• Title/Summary/Keyword: toxin protein

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Fine-Tuned ProtBERT for Toxic Protein Classification (ProtBERT를 활용한 독성 단백질 분류)

  • Ahn, Sung-Yoon;Lee, Sang-Woong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.673-674
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    • 2022
  • 살아있는 유기체에 의해 분비되는 독소는 대부분의 경우 인간에게 유해하다. 가령 여름철 날것이나 오래된 음식에서 쉽게 식중독에 걸릴 수 있는데, 이는 주로 Clorustidium Botulinum이 만들어낸 보툴리눔 독소가 원인이다. 유기체에 의해 생성된 모든 독소는 단백질이며 이는 아미노산 서열로 나타낼 수 있다. 이를 통해 생물정보학 분야의 많은 연구자들이 많은 머신러닝 기술을 통해 단백질의 독성을 예측할 수 있었다. 최근 몇 년 동안 SVM를 사용하는 BTXpred와 CNN을 사용하는 ToxDL과 같은 모델이 각각 박테리아와 동물 독소의 독성을 예측하기 위해 제안되었다. 시대가 변함에 따라 BERT와 같은 성능이 더욱 뛰어난 모델이 시퀀스 분류를 위해 도입되었다. 본 논문은 독성 단백질을 분류를 위해 ProtBERT를 사용할 경우 이의 성능을 보여주고자 한다.

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Safety assessment of the AtCYP78A7 protein expressed in genetically modified rice tolerant to abiotic stress

  • Nam, Kyong-Hee;Kim, Do Young;Shin, Hee Jae;Pack, In-Soon;Park, Jung-Ho;Yoon, Won Kee;Kim, Ho Bang;Kim, Chang-Gi
    • Korean Journal of Agricultural Science
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    • v.45 no.2
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    • pp.248-257
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    • 2018
  • Overexpression of AtCYP78A7, a gene encoding a cytochrome P450 protein, has been reported to improve tolerance to drought stress in genetically modified (GM) rice (Oryza sativa L.). The aim of this study was to evaluate the potential allergenicity and acute oral toxicity of the AtCYP78A7 protein expressed in GM rice. Bioinformatics analysis of the amino acid sequence of AtCYP78A7 did not identify any similarities with any known allergens or toxins. It showed that no known allergen had more than a 35% amino acid sequence homology with the AtCYP78A7 protein over an 80 amino acid window or more than 8 consecutive identical amino acids. The gene encoding the AtCYP78A7 protein was cloned in the pGEX-4T-1 vector and expressed in E. coli. Then, the AtCYP78A7 protein was purified and analyzed for acute oral toxicity. The AtCYP78A7 protein was fed at a dose of 2,000 mg/kg body weight in mice, and the changes in mortalities, clinical findings, and body weight were monitored for 14 days after the dosing. Necropsy was carried out on day 14. The protein did not cause any adverse effects when it was orally administered to mice at 2000 mg/kg body weight. These results indicate that the AtCYP78A7 protein expressed in GM rice would not be a potential allergen or toxin.

Production and Characterization of a Recombinant Antibody Neutralizing Botulinum Neurotoxin A (보툴리눔 신경독소 A를 중화하는 재조합 항체의 제조와 특성 분석)

  • Park, Hong-Gyu;Choi, Mieyoung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.1
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    • pp.295-301
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    • 2017
  • Botulinum neurotoxin (BoNT/A) is a neurotoxin that selectively attacks the peripheral cholinergic nerve endings. It is produced by Gram -positive, endospore-forming strict anaerobic bacteria, Clostridium botulinum. Since BoNT/A could be a biothreat agent, as well as a contaminator of food and water supplies, the development of sensitive assays for toxin detection and potent antitoxin for the treatment of intoxication is necessary. In this study, for the purpose of producing monoclonal antibodies (mAbs) that are capable of neutralizing Botulinum neurotoxin type A (BoNT/A), scFv (single-chain variable domain fragment) libraries from the rabbit antisera against BoNT/A was fused to a human IgG. The resulting recombinant scFvIgG antibody protein was expressed in stable cell lines and was purified using a protein A affinity chromatography. The efficacy of scFvIgG mAb was confirmed by ELISA and was evaluated for the neutralization of BoNT/A in vivo. Such an in vivo toxin neutralization assay was performed using mice. Although scFvIgG antibody proteins (10 ug) failed to fully protect the mice challenged with BoNT/A (100,000 $LD_{50}$), it significantly prolonged the survival time. These results suggest that scFvIgG mAb may be capable of neutralizing BoNT/A single-chain variable domain fragment.

