scholarly journals Prediction of bacterial E3 ubiquitin ligase effectors using reduced amino acid peptide fingerprinting

2018 ◽  
Author(s):  
Jason McDermott ◽  
John Cort ◽  
Ernesto Nakayasu ◽  
Christopher Overall ◽  
Joshua Adkins
Keyword(s):  
Amino Acid ◽  
Ubiquitin Ligase ◽  
Sequence Similarity ◽  
E3 Ubiquitin Ligase ◽  
Protein Sequences ◽  
Effector Proteins ◽  
Recursive Feature Elimination ◽  
Large Set ◽  
E3 Ligases ◽  
Kernel Approach

Background. Although pathogenic Gram-negative bacteria lack their own ubiquitination machinery, they have evolved or acquired virulence effectors that can manipulate the host ubiquitination process through structural and/or functional mimicry of host machinery. Many such effectors have been identified in a wide variety of bacterial pathogens that share little sequence similarity amongst themselves or with eukaryotic ubiquitin E3 ligases. Methods. To allow identification of novel bacterial E3 ubiquitin ligase effectors from protein sequences we have developed a machine learning approach, the SVM-based Identification and Evaluation of Virulence Effector Ubiquitin ligases (SIEVE-Ub). We extend the string kernel approach used previously to sequence classification by introducing reduced amino acid (RAA) alphabet encoding for protein sequences. Results. We found that 14mer peptides with amino acids represented as simply either hydrophobic or hydrophilic provided the best models for discrimination of E3 ligases from other effector proteins with a receiver-operator characteristic area under the curve (AUC) of 0.90. When considering a subset of E3 ubiquitin ligase effectors that do not fall into known sequence based families we found that the AUC was 0.82, demonstrating the effectiveness of our method at identifying novel functional family members. Recursive feature elimination was used to identify a parsimonious set of 100 RAA peptides that provided good discrimination, and these peptides were found to be located in functionally important regions of the proteins involved in E2 and host target protein binding.Our general approach enables construction of models based on other effector functions. We used SIEVE-Ub to predict seven potential novel E3 ligases from a large set of bacterial genomes. SIEVE-Ub is available for download at https://github.com/biodataganache/SIEVE-Ub

scholarly journals Prediction of bacterial E3 ubiquitin ligase effectors using reduced amino acid peptide fingerprinting

2018 ◽  
Author(s):  
Jason McDermott ◽  
John Cort ◽  
Ernesto Nakayasu ◽  
Christopher Overall ◽  
Joshua Adkins
Keyword(s):  
Amino Acid ◽  
Ubiquitin Ligase ◽  
Sequence Similarity ◽  
E3 Ubiquitin Ligase ◽  
Protein Sequences ◽  
Effector Proteins ◽  
Recursive Feature Elimination ◽  
Large Set ◽  
E3 Ligases ◽  
Kernel Approach

Background. Although pathogenic Gram-negative bacteria lack their own ubiquitination machinery, they have evolved or acquired virulence effectors that can manipulate the host ubiquitination process through structural and/or functional mimicry of host machinery. Many such effectors have been identified in a wide variety of bacterial pathogens that share little sequence similarity amongst themselves or with eukaryotic ubiquitin E3 ligases. Methods. To allow identification of novel bacterial E3 ubiquitin ligase effectors from protein sequences we have developed a machine learning approach, the SVM-based Identification and Evaluation of Virulence Effector Ubiquitin ligases (SIEVE-Ub). We extend the string kernel approach used previously to sequence classification by introducing reduced amino acid (RAA) alphabet encoding for protein sequences. Results. We found that 14mer peptides with amino acids represented as simply either hydrophobic or hydrophilic provided the best models for discrimination of E3 ligases from other effector proteins with a receiver-operator characteristic area under the curve (AUC) of 0.90. When considering a subset of E3 ubiquitin ligase effectors that do not fall into known sequence based families we found that the AUC was 0.82, demonstrating the effectiveness of our method at identifying novel functional family members. Recursive feature elimination was used to identify a parsimonious set of 100 RAA peptides that provided good discrimination, and these peptides were found to be located in functionally important regions of the proteins involved in E2 and host target protein binding.Our general approach enables construction of models based on other effector functions. We used SIEVE-Ub to predict seven potential novel E3 ligases from a large set of bacterial genomes. SIEVE-Ub is available for download at https://github.com/biodataganache/SIEVE-Ub

scholarly journals Prediction of bacterial E3 ubiquitin ligase effectors using reduced amino acid peptide fingerprinting

