scholarly journals Using an Optimal Set of Features with a Machine Learning-Based Approach to Predict Effector Proteins forLegionella pneumophila

2018 ◽  
Author(s):  
Zhila Esna Ashari ◽  
Kelly A. Brayton ◽  
Shira L. Broschat
Keyword(s):  
Machine Learning ◽  
Legionella Pneumophila ◽  
De Novo ◽  
Effector Proteins ◽  
Machine Learning Algorithms ◽  
Host Cells ◽  
Support Vector ◽  
Secretion Systems ◽  
Type Iv ◽  
Optimal Set

AbstractType IV secretion systems exist in a number of bacterial pathogens and are used to secrete effector proteins directly into host cells in order to change their environment making the environment hospitable for the bacteria. In recent years, several machine learning algorithms have been developed to predict effector proteins, potentially facilitating experimental verification. However, inconsistencies exist between their results. Previously we analysed the disparate sets of predictive features used in these algorithms to determine an optimal set of 370 features for effector prediction. This work focuses on the best way to use these optimal features by designing three machine learning classifiers, comparing our results with those of others, and obtaining de novo results. We chose the pathogenLegionella pneumophilastrain Philadelphia-1, a cause of Legionnaires’ disease, because it has many validated effector proteins and others have developed machine learning prediction tools for it. While all of our models give good results indicating that our optimal features are quite robust, Model 1, which uses all 370 features with a support vector machine, has slightly better accuracy. Moreover, Model 1 predicted 760 effector proteins, more than any other study, 315 of which have been validated. Although the results of our three models agree well with those of other researchers, their models only predicted 126 and 311 candidate effectors.

scholarly journals T4SS Effector Protein Prediction with Deep Learning

Data ◽  
2019 ◽  
Vol 4 (1) ◽  
pp. 45 ◽  
Author(s):  
Koray Açıcı ◽  
Tunç Aşuroğlu ◽  
Çağatay Erdaş ◽  
Hasan Oğul
Keyword(s):  
Deep Learning ◽  
Extraction Methods ◽  
Effector Proteins ◽  
Machine Learning Algorithms ◽  
Host Cells ◽  
Correct Prediction ◽  
Human Pathogens ◽  
Secretion Systems ◽  
Type Iv ◽  
Protein Prediction

Extensive research has been carried out on bacterial secretion systems, as they can pass effector proteins directly into the cytoplasm of host cells. The correct prediction of type IV protein effectors secreted by T4SS is important, since they are known to play a noteworthy role in various human pathogens. Studies on predicting T4SS effectors involve traditional machine learning algorithms. In this work we included a deep learning architecture, i.e., a Convolutional Neural Network (CNN), to predict IVA and IVB effectors. Three feature extraction methods were utilized to represent each protein as an image and these images fed the CNN as inputs in our proposed framework. Pseudo proteins were generated using ADASYN algorithm to overcome the imbalanced dataset problem. We demonstrated that our framework predicted all IVA effectors correctly. In addition, the sensitivity performance of 94.2% for IVB effector prediction exhibited our framework’s ability to discern the effectors in unidentified proteins.

The Legionella pneumophila effector RavY contributes to a replication-permissive vacuolar environment during infection

2021 ◽  
Author(s):  
Luying Liu ◽  
Craig R. Roy
Keyword(s):  
Legionella Pneumophila ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Host Cells ◽  
Effector Protein ◽  
Intracellular Replication ◽  
Phagocytic Cells ◽  
Host Molecules ◽  
Type Iv ◽  
Legionnaires Disease

Legionella pneumophila is the causative agent of Legionnaires’ Disease and is capable replicating inside phagocytic cells such as mammalian macrophages. The Dot/Icm type IV secretion system is a L. pneumophila virulence factor that is essential for successful intracellular replication. During infection, L. pneumophila builds a replication permissive vacuole by recruiting multiple host molecules and hijacking host cellular signaling pathways, a process mediated by the coordinated functions of multiple Dot/Icm effector proteins. RavY is a predicted Dot/Icm effector protein found to be important for optimal L. pneumophila replication inside host cells. Here, we demonstrate that RavY is a Dot/Icm-translocated effector protein that is dispensable for axenic replication of L. pneumophila , but critical for optimal intracellular replication of the bacteria. RavY is not required for avoidance of endosomal maturation, nor does RavY contribute to the recruitment of host molecules found on replication-permissive vacuoles, such as ubiquitin, RAB1a, and RTN4. Vacuoles containing L. pneumophila ravY mutants promote intracellular survival but limit replication. The replication defect of the L. pneumophila ravY mutant was complemented when the mutant was in the same vacuole as wild type L. pneumophila . Thus, RavY is an effector that is essential for promoting intracellular replication of L. pneumophila once the specialized vacuole has been established.

