is proposed that microorganisms both adapt to and contribute to these daily dynamics through the process of temporal mutualism. Understanding the timekeeping and temporal interactions within these systems will enable a deeper understanding of circadian clocks and temporal programs and provide valuable insights for medicine and agriculture.
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Affiliation(s)
- Francesca Sartor
- Institute of Medical Psychology, Medical Faculty, LMU Munich, 80336 Munich, Germany.
| | - Zheng Eelderink-Chen
- Institute of Medical Psychology, Medical Faculty, LMU Munich, 80336 Munich, Germany.
| | - Ben Aronson
- Department of Biology, University of Redlands, Redlands, CA 92373, USA.
| | - Jasper Bosman
- Bioinformatics, Hanzehogeschool Groningen, 9747 AS Groningen, The Netherlands.
| | - Lauren E Hibbert
- School of Biological Sciences, University of Bristol, Bristol BS8 1TQ, UK.
| | - Antony N Dodd
- School of Biological Sciences, University of Bristol, Bristol BS8 1TQ, UK.
| | - Ákos T Kovács
- Bacterial Interactions and Evolution Group, Department of Biotechnology and Biomedicine, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark.
| | - Martha Merrow
- Institute of Medical Psychology, Medical Faculty, LMU Munich, 80336 Munich, Germany.
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5
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A genome-scale metabolic network reconstruction of extremely halophilic bacterium Salinibacter ruber. PLoS One 2019; 14:e0216336. [PMID: 31071110 PMCID: PMC6508672 DOI: 10.1371/journal.pone.0216336] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 04/18/2019] [Indexed: 11/19/2022] Open
Abstract
A genome-scale metabolic network reconstruction of Salinibacter ruber DSM13855 is presented here. To our knowledge, this is the first metabolic model of an organism in the phylum Rhodothermaeota. This model, which will be called iMB631, was reconstructed based on genomic and biochemical data available on the strain Salinibacter ruber DSM13855. This network consists of 1459 reactions, 1363 metabolites and 631 genes. Model evaluation was performed based on existing biochemical data in the literature and also by performing laboratory experiments. For growth on different carbon sources, we show that iMB631 is able to correctly predict the growth in 91% of cases where growth has been observed experimentally and 83% of conditions in which S. ruber did not grow. The F-score was 93%, demonstrating a generally acceptable performance of the model. Based on the predicted flux distributions, we found that under certain autotrophic condition, a reductive tricarboxylic acid cycle (rTCA) has fluxes in all necessary reactions to support autotrophic growth. To include special metabolites of the bacterium, salinixanthin biosynthesis pathway was modeled based on the pathway proposed recently. For years, main glucose consumption pathway has been under debates in S. ruber. Using flux balance analysis, iMB631 predicts pentose phosphate pathway, rather than glycolysis, as the active glucose consumption method in the S. ruber.
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Haraguchi S, Hara M, Shingae T, Kumauchi M, Hoff WD, Unno M. Experimental Detection of the Intrinsic Difference in Raman Optical Activity of a Photoreceptor Protein under Preresonance and Resonance Conditions. Angew Chem Int Ed Engl 2015. [DOI: 10.1002/anie.201505466] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Shojiro Haraguchi
- Department of Chemistry and Applied Chemistry, Graduate School of Science and Engineering, Saga University, Saga 840‐8502 (Japan)
| | - Miwa Hara
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK 74078 (USA)
| | - Takahito Shingae
- Department of Chemistry and Applied Chemistry, Graduate School of Science and Engineering, Saga University, Saga 840‐8502 (Japan)
| | - Masato Kumauchi
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK 74078 (USA)
| | - Wouter D. Hoff
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK 74078 (USA)
| | - Masashi Unno
- Department of Chemistry and Applied Chemistry, Graduate School of Science and Engineering, Saga University, Saga 840‐8502 (Japan)
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7
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Haraguchi S, Hara M, Shingae T, Kumauchi M, Hoff WD, Unno M. Experimental Detection of the Intrinsic Difference in Raman Optical Activity of a Photoreceptor Protein under Preresonance and Resonance Conditions. Angew Chem Int Ed Engl 2015. [DOI: 10.1002/ange.201505466] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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8
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Kumar A, Woolley GA. Origins of the Intermediate Spectral Form in M100 Mutants of Photoactive Yellow Protein. Photochem Photobiol 2015; 91:985-91. [PMID: 25946641 DOI: 10.1111/php.12464] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2015] [Accepted: 04/26/2015] [Indexed: 12/11/2022]
Abstract
Numerous single-site mutants of photoactive yellow protein (PYP) from Halorhodospira halophila and as well as PYP homologs from other species exhibit a shoulder on the short wavelength side of the absorbance maximum in their dark-adapted states. The structural basis for the occurrence of this shoulder, called the "intermediate spectral form," has only been investigated in detail for the Y42F mutation. Here we explore the structural basis for occurrence of the intermediate spectral form in a M121E derivative of a circularly permuted H. halophila PYP (M121E-cPYP). The M121 site in M121E-cPYP corresponds to the M100 site in wild-type H. halophila PYP. High-resolution NMR measurements with a salt-tolerant cryoprobe enabled identification of those residues directly affected by increasing concentrations of ammonium chloride, a salt that greatly enhances the fraction of the intermediate spectra form. Residues in the surface loop containing the M121E (M100E) mutation were found to be affected by ammonium chloride as well as a discrete set of residues that link this surface loop to the buried hydroxyl group of the chromophore via a hydrogen bond network. Localized changes in the conformational dynamics of a surface loop can thereby produce structural rearrangements near the buried hydroxyl group chromophore while leaving the large majority of residues in the protein unaffected.
