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Nikolovski D, Cumic J, Pantic I. Application of Gray Level co-Occurrence Matrix Algorithm for Detection of Discrete Structural Changes in Cell Nuclei After Exposure to Iron Oxide Nanoparticles and 6-Hydroxydopamine. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2019; 25:982-988. [PMID: 31272521 DOI: 10.1017/s1431927619014594] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The gray level co-occurrence matrix (GLCM) algorithm is a contemporary computational biology method which, today, is frequently used to detect small changes in texture that are not visible using conventional techniques. We demonstrate that the toxic compound 6-hydroxydopamine (6-OHDA) and iron oxide nanoparticles (IONPS) have opposite effects on GLCM features of cell nuclei. Saccharomyces cerevisiae yeast cells were treated with 6-OHDA and IONPs, and imaging with GLCM analysis was performed at three different time points: 30 min, 60 min, and 120 min after the treatment. A total of 200 cell nuclei were analyzed, and for each nucleus, 5 GLCM parameters were calculated: Angular second moment (ASM), Inverse difference moment (IDM), Contrast (CON), Correlation (COR) and Sum Variance (SVAR). Exposure to IONPs was associated with the increase of ASM and IDM while the values of SVAR and COR were reduced. Treatment with 6-OHDA was associated with the increase of SVAR and CON, while the values of nuclear ASM and IDM were reduced. This is the first study to indicate that IONPs and 6-OHDA have opposite effects on nuclear texture. Also, to the best of our knowledge, this is the first study to apply the GLCM algorithm in Saccharomyces cerevisiae yeast cells in this experimental setting.
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Affiliation(s)
| | - Jelena Cumic
- Clinical Center of Serbia, School of Medicine, University in Belgrade,Dr.KosteTodorovića 8, RS-11129, Belgrade,Serbia
| | - Igor Pantic
- University of Belgrade, Faculty of Medicine, Institute of Medical Physiology, Laboratory for cellular physiology,Visegradska 26/II, RS-11129, Belgrade,Serbia
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Shiroishi M, Tsujimoto H, Makyio H, Asada H, Yurugi-Kobayashi T, Shimamura T, Murata T, Nomura N, Haga T, Iwata S, Kobayashi T. Platform for the rapid construction and evaluation of GPCRs for crystallography in Saccharomyces cerevisiae. Microb Cell Fact 2012; 11:78. [PMID: 22694812 PMCID: PMC3495400 DOI: 10.1186/1475-2859-11-78] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2012] [Accepted: 06/13/2012] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Recent successes in the determination of G-protein coupled receptor (GPCR) structures have relied on the ability of receptor variants to overcome difficulties in expression and purification. Therefore, the quick screening of functionally expressed stable receptor variants is vital. RESULTS We developed a platform using Saccharomyces cerevisiae for the rapid construction and evaluation of functional GPCR variants for structural studies. This platform enables us to perform a screening cycle from construction to evaluation of variants within 6-7 days. We firstly confirmed the functional expression of 25 full-length class A GPCRs in this platform. Then, in order to improve the expression level and stability, we generated and evaluated the variants of the four GPCRs (hADRB2, hCHRM2, hHRH1 and hNTSR1). These stabilized receptor variants improved both functional activity and monodispersity. Finally, the expression level of the stabilized hHRH1 in Pichia pastoris was improved up to 65 pmol/mg from negligible expression of the functional full-length receptor in S. cerevisiae at first screening. The stabilized hHRH1 was able to be purified for use in crystallization trials. CONCLUSIONS We demonstrated that the S. cerevisiae system should serve as an easy-to-handle and rapid platform for the construction and evaluation of GPCR variants. This platform can be a powerful prescreening method to identify a suitable GPCR variant for crystallography.
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Affiliation(s)
- Mitsunori Shiroishi
- Iwata Human Receptor Crystallography project, ERATO, JST, Kyoto 606-8501, Japan.
