scholarly journals iAmideV-Deep: Valine Amidation Site Prediction in Proteins Using Deep Learning and Pseudo Amino Acid Compositions

Symmetry ◽  
2021 ◽  
Vol 13 (4) ◽  
pp. 560
Author(s):  
Sheraz Naseer ◽  
Rao Faizan Ali ◽  
Amgad Muneer ◽  
Suliman Mohamed Fati

Amidation is an important post translational modification where a peptide ends with an amide group (–NH2) rather than carboxyl group (–COOH). These amidated peptides are less sensitive to proteolytic degradation with extended half-life in the bloodstream. Amides are used in different industries like pharmaceuticals, natural products, and biologically active compounds. The in-vivo, ex-vivo, and in-vitro identification of amidation sites is a costly and time-consuming but important task to study the physiochemical properties of amidated peptides. A less costly and efficient alternative is to supplement wet lab experiments with accurate computational models. Hence, an urgent need exists for efficient and accurate computational models to easily identify amidated sites in peptides. In this study, we present a new predictor, based on deep neural networks (DNN) and Pseudo Amino Acid Compositions (PseAAC), to learn efficient, task-specific, and effective representations for valine amidation site identification. Well-known DNN architectures are used in this contribution to learn peptide sequence representations and classify peptide chains. Of all the different DNN based predictors developed in this study, Convolutional neural network-based model showed the best performance surpassing all other DNN based models and reported literature contributions. The proposed model will supplement in-vivo methods and help scientists to determine valine amidation very efficiently and accurately, which in turn will enhance understanding of the valine amidation in different biological processes.

2022 ◽  
Vol 12 (1) ◽  
Author(s):  
Sheraz Naseer ◽  
Rao Faizan Ali ◽  
Suliman Mohamed Fati ◽  
Amgad Muneer

AbstractIn biological systems, Glutamic acid is a crucial amino acid which is used in protein biosynthesis. Carboxylation of glutamic acid is a significant post-translational modification which plays important role in blood coagulation by activating prothrombin to thrombin. Contrariwise, 4-carboxy-glutamate is also found to be involved in diseases including plaque atherosclerosis, osteoporosis, mineralized heart valves, bone resorption and serves as biomarker for onset of these diseases. Owing to the pathophysiological significance of 4-carboxyglutamate, its identification is important to better understand pathophysiological systems. The wet lab identification of prospective 4-carboxyglutamate sites is costly, laborious and time consuming due to inherent difficulties of in-vivo, ex-vivo and in vitro experiments. To supplement these experiments, we proposed, implemented, and evaluated a different approach to develop 4-carboxyglutamate site predictors using pseudo amino acid compositions (PseAAC) and deep neural networks (DNNs). Our approach does not require any feature extraction and employs deep neural networks to learn feature representation of peptide sequences and performing classification thereof. Proposed approach is validated using standard performance evaluation metrics. Among different deep neural networks, convolutional neural network-based predictor achieved best scores on independent dataset with accuracy of 94.7%, AuC score of 0.91 and F1-score of 0.874 which shows the promise of proposed approach. The iCarboxE-Deep server is deployed at https://share.streamlit.io/sheraz-n/carboxyglutamate/app.py.


2019 ◽  
Vol 9 (1) ◽  
Author(s):  
Tino Vollmer ◽  
Börje Ljungberg ◽  
Vera Jankowski ◽  
Joachim Jankowski ◽  
Griet Glorieux ◽  
...  

Abstract Identifying the key toxic players within an in-vivo toxic syndrome is crucial to develop targeted therapies. Here, we established a novel method that characterizes the effect of single substances by means of an ex-vivo incubation set-up. We found that primary human spermatozoa elicit a distinct motile response on a (uremic) toxic milieu. Specifically, this approach describes the influence of a bulk toxic environment (uremia) as well as single substances (uremic toxins) by real-time analyzing motile cellular behavior. We established the human spermatozoa-based toxicity testing (HSTT) for detecting single substance-induced toxicity to be used as a screening tool to identify in-vivo toxins. Further, we propose an application of the HSTT as a method of clinical use to evaluate toxin-removing interventions (hemodialysis).


2019 ◽  
Vol 1 (1) ◽  
Author(s):  
Sophia K. Theodossiou ◽  
Nathan R. Schiele

AbstractTendons link muscle to bone and transfer forces necessary for normal movement. Tendon injuries can be debilitating and their intrinsic healing potential is limited. These challenges have motivated the development of model systems to study the factors that regulate tendon formation and tendon injury. Recent advances in understanding of embryonic and postnatal tendon formation have inspired approaches that aimed to mimic key aspects of tendon development. Model systems have also been developed to explore factors that regulate tendon injury and healing. We highlight current model systems that explore developmentally inspired cellular, mechanical, and biochemical factors in tendon formation and tenogenic stem cell differentiation. Next, we discuss in vivo, in vitro, ex vivo, and computational models of tendon injury that examine how mechanical loading and biochemical factors contribute to tendon pathologies and healing. These tendon development and injury models show promise for identifying the factors guiding tendon formation and tendon pathologies, and will ultimately improve regenerative tissue engineering strategies and clinical outcomes.


