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Huo H, Li T, Wang S, Lv Y, Zuo Y, Yang L. Prediction of presynaptic and postsynaptic neurotoxins by combining various Chou's pseudo components. Sci Rep 2017; 7:5827. [PMID: 28724993 PMCID: PMC5517432 DOI: 10.1038/s41598-017-06195-y] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Accepted: 06/08/2017] [Indexed: 11/09/2022] Open
Abstract
Presynaptic and postsynaptic neurotoxins are two groups of neurotoxins. Identification of presynaptic and postsynaptic neurotoxins is an important work for numerous newly found toxins. It is both costly and time consuming to determine these two neurotoxins by experimental methods. As a complement, using computational methods for predicting presynaptic and postsynaptic neurotoxins could provide some useful information in a timely manner. In this study, we described four algorithms for predicting presynaptic and postsynaptic neurotoxins from sequence driven features by using Increment of Diversity (ID), Multinomial Naive Bayes Classifier (MNBC), Random Forest (RF), and K-nearest Neighbours Classifier (IBK). Each protein sequence was encoded by pseudo amino acid (PseAA) compositions and three biological motif features, including MEME, Prosite and InterPro motif features. The Maximum Relevance Minimum Redundancy (MRMR) feature selection method was used to rank the PseAA compositions and the 50 top ranked features were selected to improve the prediction accuracy. The PseAA compositions and three kinds of biological motif features were combined and 12 different parameters that defined as P1-P12 were selected as the input parameters of ID, MNBC, RF, and IBK. The prediction results obtained in this study were significantly better than those of previously developed methods.
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Affiliation(s)
- Haiyan Huo
- Department of Environmental Engineering, Hohhot University for Nationalities, Hohhot, 010051, China
| | - Tao Li
- College of Life Science, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Shiyuan Wang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China
| | - Yingli Lv
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China
| | - Yongchun Zuo
- The Key Laboratory of Mammalian Reproductive Biology and Biotechnology of the Ministry of Education, Inner Mongolia University, Hohhot, 010021, China.
| | - Lei Yang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China.
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Wright LV, Indrawirawan YH. Lowland copperhead (Austrelaps superbus
) envenomation causing severe neuromuscular paralysis in a dog. Aust Vet J 2017; 95:207-210. [DOI: 10.1111/avj.12588] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2016] [Revised: 08/11/2016] [Accepted: 09/04/2016] [Indexed: 10/19/2022]
Affiliation(s)
- LV Wright
- Animal Emergency Centre Hallam; 18/151-159 Princes Hwy Hallam Victoria 3803 Australia
| | - YH Indrawirawan
- Animal Emergency Centre Hallam; 18/151-159 Princes Hwy Hallam Victoria 3803 Australia
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Abd El Aziz TM, Bourgoin-Voillard S, Combemale S, Beroud R, Fadl M, Seve M, De Waard M. Fractionation and proteomic analysis of the Walterinnesia aegyptia snake venom using OFFGEL and MALDI-TOF-MS techniques. Electrophoresis 2016; 36:2594-605. [PMID: 26178575 DOI: 10.1002/elps.201500207] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2015] [Revised: 06/18/2015] [Accepted: 06/25/2015] [Indexed: 11/05/2022]
Abstract
Animal venoms are complex mixtures of more than 100 different compounds, including peptides, proteins, and nonprotein compounds such as lipids, carbohydrates, and metal ions. In addition, the existing compounds show a wide range of molecular weights and concentrations within these venoms, making separation and purification procedures quite tedious. Here, we analyzed for the first time by MS the advantages of using the OFFGEL technique in the separation of the venom components of the Egyptian Elapidae Walterinnesia aegyptia snake compared to two classical methods of separation, SEC and RP-HPLC. We demonstrate that OFFGEL separates venom components over a larger scale of fractions, preserve respectable resolution with regard to the presence of a given compound in adjacent fractions and allows the identification of a greater number of ions by MS (102 over 134 total ions). We also conclude that applying several separating techniques (SEC and RP-HPLC in addition to OFFGEL) provides complementary results in terms of ion detection (21 more for SEC and 22 more with RP-HPLC). As a result, we provide a complete list of 134 ions present in the venom of W. aegyptia by using all these techniques combined.
