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Jaffaraghaei M, Ghafouri H, Vaziri B, Taheri M, Talebkhan Y, Heravi M, Parand M. Induction of heat shock protein expression in SP2/0 transgenic cells and its effect on the production of monoclonal antibodies. PLoS One 2024; 19:e0300702. [PMID: 38696377 PMCID: PMC11065310 DOI: 10.1371/journal.pone.0300702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/04/2024] [Indexed: 05/04/2024] Open
Abstract
The objective of the current investigation was to evaluate the induction of heat shock proteins (HSPs) in SP2/0 transgenic cells and the effect of these proteins on the production of monoclonal antibodies (mAbs). The SP2/0 cell line expressing the PSG-026 antibody, a biosimilar candidate of golimumab, the culture parameters, and the target protein expression were not justified for industrial production and were used for the experiments. Paracetamol and heat shock were used as chemical and physical inducers of HSPs, respectively. The results showed that paracetamol and heat shock increased the expression of HSP70 and HSP27 at the mRNA and protein levels. The expression of HSPs was greater in paracetamol-treated cells than in heat shock-treated cells. Paracetamol treatment at concentrations above 0.5 mM significantly reduced cell viability and mAb expression. However, treatment with 0.25 mM paracetamol results in delayed cell death and increased mAb production. Heat shock treatment at 45°C for 30 minutes after enhanced mAb expression was applied after pre-treatment with paracetamol. In bioreactor cultures, pretreatment of cells with paracetamol improved cell viability and shortened the lag phase, resulting in increased cell density. The production of mAbs in paracetamol-treated cultures was markedly greater than that in the control. Analysis of protein quality and charge variants revealed no significant differences between paracetamol-treated and control cultures, indicating that the induction of HSPs did not affect protein aggregation or charge variants. These findings suggest that inducing and manipulating HSP expression can be a valuable strategy for improving recombinant protein production in biopharmaceutical processes.
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Affiliation(s)
- Morteza Jaffaraghaei
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Hossein Ghafouri
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Behrouz Vaziri
- Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Maryam Taheri
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Yeganeh Talebkhan
- Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Mansooreh Heravi
- Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Mohammad Parand
- Department of Research and Development, PersisgenPar, Tehran, Iran
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Bin Hafeez A, Pełka K, Worobo R, Szweda P. In Silico Safety Assessment of Bacillus Isolated from Polish Bee Pollen and Bee Bread as Novel Probiotic Candidates. Int J Mol Sci 2024; 25:666. [PMID: 38203838 PMCID: PMC10780176 DOI: 10.3390/ijms25010666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 12/23/2023] [Accepted: 12/25/2023] [Indexed: 01/12/2024] Open
Abstract
Bacillus species isolated from Polish bee pollen (BP) and bee bread (BB) were characterized for in silico probiotic and safety attributes. A probiogenomics approach was used, and in-depth genomic analysis was performed using a wide array of bioinformatics tools to investigate the presence of virulence and antibiotic resistance properties, mobile genetic elements, and secondary metabolites. Functional annotation and Carbohydrate-Active enZYmes (CAZYme) profiling revealed the presence of genes and a repertoire of probiotics properties promoting enzymes. The isolates BB10.1, BP20.15 (isolated from bee bread), and PY2.3 (isolated from bee pollen) genome mining revealed the presence of several genes encoding acid, heat, cold, and other stress tolerance mechanisms, adhesion proteins required to survive and colonize harsh gastrointestinal environments, enzymes involved in the metabolism of dietary molecules, antioxidant activity, and genes associated with the synthesis of vitamins. In addition, genes responsible for the production of biogenic amines (BAs) and D-/L-lactate, hemolytic activity, and other toxic compounds were also analyzed. Pan-genome analyses were performed with 180 Bacillus subtilis and 204 Bacillus velezensis genomes to mine for any novel genes present in the genomes of our isolates. Moreover, all three isolates also consisted of gene clusters encoding secondary metabolites.