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Affiliation(s)
- Anil Kumar
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
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Highly Active and Specific Tyrosine Ammonia-Lyases from Diverse Origins Enable Enhanced Production of Aromatic Compounds in Bacteria and Saccharomyces cerevisiae. Appl Environ Microbiol 2015; 81:4458-76. [PMID: 25911487 DOI: 10.1128/aem.00405-15] [Citation(s) in RCA: 117] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2015] [Accepted: 04/20/2015] [Indexed: 11/20/2022] Open
Abstract
Phenylalanine and tyrosine ammonia-lyases form cinnamic acid and p-coumaric acid, which are precursors of a wide range of aromatic compounds of biotechnological interest. Lack of highly active and specific tyrosine ammonia-lyases has previously been a limitation in metabolic engineering approaches. We therefore identified 22 sequences in silico using synteny information and aiming for sequence divergence. We performed a comparative in vivo study, expressing the genes intracellularly in bacteria and yeast. When produced heterologously, some enzymes resulted in significantly higher production of p-coumaric acid in several different industrially important production organisms. Three novel enzymes were found to have activity exclusively for phenylalanine, including an enzyme from the low-GC Gram-positive bacterium Brevibacillus laterosporus, a bacterial-type enzyme from the amoeba Dictyostelium discoideum, and a phenylalanine ammonia-lyase from the moss Physcomitrella patens (producing 230 μM cinnamic acid per unit of optical density at 600 nm [OD600]) in the medium using Escherichia coli as the heterologous host). Novel tyrosine ammonia-lyases having higher reported substrate specificity than previously characterized enzymes were also identified. Enzymes from Herpetosiphon aurantiacus and Flavobacterium johnsoniae resulted in high production of p-coumaric acid in Escherichia coli (producing 440 μM p-coumaric acid OD600 unit(-1) in the medium) and in Lactococcus lactis. The enzymes were also efficient in Saccharomyces cerevisiae, where p-coumaric acid accumulation was improved 5-fold over that in strains expressing previously characterized tyrosine ammonia-lyases.
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10
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Kaledhonkar S, Hara M, Stalcup TP, Xie A, Hoff WD. Strong ionic hydrogen bonding causes a spectral isotope effect in photoactive yellow protein. Biophys J 2014; 105:2577-85. [PMID: 24314088 DOI: 10.1016/j.bpj.2013.10.017] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2013] [Revised: 10/07/2013] [Accepted: 10/16/2013] [Indexed: 10/25/2022] Open
Abstract
Standard hydrogen bonds are of great importance for protein structure and function. Ionic hydrogen bonds often are significantly stronger than standard hydrogen bonds and exhibit unique properties, but their role in proteins is not well understood. We report that hydrogen/deuterium exchange causes a redshift in the visible absorbance spectrum of photoactive yellow protein (PYP). We expand the range of interpretable isotope effects by assigning this spectral isotope effect (SIE) to a functionally important hydrogen bond at the active site of PYP. The inverted sign and extent of this SIE is explained by the ionic nature and strength of this hydrogen bond. These results show the relevance of ionic hydrogen bonding for protein active sites, and reveal that the inverted SIE is a novel, to our knowledge, tool to probe ionic hydrogen bonds. Our results support a classification of hydrogen bonds that distinguishes the properties of ionic hydrogen bonds from those of both standard and low barrier hydrogen bonds, and show how this classification helps resolve a recent debate regarding active site hydrogen bonding in PYP.
