Prediction and collection of protein–metabolite interactions

2021 ◽  
Author(s):  
Tianyi Zhao ◽  
Jinxin Liu ◽  
Xi Zeng ◽  
Wei Wang ◽  
Sheng Li ◽  
...  
Keyword(s):  
Small Molecule ◽  
Protein Interactions ◽  
Large Scale ◽  
Rapid Development ◽  
Area Under The Curve ◽  
Membrane Receptors ◽  
Mass Spectrometry Analysis ◽  
Spectrometry Analysis ◽  
Cellular Processes ◽  
The Rich

Abstract Interactions between proteins and small molecule metabolites play vital roles in regulating protein functions and controlling various cellular processes. The activities of metabolic enzymes, transcription factors, transporters and membrane receptors can all be mediated through protein–metabolite interactions (PMIs). Compared with the rich knowledge of protein–protein interactions, little is known about PMIs. To the best of our knowledge, no existing database has been developed for collecting PMIs. The recent rapid development of large-scale mass spectrometry analysis of biomolecules has led to the discovery of large amounts of PMIs. Therefore, we developed the PMI-DB to provide a comprehensive and accurate resource of PMIs. A total of 49 785 entries were manually collected in the PMI-DB, corresponding to 23 small molecule metabolites, 9631 proteins and 4 species. Unlike other databases that only provide positive samples, the PMI-DB provides non-interaction between proteins and metabolites, which not only reduces the experimental cost for biological experimenters but also facilitates the construction of more accurate algorithms for researchers using machine learning. To show the convenience of the PMI-DB, we developed a deep learning-based method to predict PMIs in the PMI-DB and compared it with several methods. The experimental results show that the area under the curve and area under the precision-recall curve of our method are 0.88 and 0.95, respectively. Overall, the PMI-DB provides a user-friendly interface for browsing the biological functions of metabolites/proteins of interest, and experimental techniques for identifying PMIs in different species, which provides important support for furthering the understanding of cellular processes. The PMI-DB is freely accessible at http://easybioai.com/PMIDB.

scholarly journals A New Drug Discovery Approach Based on Thermal Proteome Profiling to Develop More Effective Drugs

2021 ◽  
Vol 8 (2) ◽  
Author(s):  
Elham Gholizadeh ◽  
Mostafa Rezaei-Tavirani ◽  
Alireza Emadi ◽  
Reza Karbalaei ◽  
Ali Khaleghian
Keyword(s):  
Mass Spectrometry ◽  
Protein Interactions ◽  
Large Scale ◽  
Protein Extraction ◽  
Mass Spectrometry Analysis ◽  
Structural Stabilization ◽  
Proteome Profiling ◽  
Spectrometry Analysis ◽  
Drug Concentrations ◽  
Low Efficiency

: The search for disease-related targets and studying drug-protein and protein-protein interactions are central issues that would accelerate the clinical approval of a drug. Also, by developing an accurate method in this regard, time and resource consumption will significantly decrease. The low efficiency of some drugs in humans is a grave issue leading to a low rate of FDA approval after spending billions of dollars and decades of research. Several strategies and methods have been expanded to fill this gap, such as drug affinity responsive target stability (DARTS), stability of proteins from rates of oxidation (SPROX), cellular thermal shift assay (CETSA), and finally, thermal proteome profiling (TPP). The TPP is based on the combination of CETSA and quantitative mass spectrometry. Among recently introduced proteomics technologies, TPP demonstrates the ability to offer detailed proteomic profiles for the large-scale analysis of protein-ligand interactions, including endogenous ligands and proteins like cofactors and metabolites. TPP facilitates the identification of the markers governing drug efficacy and toxicity and provides an unbiased measure for estimating the rate of drug-target engagement. At a glance at TPP steps, after protein extraction, the molecule is exposed to different temperatures and drug concentrations. After discarding solubilized and stabilized proteins, the protein’s identity is investigated by mass spectrometry analysis. As a result of the protein’s structural stabilization after binding to its substrate, TTP helps to accurately identify target proteins with high throughput. In this study, we aimed to introduce the basics of this method and review most recent studies on this technique.

scholarly journals An RNA tagging approach for system-wide RNA-binding proteome profiling and dynamics investigation upon transcription inhibition