Comparison of Specific Proteins of Shiga Toxin-producing E. coli (STEC) Adhesion by Lactobacillus acidophilus Strains Using Two Dimensional Gel Electrophoresis (이차원 전기영동을 이용한 Lactobacillus acidophilus Strains의 Shiga Toxin-producing E. coli (STEC) 부착 억제와 관련된 단백질 발현 변화 분석)

  • Kim Young-Hoon;Moon Yong-Il
    • Food Science of Animal Resources
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    • v.26 no.2
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    • pp.263-268
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    • 2006
  • Probiotics including Lactobacillus acidophilus, refer to a group of nonpathogenic organisms that protect the human host against gastrointestinal(GI) infections by pathogenic bacteria such as Shiga toxin-producing E. coli(STEC). In the study, the inhibitory effects of STEC ATCC 43894 adhesion by L. acidophilus A4 was investigated on the HT-29 epithelial cells. Specific proteins regulated by cell Iysates of L. acidophilus A4 on STEC ATCC 43894 were also characterized by proteomic analysis. Both cell mass and Iysate of L. acidophilus A4 have exhibited the profound inhibitory activity on the HT-29 cells(about 1.5 log scale reduction). Two-dimensional gel electrophoresis(2-DE) revealed seven proteins that were up-regulated by cell Iysates of L. acidophilus A4 and three proteins that were down-regulated. In addition, three protein spots were only detected in the presence of cell Iysates. These results suggest that inhibitory effects of STEC adhesion by L. acidophilus may be due to the regulation of specific protein of STEC.

Inhibition of L-type Ca2+ current by ginsenoside Rd in rat ventricular myocytes

  • Lu, Cheng;Sun, Zhijun;Wang, Line
    • Journal of Ginseng Research
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    • v.39 no.2
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    • pp.169-177
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    • 2015
  • Background: Ginsenoside Rd (GSRd), one of the most abundant ingredients of Panax ginseng, protects the heart via multiple mechanisms including the inhibition of $Ca^{2+}$ influx.We intended to explore the effects of GSRd on L-type $Ca^{2+}$ current ($I_{Ca,L}$) and define the mechanism of the suppression of $I_{Ca,L}$ by GSRd. Methods: Perforated-patch recording and whole-cell voltage clamp techniques were applied in isolated rat ventricular myocytes. Results: (1) GSRd reduced $I_{Ca,L}$ peak amplitude in a concentration-dependent manner [half-maximal inhibitory concentration $(IC_{50})=32.4{\pm}7.1{\mu}mol/L$] and up-shifted the current-voltage (I-V) curve. (2) GSRd ($30{\mu}mol/L$) significantly changed the steady-state activation curve of $I_{Ca,L}$ ($V_{0.5}:-19.12{\pm}0.68$ vs. $-6.26{\pm}0.38mV$; n = 5, p < 0.05) and slowed down the recovery of $I_{Ca,L}$ from inactivation [the time content (${\zeta}$) from 91 ms to 136 ms, n = 5, p < 0.01]. (3) A more significant inhibitive effect of GSRd ($100{\mu}mol/L$) was identified in perforated-patch recording when compared with whole-cell recording [$65.7{\pm}3.2%$ (n = 10) vs. $31.4{\pm}5.2%$ (n = 5), p < 0.01]. (4) Pertussis toxin ($G_i$ protein inhibitor) completely abolished the $I_{Ca,L}$ inhibition induced by GSRd. There was a significant difference in inhibition potency between the two cyclic adenosine monophosphate elevating agents (isoprenaline and forskolin) prestimulation [$55{\pm}7.8%$ (n = 5) vs. $17.2{\pm}3.5%$ (n = 5), p < 0.01]. (5) 1H-[1,2,4]Oxadiazolo[4,3-a]-quinoxalin-1-one (a guanylate cyclase inhibitor) and N-acetyl-$\small{L}$-cysteine (a nitric oxide scavenger) partly recovered the $I_{Ca,L}$ inhibition induced by GSRd. (6) Phorbol-12-myristate-13-acetate (a protein kinase C activator) and GF109203X (a protein kinase C inhibitor) did not contribute to the inhibition of GSRd. Conclusion: These findings suggest that GSRd could inhibit $I_{Ca,L}$ through pertussis toxin-sensitive G protein ($G_i$) and a nitric oxide-cyclic guanosine monophosphate-dependent mechanism.