Molecules ◽  
2021 ◽  
Vol 26 (19) ◽  
pp. 5819
Author(s):  
Lisa Russelli ◽  
Francesco De Rose ◽  
Loredana Leone ◽  
Sybille Reder ◽  
Markus Schwaiger ◽  
...  

In this work, we designed, developed, characterized, and investigated a new chelator and its bifunctional derivative for 89Zr labeling and PET-imaging. In a preliminary study, we synthesized two hexadentate chelators named AAZTHAS and AAZTHAG, based on the seven-membered heterocycle AMPED (6-amino-6-methylperhydro-1,4-diazepine) with the aim to increase the rigidity of the 89Zr complex by using N-methyl-N-(hydroxy)succinamide or N-methyl-N-(hydroxy)glutaramide pendant arms attached to the cyclic structure. N-methylhydroxamate groups are the donor groups chosen to efficiently coordinate 89Zr. After in vitro stability tests, we selected the chelator with longer arms, AAZTHAG, as the best complexing agent for 89Zr presenting a stability of 86.4 ± 5.5% in human serum (HS) for at least 72 h. Small animal PET/CT static scans acquired at different time points (up to 24 h) and ex vivo organ distribution studies were then carried out in healthy nude mice (n = 3) to investigate the stability and biodistribution in vivo of this new 89Zr-based complex. High stability in vivo, with low accumulation of free 89Zr in bones and kidneys, was measured. Furthermore, an activated ester functionalized version of AAZTHAG was synthesized to allow the conjugation with biomolecules such as antibodies. The bifunctional chelator was then conjugated to the human anti-HER2 monoclonal antibody Trastuzumab (Tz) as a proof of principle test of conjugation to biologically active molecules. The final 89Zr labeled compound was characterized via radio-HPLC and SDS-PAGE followed by autoradiography, and its stability in different solutions was assessed for at least 4 days.


2021 ◽  
Author(s):  
János Vörös ◽  
Sean Weaver ◽  
Jose C. Mateus ◽  
Paulo Aguiar ◽  
Dirk van Swaay ◽  
...  

Methods for patterning neurons in vitro have gradually improved and are used to investigate questions difficult to address in or ex vivo. Though these techniques guide axons between groups of neurons, multiscale control of neuronal connectivity, from circuits to synapses, is yet to be achieved in vitro. As studying neuronal circuits with synaptic resolution in vivo poses significant challenges, an in vitro alternative could serve as a testbed for in vivo experiments or as a platform for validating biophysical and computational models. In this work we use a combination of electron beam and photolithography to create polydimethylsiloxane (PDMS) structures with features ranging from 150 nanometers to a few millimeters. Leveraging the difference between average axon and dendritic spine diameters, we restrict axon growth while allowing spines to pass through nanochannels to guide synapse formation between small groups of neurons (i.e. nodes). We show this technique can be used to generate large numbers of isolated feed-forward circuits where connections between nodes are restricted to regions connected by nanochannels. Using a genetically encoded calcium indicator in combination with fluorescently tagged post synaptic protein, PSD-95, we demonstrate functional synapses can form in this region. Although more work needs to be done to control connectivity in vitro, we believe this is a significant step in that direction.


2020 ◽  
Vol 15 ◽  
Author(s):  
Sheraz Naseer ◽  
Waqar Hussain ◽  
Yaser Daanial Khan ◽  
Nouman Rasool

Background: Among all the major Post-translational modification, lipid modifications possess special significance due to their widespread functional importance in eukaryotic cells. There exist multiple types of lipid modifications and Palmitoylation, among them, is one of the broader types of modification, having three different types. The N-Palmitoylation is carried out by attachment of palmitic acid to an N-terminal cysteine. Due to the association of N-Palmitoylation with various biological functions and diseases such as Alzheimer’s and other neurodegenerative diseases, carrying out important processes in the life cycle of various pathogens, its identification is very important. Objective: The in vitro, ex vivo and in vivo identification of Palmitoylation is laborious, time-taking and costly. There is a dire need of an efficient and accurate computational model to help researchers and biologists identifying these sites, in an easy manner. Herein, we propose a novel prediction model for identification of N-Palmitoylation sites in proteins. Method: Proposed prediction model is developed by combining the Chou’s Pseudo Amino Acid Composition (PseAAC) with deep neural networks. We used well-known deep neural networks (DNNs) for both the tasks of learning a feature representation of peptide sequences and developing prediction model to perform classification. Results: Among different DNNs, Gated Recurrent Unit (GRU) based RNN model showed highest scores in terms of accuracy, and all other computed measures, and outperforms all the previously reported predictors. Conclusion: The proposed GRU based RNN model can help identifying N-Palmitoylation in a very efficient and accurate manner which can help scientists understand the mechanism of this modification in proteins.