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Affiliation(s)
- Ahmer Bin Hafeez
- Department of Pharmaceutical Technology and Biochemistry, Faculty of Chemistry, Gdańsk University of Technology, Ul. G. Narutowicza 11/12, 80-233 Gdańsk, Poland; (A.B.H.); (K.P.)
| | - Karolina Pełka
- Department of Pharmaceutical Technology and Biochemistry, Faculty of Chemistry, Gdańsk University of Technology, Ul. G. Narutowicza 11/12, 80-233 Gdańsk, Poland; (A.B.H.); (K.P.)
| | - Randy Worobo
- Department of Food Science, Cornell University, Ithaca, NY 14853, USA;
| | - Piotr Szweda
- Department of Pharmaceutical Technology and Biochemistry, Faculty of Chemistry, Gdańsk University of Technology, Ul. G. Narutowicza 11/12, 80-233 Gdańsk, Poland; (A.B.H.); (K.P.)
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Huanca-Juarez J, Nascimento-Silva EA, Silva NH, Silva-Rocha R, Guazzaroni ME. Identification and functional analysis of novel protein-encoding sequences related to stress-resistance. Front Microbiol 2023; 14:1268315. [PMID: 37840709 PMCID: PMC10568318 DOI: 10.3389/fmicb.2023.1268315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 08/30/2023] [Indexed: 10/17/2023] Open
Abstract
Currently, industrial bioproducts are less competitive than chemically produced goods due to the shortcomings of conventional microbial hosts. Thus, is essential developing robust bacteria for improved cell tolerance to process-specific parameters. In this context, metagenomic approaches from extreme environments can provide useful biological parts to improve bacterial robustness. Here, in order to build genetic constructs that increase bacterial resistance to diverse stress conditions, we recovered novel protein-encoding sequences related to stress-resistance from metagenomic databases using an in silico approach based on Hidden-Markov-Model profiles. For this purpose, we used metagenomic shotgun sequencing data from microbial communities of extreme environments to identify genes encoding chaperones and other proteins that confer resistance to stress conditions. We identified and characterized 10 novel protein-encoding sequences related to the DNA-binding protein HU, the ATP-dependent protease ClpP, and the chaperone protein DnaJ. By expressing these genes in Escherichia coli under several stress conditions (including high temperature, acidity, oxidative and osmotic stress, and UV radiation), we identified five genes conferring resistance to at least two stress conditions when expressed in E. coli. Moreover, one of the identified HU coding-genes which was retrieved from an acidic soil metagenome increased E. coli tolerance to four different stress conditions, implying its suitability for the construction of a synthetic circuit directed to expand broad bacterial resistance.
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Affiliation(s)
- Joshelin Huanca-Juarez
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
| | - Edson Alexandre Nascimento-Silva
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
| | - Ninna Hirata Silva
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
| | | | - María-Eugenia Guazzaroni
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
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Fathinejad F, Ghafouri H, Barzegari E, Sarikhan S, Alizadeh A, Howard N. Gene cloning and characterization of a novel recombinant 40-kDa heat shock protein from Mesobacillus persicus B48. World J Microbiol Biotechnol 2023; 39:248. [PMID: 37436487 DOI: 10.1007/s11274-023-03693-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Accepted: 07/03/2023] [Indexed: 07/13/2023]
Abstract
The present study reports the recognition and characterization of the gene encoding the co-chaperone DnaJ in the halophilic strain Mesobacillus persicus B48. The new extracted gene was sequenced and cloned in E. coli, followed by protein purification using a C-terminal His-tag. The stability and function of the recombinant DnaJ protein under salt and pH stress conditions were evaluated. SDS-PAGE revealed a band on nearly 40-kDa region. The homology model structure of new DnaJ demonstrated 56% similarity to the same protein from Streptococcus pneumonia. Fluorescence spectra indicated several hydrophobic residues located on the protein surface, which is consistent with the misfolded polypeptide recognition function of DnaJ. Spectroscopic results showed 56% higher carbonic anhydrase activity in the presence of the recombinant DnaJ homolog compared to its absence. In addition, salt resistance experiments showed that the survival of recombinant E. coli+DnaJ was 2.1 times more than control cells in 0.5 M NaCl. Furthermore, the number of recombinant E. coli BL21+DnaJ colonies was 7.7 times that of the control colonies in pH 8.5. Based on the results, DnaJ from the M. persicus can potentially be employed for improving the functional features of enzymes and other proteins in various applications.