scholarly journals Identification of a Gene That Affects the Efficiency of Host Cell Infection by Legionella pneumophila in a Temperature-Dependent Fashion

2003 ◽  
Vol 71 (11) ◽  
pp. 6256-6263 ◽  
Author(s):  
Dennis A. Ridenour ◽  
Suat L. G. Cirillo ◽  
Sheng Feng ◽  
Mustapha M. Samrakandi ◽  
Jeffrey D. Cirillo
Keyword(s):  
Host Cell ◽  
Legionella Pneumophila ◽  
Mammalian Cells ◽  
Growth Conditions ◽  
Host Cells ◽  
Secretion Systems ◽  
Cell Infection ◽  
Type Iv ◽  
Low Copy Number ◽  
Type Gene

ABSTRACT The ability to infect host cells is critical for the survival and replication of intracellular pathogens in humans. We previously found that many genes involved in the ability of Legionella pneumophila to infect macrophages are not expressed efficiently under standard laboratory growth conditions. We have developed an approach using expression of L. pneumophila genes from an exogenous constitutive promoter on a low-copy-number vector that allows identification of genes involved in host cell infection. Through the use of this strategy, we found that expression of a gene, lvhB2, enhances the efficiency of L. pneumophila infection of mammalian cells. The putative protein encoded by lvhB2 has similarity to structural pilin subunits of type IV secretion systems. We confirmed that this gene plays a role in host cell infection by the construction of an in-frame deletion in the L. pneumophila lvhB2 gene and complementation of this mutant with the wild-type gene. The lvhB2 mutant does not display a very obvious defect in interactions with host cells when the bacteria are grown at 37°C, but it has an approximately 100-fold effect on entry and intracellular replication when grown at 30°C. These data suggest that lvhB2 plays an important role in the efficiency of host cell infection by L. pneumophila grown at lower temperatures.

scholarly journals Alveolar Macrophages and Neutrophils Are the Primary Reservoirs for Legionella pneumophila and Mediate Cytosolic Surveillance of Type IV Secretion

2014 ◽  
Vol 82 (10) ◽  
pp. 4325-4336 ◽  
Author(s):  
Alan M. Copenhaver ◽  
Cierra N. Casson ◽  
Hieu T. Nguyen ◽  
Thomas C. Fung ◽  
Matthew M. Duda ◽  
...  
Keyword(s):  
Immune Response ◽  
Alveolar Macrophages ◽  
Legionella Pneumophila ◽  
Pulmonary Infection ◽  
Severe Pneumonia ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Host Cells ◽  
Content Type ◽  
Type Iv

ABSTRACTLegionella pneumophila, an intracellular pathogen responsible for the severe pneumonia Legionnaires' disease, uses itsdot/icm-encoded type IV secretion system (T4SS) to translocate effector proteins that promote its survival and replication into the host cell cytosol. However, by introducing bacterial products into the host cytosol,L. pneumophilaalso activates cytosolic immunosurveillance pathways, thereby triggering robust proinflammatory responses that mediate the control of infection. Thus, the pulmonary cell types thatL. pneumophilainfects not only may act as an intracellular niche that facilitates its pathogenesis but also may contribute to the immune response againstL. pneumophila. The identity of these host cells remains poorly understood. Here, we developed a strain ofL. pneumophilaproducing a fusion protein consisting of β-lactamase fused to the T4SS-translocated effector RalF, which allowed us to track cells injected by the T4SS. Our data reveal that alveolar macrophages and neutrophils both are the primary recipients of T4SS-translocated effectors and harbor viableL. pneumophiladuring pulmonary infection of mice. Moreover, both alveolar macrophages and neutrophils from infected mice produced tumor necrosis factor and interleukin-1α in response to T4SS-sufficient, but not T4SS-deficient,L. pneumophila. Collectively, our data suggest that alveolar macrophages and neutrophils are both an intracellular reservoir forL. pneumophilaand a source of proinflammatory cytokines that contribute to the host immune response againstL. pneumophiladuring pulmonary infection.