Blood ◽  
2006 ◽  
Vol 108 (11) ◽  
pp. 4283-4283
Author(s):  
Patricia Martín-Jiménez ◽  
Ramón García-Sanz ◽  
Enrique Ocio ◽  
María E. Sarasquete ◽  
Ana Balanzategui ◽  
...  

Abstract Waldenström Macroglobulinemia (WM) is characterized by monoclonal IgM paraprotein and bone marrow (BM) infiltration by lymphoplasmacytic lymphoma. The normal counterpart of WM malignant cell seems to be a post germinal centre IgM B-cell, which tumoral transformation occurs after cessation of somatic mutation (SM) but prior to Class switch recombination (CSR). However, recently has been reported that CSR can be possible “ex-vivo”, since clonotypic transcripts encoding post-switch isotypes have been observed in some WM cells cultured with CD40L/IL-40. However, this process has not been shown to occur “in vivo” until now. #3754, a 51-year-old woman, was diagnosed in 2001 of WM with a M-IgM spike (46 g/L), anemia (Hb 9·6 g/dL), 76% lymphoplasmacytic monoclonal B-cells in BM and normal cytogenetics. In April 2005, an important IgG increase was observed (23 g/L). Immunofixation demonstrated an IgG-k paraprotein in the mid g-region and a monoclonal IgM-k paraprotein at the b-region corresponding to the two monoclonal peaks detected on serum electrophoresis. After 6-mercaptoethanol treatment, a single band was seen at the line stained with kappa, suggesting the presence of a single clone. Other causes of IgG monoclonal components were excluded considering clinical factors, immunophenotype analyses (San Miguel et al, 2003), quantity of DNA and cell cycle analyses (Ocio et al, 2005). However, the definitive proof for a unique monoclonal population was provided through molecular analysis. A single clonotypic rearrangement was detected by amplifying the complete VDJH fragment at diagnosis moment, according to the protocol describes in Biomed II (Leukemia2003; 17.2257–2317). Method describes from Billadeu et al (Billadeau et al, 1993) was used for isotype identification. So, cDNA monoclonal amplification was observed at tubes corresponding to Cm, Cd and Cg. All monoclonal PCR products were directly sequenced in an automated ABI 377 DNA sequencer. VH, DH & JH segments identification, as well as SH recognition was made using the V-BASE sequence directory alignment program, and the CH regions were compared at BLAST. All sequences obtained showed the same clonotypic CDR3 sequence (VH4-59/JH6) as well as the same SH (10,75%) pattern that monoclonal amplification at diagnosis, indicating the presence of the same clone at that moment (Figure 1). In conclusion, we report for the first time a WM case in which tumor cells were able to carry out CSR, showing IgG and IgM clonotypic amplification, as well as producing both paraprotein components. This constitutes the first in vivo demonstration that CSR is possible in WM cells, and are able to develop a fully functional isotype class switch recombination not only in vitro but also in vivo. Figure 1: Deduced amino acid sequence of tumor-derived VDJH gene with the three heavy chain isotypes (A: Cμ, B: Cδ C: Cγ). Sequences indicates the somatic mulation pattern. Comparison for WM are made with the closest germline VH gone; uppercase, replacement (R) mutation; lower case, silent (S) mutation. Each mutation was defined by nuclieotide exchanges in a single codon, with successive mutations leading in some cases to 2 or 3 distinct R or S events. These are shown as aligned amino acid changes at specific sites. Figure 1:. Deduced amino acid sequence of tumor-derived VDJH gene with the three heavy chain isotypes (A: Cμ, B: Cδ C: Cγ). Sequences indicates the somatic mulation pattern. Comparison for WM are made with the closest germline VH gone; uppercase, replacement (R) mutation; lower case, silent (S) mutation. Each mutation was defined by nuclieotide exchanges in a single codon, with successive mutations leading in some cases to 2 or 3 distinct R or S events. These are shown as aligned amino acid changes at specific sites.


Pharmaceutics ◽  
2020 ◽  
Vol 12 (7) ◽  
pp. 611 ◽  
Author(s):  
Jaakko Itkonen ◽  
Ada Annala ◽  
Shirin Tavakoli ◽  
Blanca Arango-Gonzalez ◽  
Marius Ueffing ◽  
...  