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Shiroishi M, Kobayashi T, Ogasawara S, Tsujimoto H, Ikeda-Suno C, Iwata S, Shimamura T. Production of the stable human histamine H₁ receptor in Pichia pastoris for structural determination. Methods 2011; 55:281-6. [PMID: 21903167 DOI: 10.1016/j.ymeth.2011.08.015] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2011] [Revised: 08/21/2011] [Accepted: 08/22/2011] [Indexed: 12/15/2022] Open
Abstract
G-protein coupled receptors (GPCRs) play essential roles in regulation of many physiological processes and are one of the major targets of pharmaceutical drugs. The 3D structure can provide important information for the understanding of GPCR function and the design of new drugs. However, the success of structure determination relies largely on the production of recombinant GPCRs, because the expression levels of GPCRs are very low in native tissues except rhodopsin. All non-rhodopsin GPCRs whose structures were determined so far were expressed in insect cells and the availability of other hosts was unknown. Recently, we succeeded to determine the structure of human histamine H(1) receptor (H(1)R) expressed in Pichia pastoris. Here, we report the expression and purification procedures of recombinant H(1)R used in the structural determination. The receptor was designed to possess a N-terminal 19-residue deletion and a replacement of the third cytoplasmic loop with T4-lysozyme. The receptor was verified to show similar binding activities with the receptor expressed in other hosts. The receptor was purified by the immobilized metal ion affinity chromatography and used for the crystallographic study that resulted in the successful structure determination.
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Affiliation(s)
- Mitsunori Shiroishi
- Human Receptor Crystallography Project, ERATO, Japan Science and Technology Agency, Yoshidakonoe-cho, Sakyo-ku, Kyoto 606-8501, Japan
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Leifert WR. An overview on GPCRs and drug discovery: structure-based drug design and structural biology on GPCRs. Methods Mol Biol 2009; 552:51-66. [PMID: 19513641 PMCID: PMC7122359 DOI: 10.1007/978-1-60327-317-6_4] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
G protein-coupled receptors (GPCRs) represent 50-60% of the current drug targets. There is no doubt that this family of membrane proteins plays a crucial role in drug discovery today. Classically, a number of drugs based on GPCRs have been developed for such different indications as cardiovascular, metabolic, neurodegenerative, psychiatric, and oncologic diseases. Owing to the restricted structural information on GPCRs, only limited exploration of structure-based drug design has been possible. Much effort has been dedicated to structural biology on GPCRs and very recently an X-ray structure of the beta2-adrenergic receptor was obtained. This breakthrough will certainly increase the efforts in structural biology on GPCRs and furthermore speed up and facilitate the drug discovery process.
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Affiliation(s)
- Wayne R. Leifert
- grid.417668.a0000000404546078CSIRO Human Nutrition, Kintore Ave., Adelaide, 5000 Australia
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Abstract
Structure determination has already proven useful for lead optimization and direct drug design. The number of high-resolution structures available in public databases today exceeds 30,000 and will definitely aid in structure-based drug design. Structural genomics approaches covering whole genomes, topologically similar proteins or gene families are great assets for further progress in the development of new drugs. However, membrane proteins representing 70% of current drug targets are poorly characterized structurally. The problems have been related to difficulties in obtaining large amount of recombinant membrane proteins as well as their purification and structure determination. Structural genomics has proven successful in developing new methods in areas from expression to structure determination by studying a large number of target proteins in parallel.
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Affiliation(s)
- K Lundstrom
- Flamel Technologies, 33 Avenue du Dr. Georges Lévy, 69693 Vénissieux, France.