PeerJ ◽  
2019 ◽  
Vol 7 ◽  
pp. e7055 ◽  
Author(s):  
Jason E. McDermott ◽  
John R. Cort ◽  
Ernesto S. Nakayasu ◽  
Jonathan N. Pruneda ◽  
Christopher Overall ◽  
...  
Keyword(s):  
Amino Acid ◽  
Ubiquitin Ligase ◽  
Sequence Similarity ◽  
E3 Ubiquitin Ligase ◽  
Protein Sequences ◽  
Effector Proteins ◽  
Large Set ◽  
E3 Ligases ◽  
Link Type ◽  
Kernel Approach

Background Although pathogenic Gram-negative bacteria lack their own ubiquitination machinery, they have evolved or acquired virulence effectors that can manipulate the host ubiquitination process through structural and/or functional mimicry of host machinery. Many such effectors have been identified in a wide variety of bacterial pathogens that share little sequence similarity amongst themselves or with eukaryotic ubiquitin E3 ligases. Methods To allow identification of novel bacterial E3 ubiquitin ligase effectors from protein sequences we have developed a machine learning approach, the SVM-based Identification and Evaluation of Virulence Effector Ubiquitin ligases (SIEVE-Ub). We extend the string kernel approach used previously to sequence classification by introducing reduced amino acid (RED) alphabet encoding for protein sequences. Results We found that 14mer peptides with amino acids represented as simply either hydrophobic or hydrophilic provided the best models for discrimination of E3 ligases from other effector proteins with a receiver-operator characteristic area under the curve (AUC) of 0.90. When considering a subset of E3 ubiquitin ligase effectors that do not fall into known sequence based families we found that the AUC was 0.82, demonstrating the effectiveness of our method at identifying novel functional family members. Feature selection was used to identify a parsimonious set of 10 RED peptides that provided good discrimination, and these peptides were found to be located in functionally important regions of the proteins involved in E2 and host target protein binding. Our general approach enables construction of models based on other effector functions. We used SIEVE-Ub to predict nine potential novel E3 ligases from a large set of bacterial genomes. SIEVE-Ub is available for download at https://doi.org/10.6084/m9.figshare.7766984.v1 or https://github.com/biodataganache/SIEVE-Ub for the most current version.

scholarly journals E3 Ubiquitin Ligase SPL2 Is a Lanthanide-Binding Protein

2021 ◽  
Vol 22 (11) ◽  
pp. 5712
Author(s):  
Michał Tracz ◽  
Ireneusz Górniak ◽  
Andrzej Szczepaniak ◽  
Wojciech Białek
Keyword(s):  
Ubiquitin Ligase ◽  
Conformational Changes ◽  
Protein Interactions ◽  
E3 Ubiquitin Ligase ◽  
Lanthanide Ions ◽  
E3 Ligases ◽  
Fluorescence Measurements ◽  
Partial Unfolding

The SPL2 protein is an E3 ubiquitin ligase of unknown function. It is one of only three types of E3 ligases found in the outer membrane of plant chloroplasts. In this study, we show that the cytosolic fragment of SPL2 binds lanthanide ions, as evidenced by fluorescence measurements and circular dichroism spectroscopy. We also report that SPL2 undergoes conformational changes upon binding of both Ca2+ and La3+, as evidenced by its partial unfolding. However, these structural rearrangements do not interfere with SPL2 enzymatic activity, as the protein retains its ability to auto-ubiquitinate in vitro. The possible applications of lanthanide-based probes to identify protein interactions in vivo are also discussed. Taken together, the results of this study reveal that the SPL2 protein contains a lanthanide-binding site, showing for the first time that at least some E3 ubiquitin ligases are also capable of binding lanthanide ions.