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Affiliation(s)
- Tarek Mohamed Abd El Aziz
- INSERM U836, Grenoble Neuroscience Institute, LabEx Ion Channels, Science and Therapeutics, France.,University Grenoble Alpes, Grenoble, France.,Zoology Department, Faculty of Science, Minia University, El-Minia, Egypt
| | - Sandrine Bourgoin-Voillard
- University Grenoble Alpes, Grenoble, France.,INSERM, IAB, PROMETHEE Proteomic Platform, Grenoble, France.,CHU de Grenoble, IAB, Institut de Biologie et de Pathologie, PROMETHEE Proteomic Platform, Grenoble, France
| | | | - Rémy Beroud
- Smartox Biotechnology, Saint-Martin d'Hères, France
| | - Mahmoud Fadl
- Zoology Department, Faculty of Science, Minia University, El-Minia, Egypt
| | - Michel Seve
- University Grenoble Alpes, Grenoble, France.,INSERM, IAB, PROMETHEE Proteomic Platform, Grenoble, France.,CHU de Grenoble, IAB, Institut de Biologie et de Pathologie, PROMETHEE Proteomic Platform, Grenoble, France
| | - Michel De Waard
- INSERM U836, Grenoble Neuroscience Institute, LabEx Ion Channels, Science and Therapeutics, France.,University Grenoble Alpes, Grenoble, France.,Smartox Biotechnology, Saint-Martin d'Hères, France
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Venkatesh M, Prasad N, Sing T, Gowda V. Purification, characterization, and chemical modification of neurotoxic peptide from Daboia russelii snake venom of India. J Biochem Mol Toxicol 2013; 27:295-304. [PMID: 23629951 DOI: 10.1002/jbt.21486] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2013] [Revised: 03/15/2013] [Accepted: 03/25/2013] [Indexed: 11/10/2022]
Abstract
Comprehensive knowledge of venom composition is very important for effective management of snake envenomation and antivenom preparation. Daboia russelii venom from the eastern region of India is the most neurotoxic among the four venom samples investigated. From the eastern D. russelii venom sample, neurotoxic peptide has been purified by combined method of ion exchange gel permeation chromatography and reversed phase high performance liquid chromatography. Molecular weight of Daboia neurotoxin III (DNTx-III) found to be 6,849 Da (as measured on matrix-assisted laser desorption/ionisation-time of flight mass spectrometer), and N-terminal amino acid sequences is I K C F I T P D U T S Q A. Approximate LD50 dosage was 0.24 mg/kg body weight. It produced concentration- and time-dependent inhibition of indirectly stimulated twitches of Rana hexadactyla sciatic nerve gastrocnemius muscle preparations. Chemical modification of DNTx-III tryptophan residue(s) reduced the twitch height inhibition property of toxin, signifying the importance of tryptophan residues for the neurotoxic function. This type of neurotoxic peptide is unique to east Indian regional D. russelii venom.
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Affiliation(s)
- Madhukumar Venkatesh
- Department of Studies in Biochemistry, University of Mysore, Mysore, 570 006, India
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Marcon F, Purtell L, Santos J, Hains PG, Escoubas P, Graudins A, Nicholson GM. Characterization of monomeric and multimeric snake neurotoxins and other bioactive proteins from the venom of the lethal Australian common copperhead (Austrelaps superbus). Biochem Pharmacol 2013; 85:1555-73. [PMID: 23500536 DOI: 10.1016/j.bcp.2013.02.034] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 02/27/2013] [Accepted: 02/28/2013] [Indexed: 10/27/2022]
Abstract
Envenomation by Australian copperheads results mainly in muscle paralysis largely attributed to the presence of postsynaptic α-neurotoxins. However, poorly reversible neurotoxic effects suggest that these venoms may contain snake presynaptic phospholipase A2 neurotoxins (SPANs) that irreversibly inhibit neurotransmitter release. Using size-exclusion liquid chromatography, the present study isolated the first multimeric SPAN complex from the venom of the Australian common copperhead, Austrelaps superbus. The multimeric SPAN P-elapitoxin-As1a (P-EPTX-As1a) along with two novel monomeric SPANs and a new postsynaptic α-neurotoxin were then pharmacologically characterized using the chick biventer cervicis nerve-muscle preparation. All SPANs inhibited nerve-evoked twitch contractions at the neuromuscular junction without inhibiting contractile responses to cholinergic agonists or KCl. These actions are consistent with a prejunctional action to inhibit neurotransmitter release, without direct myotoxicity. Furthermore, the multimeric P-EPTX-As1a caused tetanic 'fade' in muscle tension under high frequency nerve stimulation, and produced a triphasic alteration to neurotransmitter release. These actions have been previously noted with other multimeric SPAN complexes such as taipoxin. Moreover, the neurotoxic α-subunit of P-EPTX-As1a shows high homology to taipoxin α-chain. Several other coagulopathic and myotoxic high mass proteins including a class PIII snake venom metalloproteinase, C-type lectin, l-amino acid oxidase, acetylcholinesterase and phospholipase B were also identified that may contribute to the overall toxicity of A. superbus venom. In conclusion, clinicians should be aware that early antivenom intervention might be necessary to prevent the onset of irreversible presynaptic neurotoxicity caused by multimeric and monomeric SPANs and that A. superbus venom is potentially capable of producing coagulopathic and myotoxic effects.
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Affiliation(s)
- Francesca Marcon
- Neurotoxin Research Group, School of Medical and Molecular Biosciences, University of Technology, Sydney, P.O. Box 123, Broadway, NSW 2007, Australia
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Pharmacological characterization of α-elapitoxin-Al2a from the venom of the Australian pygmy copperhead (Austrelaps labialis): An atypical long-chain α-neurotoxin with only weak affinity for α7 nicotinic receptors. Biochem Pharmacol 2012; 84:851-63. [DOI: 10.1016/j.bcp.2012.06.024] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2012] [Revised: 06/22/2012] [Accepted: 06/25/2012] [Indexed: 11/19/2022]
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