2021 ◽  
Author(s):  
Zheng Zhang ◽  
Tong Liu ◽  
Hangyan Dong ◽  
Jian Li ◽  
Haofan Sun ◽  
...  
Keyword(s):  
Protein Interactions ◽  
Large Scale ◽  
Rna Binding ◽  
Rna Binding Proteins ◽  
Decay Rates ◽  
Mass Spectrometry Analysis ◽  
Transcription Inhibition ◽  
Distribution Profile ◽  
Proteome Profiling ◽  
Spectrometry Analysis

Abstract RNA-protein interactions play key roles in epigenetic, transcriptional and posttranscriptional regulation. To reveal the regulatory mechanisms of these interactions, global investigation of RNA-binding proteins (RBPs) and monitor their changes under various physiological conditions are needed. Herein, we developed a psoralen probe (PP)-based method for RNA tagging and ribonucleic-protein complex (RNP) enrichment. Isolation of both coding and noncoding RNAs and mapping of 2986 RBPs including 782 unknown candidate RBPs from HeLa cells was achieved by PP enrichment, RNA-sequencing and mass spectrometry analysis. The dynamics study of RNPs by PP enrichment after the inhibition of RNA synthesis provides the first large-scale distribution profile of RBPs bound to RNAs with different decay rates. Furthermore, the remarkably greater decreases in the abundance of the RBPs obtained by PP-enrichment than by global proteome profiling suggest that PP enrichment after transcription inhibition offers a valuable way for large-scale evaluation of the candidate RBPs.

scholarly journals Structure, bonding, and photoaffinity labeling applications of dialkyldiazirines

Synlett ◽  
2021 ◽  
Author(s):  
Tianyi Zhang ◽  
Alison Ondrus
Keyword(s):  
Mass Spectrometry ◽  
Small Molecule ◽  
Protein Interactions ◽  
Photoaffinity Labeling ◽  
Mass Spectrometry Analysis ◽  
Practical Application ◽  
Basic Principles ◽  
Spectrometry Analysis ◽  
Photoaffinity Probes ◽  
Photoaffinity Crosslinking

Dialkyldiazirine photoaffinity probes are unparalleled tools for the study of small molecule-protein interactions. Here we summarize the basic principles of structure, bonding, and photoreactivity of dialkyldiazirines, current methods for their synthesis, and their practical application in photoaffinity labeling experiments. We demonstrate the unique utility of dialkyldiazirine probes in the context of our recent photoaffinity crosslinking-mass spectrometry analysis to reveal a hidden cholesterol binding site in the Hedgehog morphogen proteins.

scholarly journals Identification of sulfenylated cysteines in Arabidopsis thaliana proteins using a disulfide-linked peptide reporter

2020 ◽  
Author(s):  
Bo Wei ◽  
Patrick Willems ◽  
Jingjing Huang ◽  
Caiping Tian ◽  
Jing Yang ◽  
...  
Keyword(s):  
Arabidopsis Thaliana ◽  
Protein Interactions ◽  
Affinity Purification ◽  
Mass Spectrometry Analysis ◽  
Technological Advancement ◽  
Amino Acid Residues ◽  
Cysteine Oxidation ◽  
Spectrometry Analysis ◽  
Mixed Disulfide ◽  
And Function

ABSTRACTIn proteins, hydrogen peroxide (H2O2) reacts with redox-sensitive cysteines to form cysteine sulfenic acid, also known as S-sulfenylation. These cysteine oxidation events can steer diverse cellular processes by altering protein interactions, trafficking, conformation, and function. Previously, we had identified S-sulfenylated proteins by using a tagged proteinaceous probe based on the yeast AP-1–like (Yap1) transcription factor that specifically reacts with sulfenic acids and traps them through a mixed disulfide bond. However, the identity of the S-sulfenylated amino acid residues remained enigmatic. Here, we present a technological advancement to identify in situ sulfenylated cysteines directly by means of the transgenic Yap1 probe. In Arabidopsis thaliana cells, after an initial affinity purification and a tryptic digestion, we further enriched the mixed disulfide-linked peptides with an antibody targeting the YAP1C-derived peptide (C598SEIWDR) that entails the redox-active cysteine. Subsequent mass spectrometry analysis with pLink 2 identified 1,745 YAP1C cross-linked peptides, indicating sulfenylated cysteines in over 1,000 proteins. Approximately 55% of these YAP1C-linked cysteines had previously been reported as redox-sensitive cysteines (S-sulfenylation, S-nitrosylation, and reversibly oxidized cysteines). The presented methodology provides a noninvasive approach to identify sulfenylated cysteines in any species that can be genetically modified.