Functions of RMR proteins in intracellular trafficking in the moss "Physcomitrium patens" Mitten (previously "Physcomitrella patens")

2021 ◽  
Author(s):  
◽  
Carla Coppola
Keyword(s):  
Ubiquitin Ligase ◽  
Physcomitrella Patens ◽  
Fluorescent Protein ◽  
Storage Proteins ◽  
Higher Plants ◽  
E3 Ubiquitin Ligase ◽  
E3 Ligases ◽  
Ubiquitin Ligase Activity ◽  
Vacuolar Transport

In this study, I focused on a new family of receptors, called RMRs (Receptor-like Membrane RING-H2) and I tried to investigate their role in the moss Physcomitrium patens Mitten (previously Physcomitrella patens). There is some evidence that in Angiosperms, RMRs are vacuolar receptors for the neutral/storage vacuole that is a compartment where storage proteins and metabolites are accumulated during seeds development or in somatic tissues. It is distinguished from lytic vacuole which has the same functions as animal lysosomes. The five PpRMR genes have been knocked-out, yielding viable material without visible phenotype (Ayachi, 2012). A trafficking phenotype was described by Fahr (2017) who generated the construct Citrine-Cardosin (Ci-Card) composed of the fluorescent protein Citrine fused to the C-terminal vacuolar sorting determinant (ctVSD) from cardosin A (cardosin is addressed to the vacuole in higher plants —Pereira et al., 2013). The fusion protein was delivered to the central vacuole of PpWT but mistargeted in PpRMR-KO lines, indicating that the targeting of this protein to the vacuole depends on PpRMRs. The introduction of this thesis presents the plant endomembrane system, with particular attention to vacuolar transport and ubiquitylation. In the second chapter, I show the techniques used to attempt to detect PpRMRs by Western Blot: our failure may be due to a rapid degradation of these proteins, which could prevent their detection. In the third chapter, I focused on PpRMR2 involvement in ubiquitylation. We hypothesize that PpRMRs are E3 ligases because they are members of the PA-TM-RING protein family. Most of these proteins have an E3 ubiquitin ligase activity in animals (Seroogy et al., 2004; Borchers et al., 2002), for this reason, we think that plant PpRMRs could have this function as well, which could contribute to vacuolar targeting. Indeed, I could confirm that PpRMR2 has an E3 ubiquitin ligase activity. PpRMRs substrates are still unknown in moss thus we have analysed putative candidates supposing that they could be ubiquitylated by PpRMRs. We have tested this hypothesis through in vitro ubiquitylation assays, obtaining ambiguous results. In the fourth chapter, I show preliminary results about the visible phenotype of PpRMR-KO mutants: PpWT and PpRMR-KO lines displayed phenotypic differences in leafy gametophores, which were accentuated upon salt stress exposure. Lastly, I transformed the transgenic lines PpWT/Ci-Card and Pp5KO/Ci-Card with mutated versions of PpRMR2 and analysed their effect on vacuolar transport by confocal microscopy. For most of the constructions tested, the trafficking was perturbed in both lines. Only PpWT/Ci-Card expressing PpRMR2ΔSer (lacking the Serine-Rich motif) displayed a typical vacuolar pattern.

Activation mechanisms of the E3 ubiquitin ligase parkin

2017 ◽  
Vol 474 (18) ◽  
pp. 3075-3086 ◽  
Author(s):  
Nikhil Panicker ◽  
Valina L. Dawson ◽  
Ted M. Dawson
Keyword(s):  
Parkinson’S Disease ◽  
Amino Acid ◽  
Ubiquitin Ligase ◽  
Recent Literature ◽  
E3 Ubiquitin Ligase ◽  
Mitochondrial Damage ◽  
Cytosolic Protein ◽  
Mitochondrial Functions ◽  
Activation Mechanisms

Monogenetic, familial forms of Parkinson's disease (PD) only account for 5–10% of the total number of PD cases, but analysis of the genes involved therein is invaluable to understanding PD-associated neurodegenerative signaling. One such gene, parkin, encodes a 465 amino acid E3 ubiquitin ligase. Of late, there has been considerable interest in the role of parkin signaling in PD and in identifying its putative substrates, as well as the elucidation of the mechanisms through which parkin itself is activated. Its dysfunction underlies both inherited and idiopathic PD-associated neurodegeneration. Here, we review recent literature that provides a model of activation of parkin in the setting of mitochondrial damage that involves PINK1 (PTEN-induced kinase-1) and phosphoubiquitin. We note that neuronal parkin is primarily a cytosolic protein (with various non-mitochondrial functions), and discuss potential cytosolic parkin activation mechanisms.

scholarly journals Identification of a PGXPP degron motif in dishevelled and structural basis for its binding to the E3 ligase KLHL12