Solid-phase Refolding of Poly-lysine Tagged Fusion Protein of hEGF and Angiogenin

  • Park Sang Joong;Ryu Kang;Suh Chang Woo;Chai Young Gyu;Kwon Oh Byung;Park Seung Kook;Lee Eun Kyu
    • Biotechnology and Bioprocess Engineering:BBE
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    • v.7 no.1
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    • pp.1-5
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    • 2002
  • A fusion protein, consisting of a human epidermal growth factor (hEGF) as the recognition domain and human angiogenin as the toxin domain, can be used as a targeted therapeutic against breast cancer cells among others. The fusion protein was expressed as inclusion body in recombinant E. coli, and when the conventional, solution-phase refolding process was used the refolding yield was very low due to severe aggregation. It was probably because of the opposite electric charge at a neutral pH resulting from the vastly different pI values of each domain. The solid-phase refolding process that exploited the ionic interactions between ionic exchanger surface and the fusion protein was tried, but the adsorption yield was also very low, below $ 30\%$, regardless of the resins and pH conditions used. Therefore, to provide a higher ionic affinity toward the solid matrix, six lysine residues were tagged to the N-terminus of the hEGF domain. When heparin-Sepharose was used as the matrix, the adsorption capacity increased 2.5-3 times to about $88\%$. Besides the intrinsic affinity of angiogenin to heparin, the poly-lysine tag provided additional ionic affinity. And the subsequent refolding yield increased nearly 13-fold, from ca. $4.8\%$ in the conventional refolding of the untagged fusion protein to $63.6\%$. The process was highly reproducible. The refolded protein in the column eluate retained RNase bioactivity of angiogenin.

Inhibitory Effect of Carbamylated Staphylococcal Enterotoxins B on Inflammatory Response in HL-60 Cells

  • Chang, Jeong Hyun
    • Biomedical Science Letters
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    • v.20 no.2
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    • pp.96-102
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    • 2014
  • Staphylococcal enterotoxin B (SEB) is bacterial toxin that induces the activation of immune cells. Because the inhibition of pro-inflammatory effect of SEB can resolve the inflammation, I determined the influence of functional or structural change of SEB on immune cells. The post translational modification of protein occurs through carbamylation. Carbamylation can change the structure of proteins and can modify the biological activity of protein. In the present study, I investigated the effect of carbamylated SEB (CSEB) on the inflammatory response mediated by LPS in HL-60 cells. To determine the anti-inflammatory effect of CSEB, I produced carbamylated SEB using potassium cyanate (KCN) and then examined whether CSEB involved in cytokine releases and apoptosis of LPS-stimulated HL-60 cells. Although CSEB had not any effect on the LPS-stimulated HL-60 cells, the protein levels of IL-8, TNF-${\alpha}$ and IL-$1{\beta}$ were significantly decreased by CSEB without cytotoxicity. CSEB also blocked Akt and NF-${\kappa}B$ activation. These results indicate that the suppressive effect of CSEB in LPS-stimulated cytokine releases is occurred by inhibition of Akt and NF-${\kappa}B$ activity. Through further studies, CSEB may be used as anti-inflammatory molecule that makes the immune system more efficient.