scholarly journals Postreplication Roles of theBrucellaVirB Type IV Secretion System Uncovered via Conditional Expression of the VirB11 ATPase

mBio ◽  
2016 ◽  
Vol 7 (6) ◽  
Author(s):  
Erin P. Smith ◽  
Cheryl N. Miller ◽  
Robert Child ◽  
Jennifer A. Cundiff ◽  
Jean Celli
Keyword(s):  
Brucella Abortus ◽  
Secretion System ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Host Cells ◽  
Type Iv Secretion System ◽  
Secretion Systems ◽  
Type Iv ◽  
Conditional Expression ◽  
Bacterial Replication

ABSTRACTBrucella abortus, the bacterial agent of the worldwide zoonosis brucellosis, primarily infects host phagocytes, where it undergoes an intracellular cycle within a dedicated membrane-bound vacuole, theBrucella-containing vacuole (BCV). Initially of endosomal origin (eBCV), BCVs are remodeled into replication-permissive organelles (rBCV) derived from the host endoplasmic reticulum, a process that requires modulation of host secretory functions via delivery of effector proteins by theBrucellaVirB type IV secretion system (T4SS). Following replication, rBCVs are converted into autophagic vacuoles (aBCVs) that facilitate bacterial egress and subsequent infections, arguing that the bacterium sequentially manipulates multiple cellular pathways to complete its cycle. The VirB T4SS is essential for rBCV biogenesis, as VirB-deficient mutants are stalled in eBCVs and cannot mediate rBCV biogenesis. This has precluded analysis of whether the VirB apparatus also drives subsequent stages of theBrucellaintracellular cycle. To address this issue, we have generated aB. abortusstrain in which VirB T4SS function is conditionally controlled via anhydrotetracycline (ATc)-dependent complementation of a deletion of thevirB11gene encoding the VirB11 ATPase. We show in murine bone marrow-derived macrophages (BMMs) that early VirB production is essential for optimal rBCV biogenesis and bacterial replication. Transient expression ofvirB11prior to infection was sufficient to mediate normal rBCV biogenesis and bacterial replication but led to T4SS inactivation and decreased aBCV formation and bacterial release, indicating that these postreplication stages are also T4SS dependent. Hence, our findings support the hypothesis of additional, postreplication roles of type IV secretion in theBrucellaintracellular cycle.IMPORTANCEMany intracellular bacterial pathogens encode specialized secretion systems that deliver effector proteins into host cells to mediate the multiple stages of their intracellular cycles. Because these intracellular events occur sequentially, classical genetic approaches cannot address the late roles that these apparatuses play, as secretion-deficient mutants cannot proceed past their initial defect. Here we have designed a functionally controllable VirB type IV secretion system (T4SS) in the bacterial pathogenBrucella abortusto decipher its temporal requirements during the bacterium’s intracellular cycle in macrophages. By controlling production of the VirB11 ATPase, which energizes the T4SS, we show not only that this apparatus is required early to generate theBrucellareplicative organelle but also that it contributes to completion of the bacterium’s cycle and bacterial egress. Our findings expand upon the pathogenic functions of theBrucellaVirB T4SS and illustrate targeting of secretion ATPases as a useful strategy to manipulate the activity of bacterial secretion systems.

scholarly journals Legionella pneumophila targets autophagosomes and promotes host autophagy during late infection

2021 ◽  
Author(s):  
Rebecca R. Noll ◽  
Colleen M. Pike ◽  
Stephanie S. Lehman ◽  
Chad Williamson ◽  
Ramona Neunuebel
Keyword(s):  
Legionella Pneumophila ◽  
Bacterial Pathogen ◽  
Nutrient Release ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Host Cells ◽  
Effector Protein ◽  
Wild Type ◽  
Cellular Processes ◽  
Type Iv