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Structural Genomics. CELL ENGINEERING 2007. [PMCID: PMC7122701 DOI: 10.1007/1-4020-5252-9_1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
Drug discovery based on structural knowledge has proven useful as several structure-based medicines are already on the market. Structural genomics aims at studying a large number of gene products including whole genomes, topologically similar proteins, protein families and protein subtypes in parallel. Particularly, therapeutically relevant targets have been selected for structural genomics initiatives. In this context, integral membrane proteins, which represent 60–70% of the current drug targets, have been of major interest. Paradoxically, membrane proteins present the last frontier to conquer in structural biology as some 100 high resolution structures among the 30,000 entries in public structural databases are available. The modest success rate on membrane proteins relates to the difficulties in their expression, purification and crystallography. To facilitate technology development large networks providing expertise in molecular biology, protein biochemistry and structural biology have been established. The privately funded MePNet program has studied 100 G protein-coupled receptors, which resulted in high level expression of a large number of receptors at structural biology compatible levels. Currently, selected GPCRs have been purified and subjected to crystallization attempts
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Expression and functional purification of a glycosylation deficient version of the human adenosine 2a receptor for structural studies. Protein Expr Purif 2006; 49:129-37. [PMID: 16630725 DOI: 10.1016/j.pep.2006.03.006] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2006] [Revised: 03/01/2006] [Accepted: 03/03/2006] [Indexed: 10/24/2022]
Abstract
A glycosylation deficient (dG) version of the human adenosine 2a receptor (hA2aR) was made in Pichia pastoris strain SMD1163. Under optimal conditions, expression levels of between 8 and 12pmol receptor/mg membrane protein were obtained routinely. In a shake flask, this is equivalent to ca. 0.2mg of receptor per litre of culture. The level of functional receptor produced was essentially independent of the pH of the yeast media. In contrast to this, addition of the hA2aR antagonist theophylline to the culture media caused a twofold increase in receptor expression. A similar effect on dG hA2aR production was also observed when the induction temperature was reduced from 29 to 22 degrees C. In P. pastoris membranes, dG hA2aR had native-like pharmacological properties, binding antagonists with rank potency ZM241385>XAC>theophylline, as well as the agonist NECA. Furthermore, the receptor was made with its large (ca. 120 amino acid) C-terminal domain intact. dG hA2aR was purified to homogeneity in three steps, and its identity confirmed by electrospray tandem mass spectrometry following digestion with trypsin. The secondary structure of the entire receptor is largely (ca. 81%) alpha-helical. Purified dG hA2aR bound [(3)H]ZM241385 in a saturable manner with a B(max) of 18.1+/-0.5 nmol/mg protein, close to the theoretical B(max) value for pure protein (21.3 nmol/mg protein), showing that the receptor had retained its functionality during the purification process. Regular production of pure dG hA2aR in milligram quantities has enabled crystallisation trials to be started.
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Sawamiphak S, Sophasan S, Endou H, Boonchird C. Functional expression of the rat organic anion transporter 1 (rOAT1) in Saccharomyces cerevisiae. BIOCHIMICA ET BIOPHYSICA ACTA-BIOMEMBRANES 2005; 1720:44-51. [PMID: 16325760 DOI: 10.1016/j.bbamem.2005.09.021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2005] [Revised: 08/30/2005] [Accepted: 09/27/2005] [Indexed: 10/25/2022]
Abstract
Organic anion transporter 1 (OAT1) is localized in the basolateral membrane of the proximal tubule in the kidney and plays an essential role in eliminating a wide range of organic anions, preventing their toxic effects on the body. Structural and functional studies of the transporter would be greatly assisted by inexpensive and rapid expression in the yeast Saccharomyces cerevisiae. The gene encoding rat OAT1 (rOAT1) contains many yeast non-preferred codons at the N-terminus and so was modified by fusion of the favored codon sequence of a hemagglutinin (HA) epitope preceding the start codon. The modified gene was cloned into several yeast expression plasmids, both integrative and multicopy, with either ADH1 promoter or GAL1 promoter in order to find a suitable expression system. Compared with the wild type gene, a substantial increase in rOAT1 expression was achieved by modification in the translational initiation region, suggesting that the codon chosen at the N-terminus influenced its expression. The highest inducible expression of rOAT1 was obtained under GAL1 promoter in 2 mu plasmid. A large fraction of rOAT1 was glycosylated in yeast, unaffected by growth temperature. The recombinant yeast expressing rOAT1 showed an increase in the uptake of p-aminohippurate (PAH) and this showed a positive correlation with rOAT1 expression level. Location of rOAT1 predominantly in the yeast plasma membrane confirmed correct processing. The importance of glycosylation for rOAT1 targeting was also shown. To our knowledge, this is the first successful functional expression of rOAT1 in the yeast S. cerevisiae.