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Affiliation(s)
- Fatemeh Fathinejad
- Department of Biology, Faculty of Science, University of Guilan, Rasht, Iran
| | - Hossein Ghafouri
- Department of Biology, Faculty of Science, University of Guilan, Rasht, Iran.
- Department of Marine Sciences, The Caspian Sea Basin Research Center, University of Guilan, Rasht, Iran.
| | - Ebrahim Barzegari
- Medical Biology Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Sajjad Sarikhan
- Molecular Bank, Iranian Biological Resource Center (IBRC), ACECR, Tehran, Iran
| | - Arghavan Alizadeh
- Department of Biology, Faculty of Science, University of Guilan, Rasht, Iran
| | - Newton Howard
- Nuffield Department of Surgical Science, University of Oxford, Oxford, UK
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Sriwastaw S, Rai R, Raj A, Kesari V, Rai LC. All3048, a DnaJ III homolog of Anabaena sp. PCC7120 mediates heat shock response in E. coli and its N-terminus J-domain stimulates DnaK ATPase activity. Int J Biol Macromol 2023; 233:123563. [PMID: 36746302 DOI: 10.1016/j.ijbiomac.2023.123563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 01/31/2023] [Accepted: 02/01/2023] [Indexed: 02/05/2023]
Abstract
Cyanobacterial DnaJ offers thermo-tolerance and effectively prevents aggregation of denatured protein in coordination with DnaK. The hypothetical protein All3048 of Anabaena sp. PCC7120 was found to be a 24 kDa DnaJ III protein with a putative J-domain at the extreme N-terminus. This paper decodes the role of All3048 in thermo-tolerance and as a co-chaperon of DnaK. Semi-quantitative and RT-PCR results showed up-accumulation of all3048 in heat, UV-B, cadmium, arsenic and salt. BL21/pET-28a-all3048, all3048(1-95) and all3048(31-128) reduced the heat stress-induced ROS generation by 40 %, 21 % and 24 % as compared to BL21/pET-28-a. Conformational properties of All3048 and its truncated variants were assessed using bis ANS, guanidine hydrochloride and acrylamide quenching. All3048(1-95), All3048 and All3048(31-128) increased DnaK ATPase activity by 8.6, 8.2, and 2.5 fold, respectively. The thermostability investigated using DSC and DSF methods affirmed the relative stability of All3048 and All3048 (31-128), whereas All3048 (1-95) was the least stable. All3048 is a novel cyanobacterial DnaJ III that imparts heat stress tolerance in E. coli; however, only the J-domain present at N-terminus was sufficient for stimulating DnaK's ATPase activity.
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Affiliation(s)
- Sonam Sriwastaw
- Molecular Biology Section, Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Ruchi Rai
- Molecular Biology Section, Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Alka Raj
- Molecular Biology Section, Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Vigya Kesari
- Molecular Biology Section, Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - L C Rai
- Molecular Biology Section, Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India.