Autophagy is a fundamental eukaryotic process that mediates clearance of unwanted molecules and facilitates nutrient release. The bacterial pathogen Legionella pneumophila establishes an intracellular niche within phagocytes by manipulating host cellular processes, such as autophagy. Effector proteins translocated by L. pneumophila's Dot/Icm type IV secretion system have been shown to suppress autophagy. However evidence suggests that overall inhibition of autophagy may be detrimental to the bacterium. As autophagy contributes to cellular homeostasis and nutrient acquisition, L. pneumophila may translocate effectors that promote autophagy for these benefits. Here, we show that effector protein Lpg2411 binds phosphatidylinositol-3-phosphate lipids and preferentially binds autophagosomes. Translocated Lpg2411 accumulates late during infection and co-localizes with the autophagy receptor p62 and ubiquitin. Furthermore, autophagy is inhibited to a greater extent in host cells infected with a mutant strain lacking Lpg2411 compared to those infected with wild-type L. pneumophila, indicating that Lpg2411 stimulates autophagy to support the bacterium's intracellular lifestyle.

scholarly journals Potentiation of Cytokine-Mediated Restriction ofLegionellaIntracellular Replication by a Dot/Icm-Translocated Effector

2019 ◽  
Vol 201 (14) ◽  
Author(s):  
Tshegofatso Ngwaga ◽  
Alex J. Hydock ◽  
Sandhya Ganesan ◽  
Stephanie R. Shames
Keyword(s):  
Legionella Pneumophila ◽  
Defense Mechanisms ◽  
Effector Proteins ◽  
Host Cells ◽  
Content Type ◽  
Host Restriction ◽  
Type Iv ◽  
Legionnaires Disease ◽  
Ifn Γ ◽  
Necrosis Factor

ABSTRACTLegionella pneumophilais ubiquitous in freshwater environments, where it replicates within unicellular protozoa. However,L. pneumophilais also an accidental human pathogen that can cause Legionnaires’ disease in immunocompromised individuals by uncontrolled replication within alveolar macrophages. To replicate within eukaryotic phagocytes,L. pneumophilautilizes a Dot/Icm type IV secretion system to translocate a large arsenal of over 300 effector proteins directly into host cells. In mammals, translocated effectors contribute to innate immune restriction ofL. pneumophila. We found previously that the effector LegC4 is important forL. pneumophilareplication within a natural host protist but is deleterious to replication in a mouse model of Legionnaires’ disease. In the present study, we used cultured mouse primary macrophages to investigate how LegC4 attenuatesL. pneumophilareplication. We found that LegC4 enhanced restriction ofL. pneumophilareplication within macrophages activated with tumor necrosis factor (TNF) or interferon gamma (IFN-γ). In addition, expression oflegC4was sufficient to restrictLegionella longbeachaereplication within TNF- or IFN-γ-activated macrophages. Thus, this study demonstrates that LegC4 contributes toL. pneumophilaclearance from healthy hosts by potentiating cytokine-mediated host defense mechanisms.IMPORTANCELegionellaspp. are natural pathogens of protozoa and accidental pathogens of humans. Innate immunity in healthy individuals effectively controlsLegionellainfection due in part to rapid and robust production of proinflammatory cytokines resulting from detection of Dot/Icm-translocated substrates, including effectors. Here, we demonstrate that the effector LegC4 enhances proinflammatory host restriction ofLegionellaby macrophages. These data suggest that LegC4 may augment proinflammatory signaling or antimicrobial activity of macrophages, a function that has not previously been observed for another bacterial effector. Further insight into LegC4 function will likely reveal novel mechanisms to enhance immunity against pathogens.

scholarly journals Legionella pneumophila Strain 130b Possesses a Unique Combination of Type IV Secretion Systems and Novel Dot/Icm Secretion System Effector Proteins

2010 ◽  
Vol 192 (22) ◽  
pp. 6001-6016 ◽  
Author(s):  
Gunnar N. Schroeder ◽  
Nicola K. Petty ◽  
Aurélie Mousnier ◽  
Clare R. Harding ◽  
Adam J. Vogrin ◽  
...  
Keyword(s):  
Legionella Pneumophila ◽  
Draft Genome ◽  
Severe Pneumonia ◽  
Gene Clusters ◽  
Secretion System ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Secretion Systems ◽  
Type Iv ◽  
Core Set