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Affiliation(s)
- Suphansa Sawamiphak
- Department of Biotechnology, Faculty of Science, Mahidol University, Rama 6 Road, Phayathai, Rajathevee Bangkok 10400, Thailand
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Zhang H, Howard EM, Roepe PD. Analysis of the antimalarial drug resistance protein Pfcrt expressed in yeast. J Biol Chem 2002; 277:49767-75. [PMID: 12351620 DOI: 10.1074/jbc.m204005200] [Citation(s) in RCA: 66] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Mutations in the novel membrane protein Pfcrt were recently found to be essential for chloroquine resistance (CQR) in Plasmodium falciparum, the parasite responsible for most lethal human malaria (Fidock, D. A., Nomura, T., Talley, A. K., Cooper, R. A., Dzekunov, S. M., Ferdig, M. T., Ursos, L. M., Sidhu, A. B., Naude, B., Deitsch, K. W., Su, X. Z., Wootton, J. C., Roepe, P. D., and Wellems, T. E. (2000) Mol. Cell 6, 861-871). Pfcrt is localized to the digestive vacuolar membrane of the intraerythrocytic parasite and may function as a transporter. Study of this putative transport function would be greatly assisted by overexpression in yeast followed by characterization of membrane vesicles. Unfortunately, the very high AT content of malarial genes precludes efficient heterologous expression. Thus, we back-translated Pfcrt to design idealized genes with preferred yeast codons, no long poly(A) sequences, and minimal stem-loop structure. We synthesized a designed gene with a two-step PCR method, fused this to N- and C-terminal sequences to aid membrane insertion and purification, and now report efficient expression of wild type and mutant Pfcrt proteins in the plasma membrane of Saccharomyces cerevisiae and Pichia pastoris yeast. To our knowledge, this is the first successful expression of a full-length malarial parasite integral membrane protein in yeast. Purified membranes and inside-out plasma membrane vesicle preparations were used to analyze wild type versus CQR-conferring mutant Pfcrt function, which may include effects on H(+) transport (Dzekunov, S., Ursos, L. M. B., and Roepe, P. D. (2000) Mol. Biochem. Parasitol. 110, 107-124), and to perfect a rapid purification of biotinylated Pfcrt. These data expand on the role of Pfcrt in conferring CQR and define a productive route for analysis of important P. falciparum transport proteins and membrane associated vaccine candidates.
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Affiliation(s)
- Hanbang Zhang
- Department of Chemistry, Lombardi Cancer Center, Georgetown University, 37th and O Streets, Washington, D. C. 20057-1227, USA
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Kassack MU, Höfgen B, Lehmann J, Eckstein N, Quillan JM, Sadée W. Functional screening of G protein-coupled receptors by measuring intracellular calcium with a fluorescence microplate reader. JOURNAL OF BIOMOLECULAR SCREENING 2002; 7:233-46. [PMID: 12097186 DOI: 10.1177/108705710200700307] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Ligand binding studies reveal information about affinity to G protein-coupled receptors (GPCRs) rather than functional properties. Increase in intracellular Ca(2+) appears to represent a universal second messenger signal for a majority of recombinant GPCRs. Here, we exploit Ca(2+) signaling as a fast and sensitive functional screening method for a number of GPCRs coupled to different G proteins. Ca(2+) fluorescence measurements are performed using Oregon Green 488 BAPTA-1/AM and a microplate reader equipped with an injector. Buffer alone or test compounds dissolved in buffer are injected into a cell suspension, and fluorescence intensity is recorded for 30 s. Each of the GPCRs tested--G(q)-coupled P2Y(2), G(s)-coupled dopamine D1 and D5, G(i)-coupled dopamine D2L, and G(q/11)-coupled muscarinic acetylcholine M1--yielded a significant rise in intracellular free [Ca(2+)] on agonist stimulation. Agonist stimulation was dose dependent, as shown for ATP or UTP stimulation of P2Y(2) receptors (EC(50) = 1 microM), SKF38393 stimulation of hD1 and hD5 (EC(50) = 18.1 nM and 2.7 nM), and quinpirole at hD2L (EC(50) = 6.5 nM). SCH23390 (at hD1 and hD5) and spiperone, haloperidol, and clozapine (at hD2L) competitively antagonized the Ca(2+) response. Furthermore, the Ca(2+) assay served to screen suramin analogs for antagonistic activity at P2Y(2) receptors. Screening at dopamine receptors revealed LE300, a new lead for a dopamine receptor antagonist. Advantages of the assay include fast and simple 96- or 384-well plate format (high-throughput screening), use of a visible light-excitable fluorescent dye, applicability to a majority of GPCRs, and simultaneous analysis of distinct Ca(2+) fluxes.