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Taheri M, Aslani S, Ghafouri H, Mohammadi A, Akbary Moghaddam V, Moradi N, Naeimi H. Synthesis, in vitro biological evaluation and molecular modelling of new 2-chloro-3-hydrazinopyrazine derivatives as potent acetylcholinesterase inhibitors on PC12 cells. BMC Chem 2022; 16:7. [PMID: 35193649 PMCID: PMC8864858 DOI: 10.1186/s13065-022-00799-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 02/14/2022] [Indexed: 11/30/2022] Open
Abstract
Background The loss of cholinergic neurotransmission in Alzheimer's disease (AD) patients' brain is accompanied by a reduced concentration of Acetylcholine (ACh) within synaptic clefts. Thus, the use of acetylcholinesterase inhibitors (AChEIs) to block the cholinergic degradation of ACh is a promising approach for AD treatment. In the present study, a series of 2-chloro-3-hydrazinopyrazine derivatives (CHP1-5) were designed, synthesized, and biologically evaluated as potential multifunctional anti-AD agents. Methods In addition, the chemical structures and purity of the synthesized compounds were elucidated through using IR, 1H and 13C NMR, and elemental analyses. Further, the intended compounds were assessed in vitro for their AChE inhibitory and neuroprotective effects. Furthermore, DPPH, FRAP and ABTS assays were utilized to determine their antioxidant activity. The statistical analysis was performed using one-way ANOVA. Results Based on the results, CHP4 and CHP5 exhibited strong AChE inhibitory effects with the IC50 values of 3.76 and 4.2 µM compared to the donepezil (0.53 µM), respectively. The study examined the effect and molecular mechanism of CHP4 on the Ab1–42-induced cytotoxicity in differentiated PC12 cells. At concentrations of 0–100 μM, CHP4 was non-toxic in PC12. Additionally, Ab1–42 significantly stimulated tau hyperphosphorylation and induced differentiated PC12 cell death. Further, CHP4 resulted in diminishing the Ab1–42-induced toxicity in PC12 cell significantly. CHP4 at 30 μM concentration significantly increased the Ab1–42-induced HSP70 expression and decreased tau hyperphosphorylation. Conclusions According to the results of our studies CHP4 can be considered as safe and efficient AChEI and employed as a potential multifunctional anti-AD agent. Supplementary Information The online version contains supplementary material available at 10.1186/s13065-022-00799-w.
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Affiliation(s)
- Maryam Taheri
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Samira Aslani
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Hossein Ghafouri
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran. .,Department of Marine Sciences, The Caspian Sea Basin Research Center, University of Guilan, Rasht, Iran.
| | - Asadollah Mohammadi
- Department of Chemistry, Faculty of Sciences, University of Guilan, Rasht, Iran
| | | | - Nastarn Moradi
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
| | - Hananeh Naeimi
- Department of Biology, Faculty of Basic Sciences, University of Guilan, Rasht, Iran
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Lotfi M, Ghafouri H, Sarikhan S, Shahangian SS, Darvishi R. Cloning, prokaryotic expression, and functional characterization of a novel 70-kDa heat shock protein (DnaK) from Bacillus persicus. Process Biochem 2021. [DOI: 10.1016/j.procbio.2020.12.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Artesunate, as a HSP70 ATPase activity inhibitor, induces apoptosis in breast cancer cells. Int J Biol Macromol 2020; 164:3369-3375. [DOI: 10.1016/j.ijbiomac.2020.08.198] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Revised: 08/24/2020] [Accepted: 08/25/2020] [Indexed: 01/08/2023]
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Ahn YJ, Im E. Heterologous expression of heat shock proteins confers stress tolerance in Escherichia coli, an industrial cell factory: A short review. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2020. [DOI: 10.1016/j.bcab.2020.101833] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Label free-based proteomic analysis of Escherichia coli O157:H7 subjected to ohmic heating. Food Res Int 2020; 128:108815. [PMID: 31955771 DOI: 10.1016/j.foodres.2019.108815] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2019] [Revised: 11/08/2019] [Accepted: 11/10/2019] [Indexed: 12/11/2022]
Abstract
To investigate the inactivation mechanism of ohmic heating (OH) on Escherichia coli O157:H7 at the same inactivation levels, a label-free quantitative proteomic approach was employed in this study. Quantification of 2633 proteins was obtained with high confidence. Compared to untreated samples (CT), a total of 169, 84, and 26 proteins showed significantly differential abundance after high voltage OH (HVOH, 10 V/cm), low voltage OH (LVOH, 5 V/cm), and water bath heating (WB), respectively. Glyoxylate and dicarboxylate metabolism, ABC transporters, biosynthesis of amino acids, glycerophospholipid metabolism, and ribosome pathway were the main KEGG pathways mediated by OH, but only ribosome pathway was greatly affected by WB. The significant differences in proteome changes of E. coli O157:H7 among HVOH, LVOH, and WB treatments, especially the greater number of differential proteins in HVOH, indicated that OH might exert additional effects on proteome of E. coli O157:H7 due to the electric current, particularly in HVOH with higher electric field. This result enriched our understanding of molecular changes of E. coli O157:H7 induced by OH and provided data reference for further research into the inactivation mechanism of OH.