ABSTRACT Legionella pneumophila is a ubiquitous inhabitant of environmental water reservoirs. The bacteria infect a wide variety of protozoa and, after accidental inhalation, human alveolar macrophages, which can lead to severe pneumonia. The capability to thrive in phagocytic hosts is dependent on the Dot/Icm type IV secretion system (T4SS), which translocates multiple effector proteins into the host cell. In this study, we determined the draft genome sequence of L. pneumophila strain 130b (Wadsworth). We found that the 130b genome encodes a unique set of T4SSs, namely, the Dot/Icm T4SS, a Trb-1-like T4SS, and two Lvh T4SS gene clusters. Sequence analysis substantiated that a core set of 107 Dot/Icm T4SS effectors was conserved among the sequenced L. pneumophila strains Philadelphia-1, Lens, Paris, Corby, Alcoy, and 130b. We also identified new effector candidates and validated the translocation of 10 novel Dot/Icm T4SS effectors that are not present in L. pneumophila strain Philadelphia-1. We examined the prevalence of the new effector genes among 87 environmental and clinical L. pneumophila isolates. Five of the new effectors were identified in 34 to 62% of the isolates, while less than 15% of the strains tested positive for the other five genes. Collectively, our data show that the core set of conserved Dot/Icm T4SS effector proteins is supplemented by a variable repertoire of accessory effectors that may partly account for differences in the virulences and prevalences of particular L. pneumophila strains.

scholarly journals Epistatic Interplay between Type IV Secretion Effectors Engages the Small GTPase Rab2 in the Brucella Intracellular Cycle

mBio ◽  
2020 ◽  
Vol 11 (2) ◽  
Author(s):  
Erin P. Smith ◽  
Alexis Cotto-Rosario ◽  
Elizabeth Borghesan ◽  
Kiara Held ◽  
Cheryl N. Miller ◽  
...  
Keyword(s):  
Brucella Abortus ◽  
Bacterial Pathogens ◽  
Small Gtpase ◽  
Effector Proteins ◽  
Type Iv Secretion ◽  
Host Cells ◽  
Secretion Systems ◽  
Content Type ◽  
Type Iv ◽  
Infectious Cycle

ABSTRACT Intracellular bacterial pathogens remodel cellular functions during their infectious cycle via the coordinated actions of effector molecules delivered through dedicated secretion systems. While the function of many individual effectors is known, how they interact to promote pathogenesis is rarely understood. The zoonotic bacterium Brucella abortus, the causative agent of brucellosis, delivers effector proteins via its VirB type IV secretion system (T4SS) which mediate biogenesis of the endoplasmic reticulum (ER)-derived replicative Brucella-containing vacuole (rBCV). Here, we show that T4SS effectors BspB and RicA display epistatic interactions in Brucella replication. Defects in rBCV biogenesis and Brucella replication caused by deletion of bspB were dependent on the host GTPase Rab2a and suppressed by the deletion of ricA, indicating a role of Rab2-binding effector RicA in these phenotypic defects. Rab2a requirements for rBCV biogenesis and Brucella intracellular replication were abolished upon deletion of both bspB and ricA, demonstrating that the functional interaction of these effectors engages Rab2-dependent transport in the Brucella intracellular cycle. Expression of RicA impaired host secretion and caused Golgi fragmentation. While BspB-mediated changes in ER-to-Golgi transport were independent of RicA and Rab2a, BspB-driven alterations in Golgi vesicular traffic also involved RicA and Rab2a, defining BspB and RicA’s functional interplay at the Golgi interface. Altogether, these findings support a model where RicA modulation of Rab2a functions impairs Brucella replication but is compensated by BspB-mediated remodeling of Golgi apparatus-associated vesicular transport, revealing an epistatic interaction between these T4SS effectors. IMPORTANCE Bacterial pathogens with an intracellular lifestyle modulate many host cellular processes to promote their infectious cycle. They do so by delivering effector proteins into host cells via dedicated secretion systems that target specific host functions. While the roles of many individual effectors are known, how their modes of action are coordinated is rarely understood. Here, we show that the zoonotic bacterium Brucella abortus delivers the BspB effector that mitigates the negative effect on bacterial replication that the RicA effector exerts via modulation of the host small GTPase Rab2. These findings provide an example of functional integration between bacterial effectors that promotes proliferation of pathogens.

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