scholarly journals Thiol Peroxidase Is an Important Component of Streptococcus pneumoniae in Oxygenated Environments

2012 ◽  
Vol 80 (12) ◽  
pp. 4333-4343 ◽  
Author(s):  
Barak Hajaj ◽  
Hasan Yesilkaya ◽  
Rachel Benisty ◽  
Maayan David ◽  
Peter W. Andrew ◽  
...  
Keyword(s):  
Streptococcus Pneumoniae ◽  
Mass Spectrometry Analysis ◽  
Activity Levels ◽  
Content Type ◽  
Spectrometry Analysis ◽  
Cellular Processes ◽  
Thiol Peroxidase ◽  
Fine Tune

ABSTRACTStreptococcus pneumoniaeis an aerotolerant Gram-positive bacterium that causes an array of diseases, including pneumonia, otitis media, and meningitis. During aerobic growth,S. pneumoniaeproduces high levels of H2O2. SinceS. pneumoniaelacks catalase, the question of how it controls H2O2levels is of critical importance. Thepsalocus encodes an ABC Mn2+-permease complex (psaBCA) and a putative thiol peroxidase,tpxD. This study shows thattpxDencodes a functional thiol peroxidase involved in the adjustment of H2O2homeostasis in the cell. Kinetic experiments showed that recombinant TpxD removed H2O2efficiently. However,in vivoexperiments revealed that TpxD detoxifies only a fraction of the H2O2generated by the pneumococcus. Mass spectrometry analysis demonstrated that TpxD Cys58undergoes selective oxidationin vivo, under conditions where H2O2is formed, confirming the thiol peroxidase activity. Levels of TpxD expression and synthesisin vitrowere significantly increased in cells grown under aerobic versus anaerobic conditions. The challenge with D39 and TIGR4 with H2O2resulted intpxDupregulation, whilepsaBCAexpression was oppositely affected. However, the challenge of ΔtpxDmutants with H2O2did not affectpsaBCA, implying that TpxD is involved in the regulation of thepsaoperon, in addition to its scavenging activity. Virulence studies demonstrated a notable difference in the survival time of mice infected intranasally with D39 compared to that of mice infected intranasally with D39ΔtpxD. However, when bacteria were administered directly into the blood, this difference disappeared. The findings of this study suggest that TpxD constitutes a component of the organism's fundamental strategy to fine-tune cellular processes in response to H2O2.

scholarly journals Kalirin Interacts with TRAPP and Regulates Rab11 and Endosomal Recycling

Cells ◽  
2020 ◽  
Vol 9 (5) ◽  
pp. 1132
Author(s):  
Xiaolong Wang ◽  
Meiqian Weng ◽  
Yuting Ke ◽  
Ellen Sapp ◽  
Marian DiFiglia ◽  
...  
Keyword(s):  
Low Frequency ◽  
Cell Movement ◽  
Mass Spectrometry Analysis ◽  
Nucleotide Exchange ◽  
Vesicle Budding ◽  
Recycling Endosomes ◽  
Spectrometry Analysis ◽  
Cellular Processes ◽  
Nucleotide Exchange Factor ◽  
Elevated Expression

Coordinated actions of Rab and Rho are necessary for numerous essential cellular processes ranging from vesicle budding to whole cell movement. How Rab and Rho are choreographed is poorly understood. Here, we report a protein complex comprised of kalirin, a Rho guanine nucleotide exchange factor (GEF) activating Rac1, and RabGEF transport protein particle (TRAPP). Kalirin was identified in a mass spectrometry analysis of proteins precipitated by trappc4 and detected on membranous organelles containing trappc4. Acute knockdown of kalirin did not affect trappc4, but significantly reduced overall and membrane-bound levels of trappc9, which specifies TRAPP toward activating Rab11. Trappc9 deficiency led to elevated expression of kalirin in neurons. Co-localization of kalirin and Rab11 occurred at a low frequency in NRK cells under steady state and was enhanced upon expressing an inactive Rab11 mutant to prohibit the dissociation of Rab11 from the kalirin-TRAPP complex. The small RNA-mediated depletion of kalirin diminished activities in cellular membranes for activating Rab11 and resulted in a shift in size of Rab11 positive structures from small to larger ones and tubulation of recycling endosomes. Our study suggests that kalirin and TRAPP form a dual GEF complex to choreograph actions of Rab11 and Rac1 at recycling endosomes.