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Molecular cloning, expression, and functional characterization of 70-kDa heat shock protein, DnaK, from Bacillus halodurans. Int J Biol Macromol 2019; 137:151-159. [PMID: 31260773 DOI: 10.1016/j.ijbiomac.2019.06.217] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Revised: 06/21/2019] [Accepted: 06/27/2019] [Indexed: 11/20/2022]
Abstract
In the present study, we report cloning, sequencing, and functional characterization dnaK gene of B. halodurans that is the central component in cellular network of molecular chaperones. The 3D structures of DnaK obtained by I-TASSER server showed that the overall structures of DnaK from B. halodurans and human HSP70 chaperone BiP are very similar with a homology of 88.8%. The purified recombinant DnaK consists of a His-tag at C-terminus and show a band on approximately 70-kDa region in SDS-PAGE. The resultant refolding assay revealed that the refolding rate was considerably improved by the addition of the novel DnaK chaperone for the refolding of heat-denatured carbonic anhydrase. Also, salt resistance experiments indicated that E. coli + DnaK survival had enhanced by 4.4-fold as compared with control cells in 0.4 M NaCl. The number of E. coli + DnaK colonies was 2.5-fold higher than control colonies in pH 9.5. We showed that DnaK refolding functions were decreased by increasing Cd2+ in nanomolar concentrations. Hg2+ had a biphasic effect on recombinant DnaK refolding function: inhibition at low and stimulation at high concentrations. It was concluded that the DnaK from B. halodurans can potentially be employed for improving functional properties of proteins in various applications.
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Jahangirizadeh Z, Ghafouri H, Sajedi RH, Sarikhan S, Taghdir M, Sariri R. Molecular cloning, prokaryotic expression, purification, structural studies and functional implications of Heat Shock Protein 70 (Hsp70) from Rutilus frisii kutum. Int J Biol Macromol 2017; 108:798-807. [PMID: 29107750 DOI: 10.1016/j.ijbiomac.2017.10.174] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Revised: 10/26/2017] [Accepted: 10/27/2017] [Indexed: 10/18/2022]
Abstract
A novel Hsp70 chaperone from Rutilus frisii kutum was identified, cloned, expressed, purified and its functional characteristics revealed. The 3D structure of Hsp70 from Rutilus kutum was constructed using the crystal structure of E. coli Hsp70 as the template, with 47% sequence identity. The in vitro ATPase activity assay after 60min, ATP hydrolysis of purified recombinant Hsp70 (8μM) was improved by binding to denatured thermally luciferase (3μM) about 2.5-fold compared with that of Hsp70 alone. Based on the results, it was found that the purified Hsp70 chaperone was able to considerably suppress heat-induced aggregation of luciferase by binding to DnaJ co-chaperone (5μM) more than 70% after 10min at 42°C. In addition, Hsp70 DnaJ complex improved the refolding of heat-shocked luciferase nearly 40% after 60min at 25°C. It was concluded that Hsp70 protein from Rutilus frisii kutum has the critical role in preventing heat-induced aggregation of luciferase and refolding of heat-denatured luciferase was strictly dependent on the activity of Hsp70, thus, this protein can potentially be used for improving the functional properties of luciferase in various applications.
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Affiliation(s)
| | - Hossein Ghafouri
- Department of Biology, Faculty of Science, University of Guilan, Rasht, IR Iran.
| | - Reza H Sajedi
- Department of Biochemistry, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, IR Iran
| | - Sajjad Sarikhan
- Molecular Bank, Iranian Biological Resource Center (IBRC), ACECR, Tehran, IR Iran
| | - Majid Taghdir
- Department of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, IR Iran
| | - Reyhaneh Sariri
- Department of Biology, Faculty of Science, University of Guilan, Rasht, IR Iran
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