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Sarramegna V, Demange P, Milon A, Talmont F. Optimizing functional versus total expression of the human mu-opioid receptor in Pichia pastoris. Protein Expr Purif 2002; 24:212-20. [PMID: 11858715 DOI: 10.1006/prep.2001.1564] [Citation(s) in RCA: 53] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The expression of the EGFP-human mu-opioid receptor fusion protein in the methylotrophic yeast Pichia pastoris was optimized and monitored using both fluorescence and ligand-binding experiments. A set of parameters, including gene copy number, strain type, temperature, pH, and methanol inducer levels, was studied for its effect on the production of the recombinant protein. We show here that the expression level is optimal after 10 h of promoter induction and that the maximum is reached at a lower temperature and a higher pH than normally used. The optimized conditions have allowed a fourfold increase of the ligand-binding active form of the receptor, whereas the total expression level determined by EGFP fluorescence measurements was not modified.
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Affiliation(s)
- Valérie Sarramegna
- Institut de Pharmacologie et de Biologie Structurale, UMR 5089, Toulouse, France
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Andersen MD, Busk PK, Svendsen I, Møller BL. Cytochromes P-450 from cassava (Manihot esculenta Crantz) catalyzing the first steps in the biosynthesis of the cyanogenic glucosides linamarin and lotaustralin. Cloning, functional expression in Pichia pastoris, and substrate specificity of the isolated recombinant enzymes. J Biol Chem 2000; 275:1966-75. [PMID: 10636899 DOI: 10.1074/jbc.275.3.1966] [Citation(s) in RCA: 113] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The first committed steps in the biosynthesis of the two cyanogenic glucosides linamarin and lotaustralin in cassava are the conversion of L-valine and L-isoleucine, respectively, to the corresponding oximes. Two full-length cDNA clones that encode cytochromes P-450 catalyzing these reactions have been isolated. The two cassava cytochromes P-450 are 85% identical, share 54% sequence identity to CYP79A1 from sorghum, and have been assigned CYP79D1 and CYP79D2. Functional expression has been achieved using the methylotrophic yeast, Pichia pastoris. The amount of CYP79D1 isolated from 1 liter of P. pastoris culture exceeds the amounts that putatively could be isolated from 22,000 grown-up cassava plants. Each cytochrome P-450 metabolizes L-valine as well as L-isoleucine consistent with the co-occurrence of linamarin and lotaustralin in cassava. CYP79D1 was isolated from P. pastoris. Reconstitution in lipid micelles showed that CYP79D1 has a higher k(c) value with L-valine as substrate than with L-isoleucine, which is consistent with linamarin being the major cyanogenic glucoside in cassava. Both CYP79D1 and CYP79D2 are present in the genome of cassava cultivar MCol22 in agreement with cassava being allotetraploid. CYP79D1 and CYP79D2 are actively transcribed, and production of acyanogenic cassava plants would therefore require down-regulation of both genes.
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Affiliation(s)
- M D Andersen
- Plant Biochemistry Laboratory, Department of Plant Biology, Royal Veterinary and Agricultural University, Copenhagen, Denmark
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