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11
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Oren A. Salinibacter: an extremely halophilic bacterium with archaeal properties. FEMS Microbiol Lett 2013; 342:1-9. [PMID: 23373661 DOI: 10.1111/1574-6968.12094] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2013] [Revised: 01/29/2013] [Accepted: 01/29/2013] [Indexed: 12/17/2022] Open
Abstract
The existence of large number of a member of the Bacteroidetes in NaCl-saturated brines in saltern crystallizer ponds was first documented in 1999 based on fluorescence in situ hybridization studies. Isolation of the organism and its description as Salinibacter ruber followed soon. It is a rod-shaped, red-orange pigmented, extreme halophile that grows optimally at 20-30% salt. The genus is distributed worldwide in hypersaline environments. Today, the genus Salinibacter includes three species, and a somewhat less halophilic relative, Salisaeta longa, has also been documented. Although belonging to the Bacteria, Salinibacter shares many features with the Archaea of the family Halobacteriaceae that live in the same habitat. Both groups use KCl for osmotic adjustment of their cytoplasm, both mainly possess salt-requiring enzymes with a large excess of acidic amino acids, and both contain different retinal pigments: light-driven proton pumps, chloride pumps, and light sensors. Salinibacter produces an unusual carotenoid, salinixanthin that forms a light antenna and transfers energy to the retinal group of xanthorhodopsin, a light-driven proton pump. Other unusual features of Salinibacter and Salisaeta include the presence of novel sulfonolipids (halocapnine derivatives). Salinibacter has become an excellent model for metagenomic, biogeographic, ecological, and evolutionary studies.
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Affiliation(s)
- Aharon Oren
- Department of Plant and Environmental Sciences, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel.
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12
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Kyndt JA, Meyer TE, Olson KT, Van Beeumen J, Cusanovich MA. Photokinetic, biochemical and structural features of chimeric photoactive yellow protein constructs. Photochem Photobiol 2012; 89:349-60. [PMID: 22958002 DOI: 10.1111/j.1751-1097.2012.01235.x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2012] [Accepted: 08/29/2012] [Indexed: 11/28/2022]
Abstract
Of the 10 photoactive yellow protein (PYPs) that have been characterized, the two from Rhodobacter species are the only ones that have an additional intermediate spectral form in the resting state (λmax = 375 nm), compared to the prototypical Halorhodospira halophila PYP. We have constructed three chimeric PYP proteins by replacing the first 21 residues from the N-terminus (Hyb1PYP), 10 from the β4-β5 loop (Hyb2PYP) and both (Hyb3PYP) in Hhal PYP with those from Rb. capsulatus PYP. The N-terminal chimera behaves both spectrally and kinetically like Hhal PYP, indicating that the Rcaps N-terminus folds against the core of Hhal PYP. A small fraction shows dimerization and slower recovery, possibly due to interaction at the N-termini. The loop chimera has a small amount of the intermediate spectral form and a photocycle that is 20 000 times slower than Hhal PYP. The third chimera, with both regions exchanged, resembles Rcaps PYP with a significant amount of intermediate spectral form (λmax = 380 nm), but has even slower kinetics. The effects are not strictly additive in the double chimera, suggesting that what perturbs one site, affects the other as well. These chimeras suggest that the intermediate spectral form has its origins in overall protein stability and solvent exposure.
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Affiliation(s)
- John A Kyndt
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, AZ, USA.
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Meyer TE, Kyndt JA, Memmi S, Moser T, Colón-Acevedo B, Devreese B, Van Beeumen JJ. The growing family of photoactive yellow proteins and their presumed functional roles. Photochem Photobiol Sci 2012; 11:1495-514. [DOI: 10.1039/c2pp25090j] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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14
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Light helps bacteria make important lifestyle decisions. Trends Microbiol 2011; 19:441-8. [PMID: 21664820 DOI: 10.1016/j.tim.2011.05.002] [Citation(s) in RCA: 117] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2011] [Revised: 04/30/2011] [Accepted: 05/04/2011] [Indexed: 12/27/2022]
Abstract
Until recently, bacterial responses to changes in light environments were regarded as specialized adaptations in a small number of phototrophs. However, the genomes of many photosynthetic and chemotrophic bacteria not known to have photophysiological responses also encode photoreceptor proteins. What new trends in the biological responses triggered by these photoreceptors are emerging? Here, we review several instances where members of different blue-light receptor classes (LOV, BLUF and PYP) photoregulate a lifestyle choice between the motile single-cellular state and the multicellular surface-attached community state (biofilm) by a range of mechanisms including bacterial two-component systems, the second messenger cyclic di-GMP and direct interactions of photoreceptors with transcription factors. We also discuss how 'seeing' helps some pathogenic bacteria make another important choice, i.e. between environmental and host-associated lifestyles.
