scholarly journals Accurate prediction of bacterial two-component signaling with a deep recurrent neural network ORAKLE

2019 ◽  
Author(s):  
Jan Balewski ◽  
Zachary F. Hallberg
Keyword(s):  
Neural Network ◽  
Amino Acid ◽  
Response Regulator ◽  
Amino Acid Sequences ◽  
Histidine Kinases ◽  
Deep Recurrent Neural Network ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Recommender Algorithm

AbstractTwo-component systems (2CS) are a primary method that bacteria use to detect and respond to environmental stimuli. Receptor histidine kinases (HK) detect an environmental signal, activating the appropriate response regulator (RR). Genes for such cognate HK-RR pairs are often located proximally on the chromosome, allowing easier identification of the target for a particular signal. However, almost half of all HK and RR proteins are orphans, with no nearby partner, complicating identification of the proteins that respond to a particular signal. To address this problem, we trained a neural network on the amino acid sequences of known 2CS pairs. Next, we developed a recommender algorithm that ranks a set of HKs for an arbitrary fixed RR and arbitrary species whose amino acid sequences are known. The recommender strongly favors known 2CS pairs, and correctly selects orphan pairs in Escherichia coli. We expect that use of these results will permit rapid discovery of orphan HK-RR pairs.

scholarly journals Amino acid identity at one position within the α1 helix of both the histidine kinase and the response regulator of the WalRK and PhoPR two-component systems plays a crucial role in the specificity of phosphotransfer

Microbiology ◽  
2010 ◽  
Vol 156 (6) ◽  
pp. 1848-1859 ◽  
Author(s):  
Inga Jende ◽  
Kottayil I. Varughese ◽  
Kevin M. Devine
Keyword(s):  
Amino Acid ◽  
Response Regulator ◽  
Amino Acid Identity ◽  
Response Regulators ◽  
Acid Identity ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Interacting Surfaces ◽  
High Level

Two-component systems usually function as cognate pairs, thereby ensuring an appropriate response to the detected signal. The ability to exclusively phosphorylate a partner protein, often in the presence of many competing homologous substrates, demonstrates a high level of specificity that must derive from the interacting surfaces of the two-component system. Here, we identify positions within the histidine kinases and response regulators of the WalRK and PhoPR two-component systems of Bacillus subtilis that make a major contribution to the specificity of phosphotransfer. Changing the identity of the amino acid at position 11 within the α1 helix of WalK and at position 17 within the α1 helix of PhoP altered discrimination and allowed phosphotransfer to occur with the non-cognate partner. Changing amino acids at additional positions of the WalK kinase increased phosphotransfer, while changes at additional positions in PhoP only had an effect in the presence of the change at position 17. The importance of amino acid identity at these two positions is supported by the fact that the amino acid combinations of Ile and Ser in WalRK, and Leu and Gly in PhoPR, are very highly conserved among orthologues, while modelling indicates that these amino acid pairs are juxtaposed in the WalRK and PhoPR complexes.

scholarly journals What do archaeal and eukaryotic histidine kinases sense?

F1000Research ◽  
2019 ◽  
Vol 8 ◽  
pp. 2145 ◽  
Author(s):  
Nicolas Papon ◽  
Ann M. Stock
Keyword(s):  
Response Regulator ◽  
Single Step ◽  
Adaptive Responses ◽  
Histidine Kinases ◽  
Regulatory Processes ◽  
Component Systems ◽  
Two Component ◽  
Broad Array ◽  
Domains Of Life ◽  
Two Component Systems

Signal transduction systems configured around a core phosphotransfer step between a histidine kinase and a cognate response regulator protein occur in organisms from all domains of life. These systems, termed two-component systems, constitute the majority of multi-component signaling pathways in Bacteria but are less prevalent in Archaea and Eukarya. The core signaling domains are modular, allowing versatility in configuration of components into single-step phosphotransfer and multi-step phosphorelay pathways, the former being predominant in bacteria and the latter in eukaryotes. Two-component systems regulate key cellular regulatory processes that provide adaptive responses to environmental stimuli and are of interest for the development of antimicrobial therapeutics, biotechnology applications, and biosensor engineering. In bacteria, two-component systems have been found to mediate responses to an extremely broad array of extracellular and intracellular chemical and physical stimuli, whereas in archaea and eukaryotes, the use of two-component systems is more limited. This review summarizes recent advances in exploring the repertoire of sensor histidine kinases in the Archaea and Eukarya domains of life.

Two-Component Sensing and Regulation: How Do Histidine Kinases Talk with Response Regulators at the Molecular Level?