Open Biology ◽  
2020 ◽  
Vol 10 (6) ◽  
pp. 200041 ◽  
Author(s):  
Zhuoyao Chen ◽  
Gregory A. Wasney ◽  
Sarah Picaud ◽  
Panagis Filippakopoulos ◽  
Masoud Vedadi ◽  
...  
Keyword(s):  
Ubiquitin Ligase ◽  
Molecular Mechanisms ◽  
Hydrophobic Interactions ◽  
E3 Ubiquitin Ligase ◽  
Structural Basis ◽  
E3 Ligases ◽  
Kelch Domain ◽  
Ring E3 Ligases ◽  
Ring E3 ◽  
New Protein

Wnt signalling is dependent on dishevelled proteins (DVL1-3), which assemble an intracellular Wnt signalosome at the plasma membrane. The levels of DVL1-3 are regulated by multiple Cullin-RING E3 ligases that mediate their ubiquitination and degradation. The BTB-Kelch protein KLHL12 was the first E3 ubiquitin ligase to be identified for DVL1-3, but the molecular mechanisms determining its substrate interactions have remained unknown. Here, we mapped the interaction of DVL1-3 to a ‘PGXPP' motif that is conserved in other known partners and substrates of KLHL12, including PLEKHA4, PEF1, SEC31 and DRD4. To determine the binding mechanism, we solved a 2.4 Å crystal structure of the Kelch domain of KLHL12 in complex with a DVL1 peptide that bound with low micromolar affinity. The DVL1 substrate adopted a U-shaped turn conformation that enabled hydrophobic interactions with all six blades of the Kelch domain β-propeller. In cells, the mutation or deletion of this motif reduced the binding and ubiquitination of DVL1 and increased its stability confirming this sequence as a degron motif for KLHL12 recruitment. These results define the molecular mechanisms determining DVL regulation by KLHL12 and establish the KLHL12 Kelch domain as a new protein interaction module for a novel proline-rich motif.

scholarly journals Deubiquitinating enzyme USP30 maintains basal peroxisome abundance by regulating pexophagy

2019 ◽  
Vol 218 (3) ◽  
pp. 798-807 ◽  
Author(s):  
Victoria Riccio ◽  
Nicholas Demers ◽  
Rong Hua ◽  
Miluska Vissa ◽  
Derrick T. Cheng ◽  
...  
Keyword(s):  
Amino Acid ◽  
Ubiquitin Ligase ◽  
Cell Function ◽  
E3 Ubiquitin Ligase ◽  
Metabolic Stress ◽  
Amino Acid Starvation ◽  
Deubiquitinating Enzyme ◽  
Potential Therapeutic Target ◽  
Autophagic Degradation

The regulation of organelle abundance is critical for cell function and survival; however, the mechanisms responsible are not fully understood. In this study, we characterize a role of the deubiquitinating enzyme USP30 in peroxisome maintenance. Peroxisomes are highly dynamic, changing in abundance in response to metabolic stress. In our recent study identifying the role of USP30 in mitophagy, we observed USP30 to be localized to punctate structures resembling peroxisomes. We report here that USP30, best known as a mitophagy regulator, is also necessary for regulating pexophagy, the selective autophagic degradation of peroxisomes. We find that overexpressing USP30 prevents pexophagy during amino acid starvation, and its depletion results in pexophagy induction under basal conditions. We demonstrate that USP30 prevents pexophagy by counteracting the action of the peroxisomal E3 ubiquitin ligase PEX2. Finally, we show that USP30 can rescue the peroxisome loss observed in some disease-causing peroxisome mutations, pointing to a potential therapeutic target.

scholarly journals The ARRE RING-Type E3 Ubiquitin Ligase Negatively Regulates Cuticular Wax Biosynthesis in Arabidopsis thaliana by Controlling ECERIFERUM1 and ECERIFERUM3 Protein Levels

2021 ◽  
Vol 12 ◽  
Author(s):  
Shuang Liu ◽  
Meixuezi Tong ◽  
Lifang Zhao ◽  
Xin Li ◽  
Ljerka Kunst
Keyword(s):  
Ubiquitin Ligase ◽  
Uv Light ◽  
E3 Ubiquitin Ligase ◽  
E3 Ligase ◽  
Cuticular Wax ◽  
26S Proteasome ◽  
Covalent Attachment ◽  
Wax Deposition ◽  
E3 Ligases ◽  
Ring Type