Ciliary neurotrophic factor (CNTF) is one of the most studied neuroprotective agents with acknowledged potential in treating diseases of the posterior eye segment. Although its efficacy and mechanisms of action in the retina have been studied extensively, it is still not comprehensively understood which retinal cells mediate the therapeutic effects of CNTF. As with therapeutic proteins in general, it is poorly elucidated whether exogenous CNTF administered into the vitreous can enter and distribute into the retina and hence reach potentially responsive target cells. Here, we have characterized our purified recombinant human CNTF (rhCNTF), studied the protein’s in vitro bioactivity in a cell-based assay, and evaluated the thermodynamic and oligomeric status of the protein during storage. Biological activity of rhCNTF was further evaluated in vivo in an animal model of retinal degeneration. The retinal penetration and distribution of rhCNTF after 24 h was studied utilizing two ex vivo retina models. Based on our characterization findings, our rhCNTF is correctly folded and biologically active. Moreover, based on initial screening and subsequent follow-up, we identified two buffers in which rhCNTF retains its stability during storage. Whereas rhCNTF did not show photoreceptor preservative effect or improve the function of photoreceptors in vivo, this could possibly be due to the used disease model or the short duration of action with a single intravitreal injection of rhCNTF. On the other hand, the lack of in vivo efficacy was shown to not be due to distribution limitations; permeation into the retina was observed in both retinal explant models as in 24 h rhCNTF penetrated the inner limiting membrane, and being mostly observed in the ganglion cell layer, distributed to different layers of the neural retina. As rhCNTF can reach deeper retinal layers, in general, having direct effects on resident CNTF-responsive target cells is plausible.


2010 ◽  
Vol 192 (23) ◽  
pp. 6200-6208 ◽  
Author(s):  
Alex C. Tucker ◽  
Jorge C. Escalante-Semerena

ABSTRACT Sirtuins are NAD+-dependent protein deacylases that are conserved in all domains of life and are involved in diverse cellular processes, including control of gene expression and central metabolism. Eukaryotic sirtuins have N-terminal extensions that have been linked to protein multimerization and cellular localization. Here the first evidence of sirtuin isoforms in bacteria is reported. The enterobacterium Salmonella enterica synthesizes two isoforms of CobB sirtuin, a shorter 236-amino-acid isoform (here CobBS) and a longer 273-amino-acid isoform (here CobBL). The N-terminal 37-amino-acid extension of CobBL is amphipathic, containing 18 basic amino acids (12 of which are Arg) and 13 hydrophobic ones; both isoforms were active in vivo and in vitro. Northern blot and transcription start site analyses revealed that cobB is primarily expressed as two monocistronic cobB mRNAs from two transcription start sites, one of which was mapped within the neighboring ycfX gene and the other of which was located within cobB. Additionally, a low-abundance ycfX-cobB bicistronic mRNA was observed which could encode up to three proteins (YcfX, CobBL, and CobBS). CobBL isoforms are common within the family Enterobacteriaceae, but species of the genus Erwinia (including the plant pathogen Erwinia amylovora) encode only the CobBL isoform. The CobBL isoform from E. amylovora restored growth of as S. enterica cobB mutant strain on low acetate.


1996 ◽  
Vol 184 (2) ◽  
pp. 665-673 ◽  
Author(s):  
H Herwald ◽  
M Collin ◽  
W Müller-Esterl ◽  
L Björck

Previous work has indicated a crucial role for the extracellular cysteine proteinase of Streptococcus pyogenes in the pathogenicity and virulence of this important human pathogen. Here we find that the purified streptococcal cysteine proteinase releases biologically active kinins from their purified precursor protein, H-kininogen, in vitro, and from kininogens present in the human plasma, ex vivo. Kinin liberation in the plasma is due to the direct action of the streptococcal proteinase on the kininogens, and does not involve the previous activation of plasma prekallikrein, the physiological plasma kininogenase. Judged from the amount of released plasma kinins the bacterial proteinase is highly efficient in its action. This is also the case in vivo. Injection of the purified cysteine proteinase into the peritoneal cavity of mice resulted in a progressive cleavage of plasma kininogens and the concomitant release of kinins over a period of 5 h. No kininogen degradation was seen in mice when the cysteine proteinase was inactivated by the specific inhibitor, Z-Leu-Val-Gly-CHN2, before administration. Intraperitoneal administration into mice of living S. pyogenes bacteria producing the cysteine proteinase induced a rapid breakdown of endogenous plasma kininogens and release of kinins. Kinins are hypotensive, they increase vascular permeability, contract smooth muscle, and induce fever and pain. The release of kinins by the cysteine proteinase of S. pyogenes could therefore represent an important and previously unknown virulence mechanism in S. pyogenes infections.


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