2019 ◽  
Vol 73 (1) ◽  
pp. 507-528 ◽  
Author(s):  
Alejandro Buschiazzo ◽  
Felipe Trajtenberg
Keyword(s):  
Molecular Level ◽  
Response Regulator ◽  
Response Regulators ◽  
Histidine Kinases ◽  
Universal Principles ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Internal Information ◽  
Living Organisms

Perceiving environmental and internal information and reacting in adaptive ways are essential attributes of living organisms. Two-component systems are relevant protein machineries from prokaryotes and lower eukaryotes that enable cells to sense and process signals. Implicating sensory histidine kinases and response regulator proteins, both components take advantage of protein phosphorylation and flexibility to switch conformations in a signal-dependent way. Dozens of two-component systems act simultaneously in any given cell, challenging our understanding about the means that ensure proper connectivity. This review dives into the molecular level, attempting to summarize an emerging picture of how histidine kinases and cognate response regulators achieve required efficiency, specificity, and directionality of signaling pathways, properties that rely on protein:protein interactions. α helices that carry information through long distances, the fine combination of loose and specific kinase/regulator interactions, and malleable reaction centers built when the two components meet emerge as relevant universal principles.

scholarly journals Multiple Mechanisms of Action for Inhibitors of Histidine Protein Kinases from Bacterial Two-Component Systems

1999 ◽  
Vol 43 (7) ◽  
pp. 1693-1699 ◽  
Author(s):  
Jamese J. Hilliard ◽  
Raul M. Goldschmidt ◽  
Lisa Licata ◽  
Ellen Z. Baum ◽  
Karen Bush
Keyword(s):  
Pathogenic Bacteria ◽  
Response Regulator ◽  
Membrane Integrity ◽  
Bacterial Killing ◽  
Gram Positive Bacteria ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Bacterial Cell Membrane ◽  
Cellular Incorporation

ABSTRACT Many pathogenic bacteria utilize two-component systems consisting of a histidine protein kinase (HPK) and a response regulator (RR) for signal transduction. During the search for novel inhibitors, several chemical series, including benzoxazines, benzimidazoles, bis-phenols, cyclohexenes, trityls, and salicylanilides, were identified that inhibited the purified HPK-RR pairs KinA-Spo0F and NRII-NRI, with 50% inhibitory concentrations (IC50s) ranging from 1.9 to >500 μM and MICs ranging from 0.5 to >16 μg/ml for gram-positive bacteria. However, additional observations suggested that mechanisms other than HPK inhibition might contribute to antibacterial activity. In the present work, representative compounds from the six different series of inhibitors were analyzed for their effects on membrane integrity and macromolecular synthesis. At 4× MIC, 17 of 24 compounds compromised the integrity of the bacterial cell membrane within 10 min, as measured by uptake of propidium iodide. In this set, compounds with lower IC50s tended to cause greater membrane disruption. Eleven of 12 compounds inhibited cellular incorporation of radiolabeled thymidine and uridine >97% in 5 min and amino acids >80% in 15 min. The HPK inhibitor that allowed >25% precursor incorporation had no measurable MIC (>16 μg/ml). Fifteen of 24 compounds also caused hemolysis of equine erythrocytes. Thus, the antibacterial HPK inhibitors caused a rapid decrease in cellular incorporation of RNA, DNA, and protein precursors, possibly as a result of the concomitant disruption of the cytoplasmic membrane. Bacterial killing by these HPK inhibitors may therefore be due to multiple mechanisms, independent of HPK inhibition.

scholarly journals A survey of HK, HPt, and RR domains and their organization in two-component systems and phosphorelays proteins of organisms with fully sequenced genomes

2015 ◽  
Author(s):  
Baldiri Salvado ◽  
Ester Vilaprinyo ◽  
Albert Sorribas ◽  
Rui Alves
Keyword(s):  
Response Regulator ◽  
Signal Transmission ◽  
Pr Proteins ◽  
Component Systems ◽  
Two Component ◽  
Domains Of Life ◽  
Two Component Systems ◽  
Operon Organization ◽  
The Individual ◽  
Selection Of

Two Component Systems and Phosphorelays (TCS/PR) are environmental signal transduction cascades in prokaryotes and, less frequently, in eukaryotes. The internal domain organization of proteins and the topology of TCS/PR cascades play an important role in shaping the responses of the circuits. It is thus important to maintain updated censuses of TCS/PR proteins in order to identify the various topologies used by nature and enable a systematic study of the dynamics associated with those topologies. To create such a census, we analyzed the proteomes of 7609 organisms from all domains of life with fully sequenced and annotated genomes. To begin, we survey each proteome searching for proteins containing domains that are associated with internal signal transmission within TCS/PR: Histidine Kinase (HK), Response Regulator (RR) and Histidine Phosphotranfer (HPt) domains, and analyze how these domains are arranged in the individual proteins. Then, we find all types of operon organization and calculate how much more likely are proteins that contain TCS/PR domains to be coded by neighboring genes than one would expect from the genome background of each organism. Finally, we analyze if the fusion of domains into single TCS/PR proteins is more frequently observed than one might expect from the background of each proteome. We find 50 alternative ways in which the HK, HPt, and RR domains are observed to organize into single proteins. In prokaryotes, TCS/PR coding genes tend to be clustered in operons. 90% of all proteins identified in this study contain just one of the three domains, while 8% of the remaining proteins combine one copy of an HK, a RR, and/or an HPt domain. In eukaryotes, 25% of all TCS/PR proteins have more than one domain. These results might have implications for how signals are internally transmitted within TCS/PR cascades. These implications could explain the selection of the various designs in alternative circumstances.