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Ebrahimie E, Ebrahimi M, Sarvestani NR, Ebrahimi M. Protein attributes contribute to halo-stability, bioinformatics approach. SALINE SYSTEMS 2011; 7:1. [PMID: 21592393 PMCID: PMC3117752 DOI: 10.1186/1746-1448-7-1] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2009] [Accepted: 05/18/2011] [Indexed: 12/05/2022]
Abstract
Halophile proteins can tolerate high salt concentrations. Understanding halophilicity features is the first step toward engineering halostable crops. To this end, we examined protein features contributing to the halo-toleration of halophilic organisms. We compared more than 850 features for halophilic and non-halophilic proteins with various screening, clustering, decision tree, and generalized rule induction models to search for patterns that code for halo-toleration. Up to 251 protein attributes selected by various attribute weighting algorithms as important features contribute to halo-stability; from them 14 attributes selected by 90% of models and the count of hydrogen gained the highest value (1.0) in 70% of attribute weighting models, showing the importance of this attribute in feature selection modeling. The other attributes mostly were the frequencies of di-peptides. No changes were found in the numbers of groups when K-Means and TwoStep clustering modeling were performed on datasets with or without feature selection filtering. Although the depths of induced trees were not high, the accuracies of trees were higher than 94% and the frequency of hydrophobic residues pointed as the most important feature to build trees. The performance evaluation of decision tree models had the same values and the best correctness percentage recorded with the Exhaustive CHAID and CHAID models. We did not find any significant difference in the percent of correctness, performance evaluation, and mean correctness of various decision tree models with or without feature selection. For the first time, we analyzed the performance of different screening, clustering, and decision tree algorithms for discriminating halophilic and non-halophilic proteins and the results showed that amino acid composition can be used to discriminate between halo-tolerant and halo-sensitive proteins.
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Affiliation(s)
- Esmaeil Ebrahimie
- Bioinformatics Research Group, Green Research Center, Qom University, Qom, Iran.
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Kyndt JA, Fitch JC, Seibeck S, Borucki B, Heyn MP, Meyer TE, Cusanovich MA. Regulation of the Ppr Histidine Kinase by Light-Induced Interactions between Its Photoactive Yellow Protein and Bacteriophytochrome Domains. Biochemistry 2010; 49:1744-54. [DOI: 10.1021/bi901591m] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- John A. Kyndt
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, Arizona 85721
| | - John C. Fitch
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, Arizona 85721
| | - Sven Seibeck
- Biophysics group, Department of Physics, Freie Universitaet Berlin, Arnimallee 14, 14195 Berlin, Germany
| | - Berthold Borucki
- Biophysics group, Department of Physics, Freie Universitaet Berlin, Arnimallee 14, 14195 Berlin, Germany
| | - Maarten P. Heyn
- Biophysics group, Department of Physics, Freie Universitaet Berlin, Arnimallee 14, 14195 Berlin, Germany
| | - Terry E. Meyer
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, Arizona 85721
| | - Michael A. Cusanovich
- Department of Chemistry and Biochemistry, University of Arizona, Tucson, Arizona 85721
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van der Horst MA, Stalcup TP, Kaledhonkar S, Kumauchi M, Hara M, Xie A, Hellingwerf KJ, Hoff WD. Locked chromophore analogs reveal that photoactive yellow protein regulates biofilm formation in the deep sea bacterium Idiomarina loihiensis. J Am Chem Soc 2010; 131:17443-51. [PMID: 19891493 DOI: 10.1021/ja9057103] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Idiomarina loihiensis is a heterotrophic deep sea bacterium with no known photobiology. We show that light suppresses biofilm formation in this organism. The genome of I. loihiensis encodes a single photoreceptor protein: a homologue of photoactive yellow protein (PYP), a blue light receptor with photochemistry based on trans to cis isomerization of its p-coumaric acid (pCA) chromophore. The addition of trans-locked pCA to I. loihiensis increases biofilm formation, whereas cis-locked pCA decreases it. This demonstrates that the PYP homologue regulates biofilm formation in I. loihiensis, revealing an unexpected functional versatility in the PYP family of photoreceptors. These results imply that I. loihiensis thrives not only in the deep sea but also near the water surface and provide an example of genome-based discovery of photophysiological responses. The use of locked pCA analogs is a novel and generally applicable pharmacochemical tool to study the in vivo role of PYPs irrespective of genetic accessibility. Heterologously produced PYP from I. loihiensis (Il PYP) absorbs maximally at 446 nm and has a pCA pK(a) of 3.4. Photoexcitation triggers the formation of a pB signaling state that decays with a time constant of 0.3 s. FTIR difference signals at 1726 and 1497 cm(-1) reveal that active-site proton transfer during the photocycle is conserved in Il PYP. It has been proposed that a correlation exists between the lifetime of a photoreceptor signaling state and the time scale of the biological response that it regulates. The data presented here provide an example of a protein with a rapid photocycle that regulates a slow biological response.
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Affiliation(s)
- Michael A van der Horst
- Department of Molecular Microbial Physiology, Swammerdam Institute for Life Sciences, University of Amsterdam, The Netherlands
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