The outer epidermal cell walls of plant shoots are covered with a cuticle, a continuous lipid structure that provides protection from desiccation, UV light, pathogens, and insects. The cuticle is mostly composed of cutin and cuticular wax. Cuticular wax synthesis is synchronized with surface area expansion during plant development and is associated with plant responses to biotic and abiotic stresses. Cuticular wax deposition is tightly regulated by well-established transcriptional and post-transcriptional regulatory mechanisms, as well as post-translationally via the ubiquitin-26S proteasome system (UPS). The UPS is highly conserved in eukaryotes and involves the covalent attachment of polyubiquitin chains to the target protein by an E3 ligase, followed by the degradation of the modified protein by the 26S proteasome. A large number of E3 ligases are encoded in the Arabidopsis genome, but only a few have been implicated in the regulation of cuticular wax deposition. In this study, we have conducted an E3 ligase reverse genetic screen and identified a novel RING-type E3 ubiquitin ligase, AtARRE, which negatively regulates wax biosynthesis in Arabidopsis. Arabidopsis plants overexpressing AtARRE exhibit glossy stems and siliques, reduced fertility and fusion between aerial organs. Wax load and wax compositional analyses of AtARRE overexpressors showed that the alkane-forming branch of the wax biosynthetic pathway is affected. Co-expression of AtARRE and candidate target proteins involved in alkane formation in both Nicotiana benthamiana and stable Arabidopsis transgenic lines demonstrated that AtARRE controls the levels of wax biosynthetic enzymes ECERIFERUM1 (CER1) and ECERIFERUM3 (CER3). CER1 has also been confirmed to be a ubiquitination substrate of the AtARRE E3 ligase by an in vivo ubiquitination assay using a reconstituted Escherichia coli system. The AtARRE gene is expressed throughout the plant, with the highest expression detected in fully expanded rosette leaves and oldest stem internodes. AtARRE gene expression can also be induced by exposure to pathogens. These findings reveal that wax biosynthesis in mature plant tissues and in response to pathogen infection is controlled post-translationally.

scholarly journals Novel Numerical Characterization of Protein Sequences Based on Individual Amino Acid and Its Application

2015 ◽  
Vol 2015 ◽  
pp. 1-8 ◽  
Author(s):  
Yan-ping Zhang ◽  
Ya-jun Sheng ◽  
Wei Zheng ◽  
Ping-an He ◽  
Ji-shuo Ruan
Keyword(s):  
Amino Acids ◽  
Amino Acid ◽  
Catalytic Mechanism ◽  
Graphical Representation ◽  
Sequence Similarity ◽  
Protein Sequences ◽  
Numerical Characteristic ◽  
Individual Amino Acid ◽  
Numerical Characterization

The hydrophobicity and hydrophilicity of amino acids play a very important role in protein folding and its interaction with the environment and other molecules, as well as its catalytic mechanism. Based on the two physicochemical indexes, a 2D graphical representation of protein sequences is introduced; meanwhile, a new numerical characteristic has been proposed to compute the distance of different sequences for analysis of sequence similarity/dissimilarity on the basis of this graphical representation. Furthermore, we apply the new distance in the similarities/dissimilarities of ND5 proteins of nine species and predict the four major classes based on the dataset containing 639 domains. The results show that the method is simple and effective.

scholarly journals Search for Highly Divergent Tandem Repeats in Amino Acid Sequences

2021 ◽  
Vol 22 (13) ◽  
pp. 7096
Author(s):  
Valentina Rudenko ◽  
Eugene Korotkov
Keyword(s):  
Cluster Analysis ◽  
Amino Acid ◽  
Tandem Repeats ◽  
Sequence Similarity ◽  
Protein Sequences ◽  
Amino Acid Sequences ◽  
The Other ◽  
Significant Sequence Similarity ◽  
Pairwise Correlations

We report a Method to Search for Highly Divergent Tandem Repeats (MSHDTR) in protein sequences which considers pairwise correlations between adjacent residues. MSHDTR was compared with some previously developed methods for searching for tandem repeats (TRs) in amino acid sequences, such as T-REKS and XSTREAM, which focus on the identification of TRs with significant sequence similarity, whereas MSHDTR detects repeats that significantly diverged during evolution, accumulating deletions, insertions, and substitutions. The application of MSHDTR to a search of the Swiss-Prot databank revealed over 15 thousand TR-containing amino acid sequences that were difficult to find using the other methods. Among the detected TRs, the most representative were those with consensus lengths of two and seven residues; these TRs were subjected to cluster analysis and the classes of patterns were identified. All TRs detected in this study have been combined into a databank accessible over the WWW.

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