scholarly journals The two-component system CopRS maintains femtomolar levels of free copper in the periplasm of Pseudomonas aeruginosa using a phosphatase-based mechanism

2020 ◽  
Author(s):  
Lorena Novoa-Aponte ◽  
Fernando C. Soncini ◽  
José M. Argüello
Keyword(s):  
Pseudomonas Aeruginosa ◽  
Phosphatase Activity ◽  
Response Regulator ◽  
Redox Enzymes ◽  
Two Component System ◽  
Component System ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Systems Control

ABSTRACTTwo component systems control periplasmic Cu+ homeostasis in Gram-negative bacteria. In characterized systems such as Escherichia coli CusRS, upon Cu+ binding to the periplasmic sensing domain of CusS, a cytoplasmic phosphotransfer domain phosphorylates the response regulator CusR. This drives the expression of efflux transporters, chaperones, and redox enzymes to ameliorate metal toxic effects. Here, we show that the Pseudomonas aeruginosa two component sensor histidine kinase CopS exhibits a Cu-dependent phosphatase activity that maintains a non-phosphorylated CopR when the periplasmic Cu levels are below its activation threshold. Upon Cu+ binding to the sensor, the phosphatase activity is blocked and the phosphorylated CopR activates transcription of the CopRS regulon. Supporting the model, mutagenesis experiments revealed that the ΔcopS strain showed constitutive high expression of the CopRS regulon, lower intracellular Cu+ levels, and larger Cu tolerance when compared to wild type cells. The invariant phospho-acceptor residue His235 of CopS was not required for the phosphatase activity itself, but necessary for its Cu-dependency. To sense the metal, the periplasmic domain of CopS binds two Cu+ ions at its dimeric interface. Homology modeling of CopS based on CusS structure (four Ag+ binding sites) clearly explains the different binding stoichiometries in both systems. Interestingly, CopS binds Cu+/2+ with 30 × 10−15 M affinities, pointing to the absence of free (hydrated) Cu+/2+ in the periplasm.IMPORTANCECopper is a micronutrient required as cofactor in redox enzymes. When free, copper is toxic, mismetallating proteins, and generating damaging free radicals. Consequently, copper overload is a strategy that eukaryotic cells use to combat pathogens. Bacteria have developed copper sensing transcription factors to control copper homeostasis. The cell envelope is the first compartment that has to cope with copper stress. Dedicated two component systems control the periplasmic response to metal overload. This manuscript shows that the copper sensing two component system present in Pseudomonadales exhibits a signal-dependent phosphatase activity controlling the activation of the response regulator, distinct from previously described periplasmic Cu sensors. Importantly, the data show that the sensor is activated by copper levels compatible with the absence of free copper in the cell periplasm. This emphasizes the diversity of molecular mechanisms that have evolved in various bacteria to manage the copper cellular distribution.

scholarly journals Molecular Characterization of Two-Component Systems of Helicobacter pylori

2000 ◽  
Vol 182 (8) ◽  
pp. 2068-2076 ◽  
Author(s):  
Dagmar Beier ◽  
Rainer Frank
Keyword(s):  
Helicobacter Pylori ◽  
Histidine Kinase ◽  
Response Regulator ◽  
Response Regulators ◽  
Reading Frame ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems

ABSTRACT Two-component systems are frequently involved in the adaptation of bacteria to changing environmental conditions at the level of transcriptional regulation. Here we report the characterization of members of the two-component systems of the gastric pathogenHelicobacter pylori deduced from the genome sequence of strain 26695. We demonstrate that the response regulators HP166, HP1043, and HP1021 have essential functions, as disruption of the corresponding genes is lethal for the bacteria, irrespective of the fact that HP1043 and HP1021 have nonconserved substitutions in crucial amino acids of their receiver domains. An analysis of the in vitro phosphorylation properties of the two-component proteins demonstrates that HP244-HP703 and HP165-HP166 are cognate histidine kinase-response regulator pairs. Furthermore, we provide evidence that the variability of the histidine kinase HP165 caused by a poly(C) tract of variable length close to the 3′ end of open reading frame 165/164 does not interfere with the kinase activity of the transmitter domain of HP165.