scholarly journals Co-Localization of Crotamine with Internal Membranes and Accentuated Accumulation in Tumor Cells

Molecules ◽  
2018 ◽  
Vol 23 (4) ◽  
pp. 968 ◽  
Author(s):  
Nicole Mambelli-Lisboa ◽  
Juliana Mozer Sciani ◽  
Alvaro Rossan Brandão Prieto da Silva ◽  
Irina Kerkis
Keyword(s):  
Molecular Mass ◽  
Tumor Cells ◽  
Large Scale ◽  
Time Lapse ◽  
Mass Spectrometry Analysis ◽  
Molecular Probe ◽  
Spastic Paralysis ◽  
Spectrometry Analysis ◽  
Hind Limbs ◽  
Wide Range

Crotamine is a highly cationic; cysteine rich, cross-linked, low molecular mass cell penetrating peptide (CPP) from the venom of the South American rattlesnake. Potential application of crotamine in biomedicine may require its large-scale purification. To overcome difficulties related with the purification of natural crotamine (nCrot) we aimed in the present study to synthesize and characterize a crotamine analog (sCrot) as well investigate its CPP activity. Mass spectrometry analysis demonstrates that sCrot and nCrot have equal molecular mass and biological function—the capacity to induce spastic paralysis in the hind limbs in mice. sCrot CPP activity was evaluated in a wide range of tumor and non-tumor cell tests performed at different time points. We demonstrate that sCrot-Cy3 showed distinct co-localization patterns with intracellular membranes inside the tumor and non-tumor cells. Time-lapse microscopy and quantification of sCrot-Cy3 fluorescence signalss in living tumor versus non-tumor cells revealed a significant statistical difference in the fluorescence intensity observed in tumor cells. These data suggest a possible use of sCrot as a molecular probe for tumor cells, as well as, for the selective delivery of anticancer molecules into these tumors.

scholarly journals Temporal Quantitative Phosphoproteomics Profiling of Interleukin-33 Signaling Network Reveals Unique Modulators of Monocyte Activation

Cells ◽  
2022 ◽  
Vol 11 (1) ◽  
pp. 138
Author(s):  
Devasahayam Arokia Balaya Rex ◽  
Yashwanth Subbannayya ◽  
Prashant Kumar Modi ◽  
Akhina Palollathil ◽  
Lathika Gopalakrishnan ◽  
...  
Keyword(s):  
Inflammatory Diseases ◽  
Leukocyte Adhesion ◽  
Cell Cycle Checkpoints ◽  
Mass Spectrometry Analysis ◽  
Dna Damage And Repair ◽  
Spectrometry Analysis ◽  
Interleukin 33 ◽  
Cellular Processes ◽  
Defensive Role ◽  
Signaling Modules

Interleukin-33 (IL-33), a member of the IL-1 superfamily cytokines, is an endogenous danger signal and a nuclear-associated cytokine. It is one of the essential mediators of both innate and adaptive immune responses. Aberrant IL-33 signaling has been demonstrated to play a defensive role against various infectious and inflammatory diseases. Although the signaling responses mediated by IL-33 have been previously reported, the temporal signaling dynamics are yet to be explored. To this end, we applied quantitative temporal phosphoproteomics analysis to elucidate pathways and proteins induced by IL-33 in THP-1 monocytes. Employing a TMT labeling-based quantitation and titanium dioxide (TiO2)-based phosphopeptide enrichment strategy followed by mass spectrometry analysis, we identified and quantified 9448 unique phosphopeptides corresponding to 3392 proteins that showed differential regulation. Of these, 171 protein kinases, 60 phosphatases and 178 transcription factors were regulated at different phases of IL-33 signaling. In addition to the confirmed activation of canonical signaling modules including MAPK, NFκB, PI3K/AKT modules, pathway analysis of the time-dependent phosphorylation dynamics revealed enrichment of several cellular processes, including leukocyte adhesion, response to reactive oxygen species, cell cycle checkpoints, DNA damage and repair pathways. The detailed quantitative phosphoproteomic map of IL-33 signaling will serve as a potentially useful resource to study its function in the context of inflammatory and pathological conditions.

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