Degradation of the Parasporal Crystal Proteins of Bacillus thuringiensis and Induction of Stress Protein Synthesis in Bt $\delta$-endotoxin Ingested Larvae of Fall Webworm, Hyphantria cunea (Bacillus thuringiensis 의 내독소 단백질의 분해와 흰불나방 섭취유충에서 스트레스 단백질 합성의 유발)

  • 전향미;유용만;강석권;서숙재
    • Korean journal of applied entomology
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    • v.33 no.3
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    • pp.178-183
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    • 1994
  • The prolein components of each crystal toxin of Bacillus thuringiensis kurstaki and alzawai were separated by SDS-PAGE. The major clqistal proteins from both shins were composed of paiypeptides having molecular weights of 130 kd and 64 kd. Digestive mixture of both. toxins with t~ypsin and gut juices shared 62 kd polypeptide which may be major actwe toxh. However, aizawal produced much less amount of 62 kd polypeptide than kurstaki did. On ingestion with Bt &-endotoxin, larvae of Hyphantria cunea developed 45 kd stress protein in the several tissues including fat body, which was induced by heat and cold shock.

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SR144528 as Inverse Agonist of CB2 Cannabinoid Receptor

  • M.H. Rhee;Kim, S.K.
    • Proceedings of the Korean Society of Embryo Transfer Conference
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    • 2002.11a
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    • pp.96-96
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    • 2002
  • We examined the role of SR 144528 (N-[-(1S-endo-1,3,,3-trimethyl-bicycle[2, 2, 1 ] heptan-2-y1]-5-(-4-chloro-3-mothyl-phenyl)-(4-methylbenzyl)-pyrazole-3- carboxamide) in the modulation of certain AC isoforms in transiently transfected COS-7 cells. We found that CB2 in COS cells has a constitutive activity, and thus leading to inhibition of AC-V activity even in the absence of agonist. In addition, this constitutive modulation of AC is reversed by SR144528. It is now well established that several G protein-coupled receptors can signal without agonist stimulation(constitutive receptors). Inverse agonists have been shown to inhibit the activity of such constitutive G protein-coupled receptor signaling. Agonist activation of the G$\_$i/o/-coupled peripheral cannabinoid receptor CB2 normally inhibits adenylyl cyclase type V and stimulates adenylyl cyclase type II. Using transfected COS cells, we show here that application of SR144528, an inverse agonist of CB2, leads to a reverse action (stimulation of adenylyl cyclase V and inhibition of adenylyl cyclase II). This inverse agonism of SR144528 is dependent on the temperature, as well as on the concentration of the cDNA of CB2 transfected. Pertussis toxin blocked the regulation of adenylyl cyclase activity by SR 144528.

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Synaptic Vesicle Protein 2 (SV2) Isoforms

  • Bandala, Cindy;Miliar-Garcia, A.;Mejia-Barradas, C.M.;Anaya-Ruiz, M.;Luna-Arias, J.P.;Bazan-Mendez, C.I.;Gomez-Lopez, M.;Juarez-Mendez, S.;Lara-Padilla, E.
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.10
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    • pp.5063-5067
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    • 2012
  • New molecular markers of cancer had emerged with novel applications in cancer prevention and therapeutics, including for breast cancer of unknown causes, which has a high impact on the health of women worldwide. The purpose of this research was to detemine protein and mRNA expression of synaptic vesicle 2 (SV2) isoforms A, B and C in breast cancer cell lines. Cultured cell lines MDA-MB-231, SKBR3, T47D were lysed and their protein and mRNA expression analyzed by real-time PCR and western blot technique, respectively. SV2A, B proteins were identified in non-tumor (MCF-10A) and tumor cell lines (MDA-MB-231 and T47D) while SV2C only was found in the T47D cell line. Furthermore, the genomic expression was consistent with protein expression for a such cell line, but in MDA-MB-231 there was no SV2B genomic expression, and the SV2C mRNA and protein were not found in the non tumoral cell line. These findings suggest a possible cellular transdifferentiation to neural character in breast cancer, of possible relevance to cancer development, and point to possible use of SV2 as molecular marker and a vehicle for cancer treatment with botulinum toxin.