scholarly journals Blue Light Regulated Two-Component Systems: Enzymatic and Functional Analyses of Light-Oxygen-Voltage (LOV)-Histidine Kinases and Downstream Response Regulators

Biochemistry ◽  
2013 ◽  
Vol 52 (27) ◽  
pp. 4656-4666 ◽  
Author(s):  
Fernando Correa ◽  
Wen-Huang Ko ◽  
Victor Ocasio ◽  
Roberto A. Bogomolni ◽  
Kevin H. Gardner
Keyword(s):  
Blue Light ◽  
Response Regulators ◽  
Histidine Kinases ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Functional Analyses

scholarly journals Two-Component Systems of S. aureus: Signaling and Sensing Mechanisms

Genes ◽  
2021 ◽  
Vol 13 (1) ◽  
pp. 34
Author(s):  
Lisa Bleul ◽  
Patrice Francois ◽  
Christiane Wolz
Keyword(s):  
Transcriptional Activation ◽  
Drug Targets ◽  
Bacterial Survival ◽  
Histidine Kinases ◽  
Signal Perception ◽  
Signaling Mechanisms ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems ◽  
Sense And Respond

Staphylococcus aureus encodes 16 two-component systems (TCSs) that enable the bacteria to sense and respond to changing environmental conditions. Considering the function of these TCSs in bacterial survival and their potential role as drug targets, it is important to understand the exact mechanisms underlying signal perception. The differences between the sensing of appropriate signals and the transcriptional activation of the TCS system are often not well described, and the signaling mechanisms are only partially understood. Here, we review present insights into which signals are sensed by histidine kinases in S. aureus to promote appropriate gene expression in response to diverse environmental challenges.

scholarly journals Unique Patterns and Biogeochemical Relevance of Two-Component Sensing in Marine Bacteria

mSystems ◽  
2019 ◽  
Vol 4 (1) ◽  
Author(s):  
Noelle A. Held ◽  
Matthew R. McIlvin ◽  
Dawn M. Moran ◽  
Michael T. Laub ◽  
Mak A. Saito
Keyword(s):  
Marine Environment ◽  
Marine Bacteria ◽  
Response Regulator ◽  
Bacterial Species ◽  
South Pacific ◽  
Response Regulators ◽  
Orphan Genes ◽  
Component Systems ◽  
Two Component ◽  
Two Component Systems

ABSTRACTTwo-component sensory (TCS) systems link microbial physiology to the environment and thus may play key roles in biogeochemical cycles. In this study, we surveyed the TCS systems of 328 diverse marine bacterial species. We identified lifestyle traits such as copiotrophy and diazotrophy that are associated with larger numbers of TCS system genes within the genome. We compared marine bacterial species with 1,152 reference bacterial species from a variety of habitats and found evidence of extra response regulators in marine genomes. Examining the location of TCS genes along the circular bacterial genome, we also found that marine bacteria have a large number of “orphan” genes, as well as many hybrid histidine kinases. The prevalence of “extra” response regulators, orphan genes, and hybrid TCS systems suggests that marine bacteria break with traditional understanding of how TCS systems operate. These trends suggest prevalent regulatory networking, which may allow coordinated physiological responses to multiple environmental signals and may represent a specific adaptation to the marine environment. We examine phylogenetic and lifestyle traits that influence the number and structure of two-component systems in the genome, finding, for example, that a lack of two-component systems is a hallmark of oligotrophy. Finally, in an effort to demonstrate the importance of TCS systems to marine biogeochemistry, we examined the distribution ofProchlorococcus/Synechococcusresponse regulator PMT9312_0717 in metaproteomes of the tropical South Pacific. We found that this protein’s abundance is related to phosphate concentrations, consistent with a putative role in phosphate regulation.IMPORTANCEMarine microbes must manage variation in their chemical, physical, and biological surroundings. Because they directly link bacterial physiology to environmental changes, TCS systems are crucial to the bacterial cell. This study surveyed TCS systems in a large number of marine bacteria and identified key phylogenetic and lifestyle patterns in environmental sensing. We found evidence that, in comparison with bacteria as a whole, marine organisms have irregular TCS system constructs which might represent an adaptation specific to the marine environment. Additionally, we demonstrate the biogeochemical relevance of TCS systems by correlating the presence of the PMT9312_0717 response regulator protein to phosphate concentrations in the South Pacific. We highlight that despite their potential ecological and biogeochemical relevance, TCS systems have been understudied in the marine ecosystem. This report expands our understanding of the breadth of bacterial TCS systems and how marine bacteria have adapted to survive in their unique environment.

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