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Liu H, Liang Z, Wang Y, Li Y, Wang Y, Guo X, Guan W, Zou W, Wu Z. Identification of the effect of N-glycan modification and its sialylation on proteolytic stability and glucose-stabilizing activity of glucagon-like peptide 1 by site-directed enzymatic glycosylation. RSC Adv 2022; 12:31892-31899. [PMID: 36380917 PMCID: PMC9639207 DOI: 10.1039/d2ra05872c] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 11/01/2022] [Indexed: 09/20/2023] Open
Abstract
In this study, an approach to prepare long-acting glucagon-like peptide 1 (GLP-1) by site-directed enzymatic glycosylation with homogeneous biantennary complex-type N-glycan has been developed. All the N-glycan-modified GLP-1 analogues preserved an unchanged secondary structure. The glycosylated GLP-1 analogues with sialyl complex-type N-glycan modified at Asn26 and Asn34 exhibited a 36.7- and 24.0-fold in vitro half-life respectively when incubated with dipeptidyl peptidase-IV (DPP-IV), and 25.0- and 13.9-fold respectively when incubated with mouse serum. Compared to native GLP-1, both glycosylated GLP-1 analogues modified at Asn34 by asialyl and sialyl N-glycan demonstrated lower maximum blood glucose levels, as well as more rapid and more persistent glucose-stabilizing capability in type 2 diabetic db/db mice. Our results indicated that the selection of an appropriate position (to avoid hindering the peptide-receptor binding) is crucial for N-glycan modification and its sialylation to improve the therapeutic properties of the modified peptides. The information learned would facilitate future design of therapeutic glycopeptides/glycoproteins with N-glycan to achieve enhanced pharmacological properties.
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Affiliation(s)
- Huan Liu
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Zengwei Liang
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Yu Wang
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Yingze Li
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Ya Wang
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Xin Guo
- Research Center, Hebei Province Hospital of Chinese Medicine, Affiliated Hospital of Hebei University of Traditional Chinese Medicine Shijiazhuang Hebei 050011 China
- Department of Pathology and Laboratory Medicine, Department of Pathology, Kanazawa Medical University Uchinada Ishikawa 920-0293 Japan
| | - Wanyi Guan
- Ministry of Education Key Laboratory of Molecular and Cellular Biology, Hebei Key Laboratory of Molecular and Cellular Biology, College of Life Sciences, Hebei Normal University Shijiazhuang Hebei 050024 China
| | - Wei Zou
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
| | - Zhigang Wu
- College of Food and Biology, Hebei University of Science and Technology Shijiazhuang Hebei 050018 China
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2
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Lipoamino acid-modified GnRH analogs with receptor-mediated antiproliferative activity in prostate and ovarian cancer cells. Med Chem Res 2021. [DOI: 10.1007/s00044-021-02755-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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3
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Kotarba G, Zielinska-Gorska M, Biernacka K, Gajewska A. Gonadotropin-releasing hormone-Cu complex (Cu-GnRH) transcriptional activity in vivo in the female rat anterior pituitary gland. Brain Res Bull 2020; 156:67-75. [PMID: 31931118 DOI: 10.1016/j.brainresbull.2020.01.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 12/23/2019] [Accepted: 01/03/2020] [Indexed: 12/01/2022]
Abstract
Unlike gonadotropin-releasing hormone (GnRH) analogues characterized by amino acid replacement in decapeptide primary structure, Cu-GnRH molecule preserves the native sequence but contains a Cu2+ ion stably bound to the nitrogen atoms including that of the imidazole ring of His2. Cu-GnRH can operate via cAMP/PKA signalling in anterior pituitary cells, suggesting that it may affect selected gonadotropic network gene transcription in vivo. We analysed pituitary mRNA expression of Egr-1, Nr5a1, and Lhb based on their role in luteinizing hormone (LH) synthesis; and Nos1, Adcyap1, and Prkaca due to their dependence on cAMP/PKA activity. In two independent experiments, ovariectomized rats received intracerebroventricular pulsatile (one pulse/h or two pulses/h over 5 h) microinjections of 2 nM Cu-GnRH; 2 nM antide (GnRH antagonist) + 2 nM Cu-GnRH; 100 nM PACAP6-38 (PACAP receptor antagonist) + 2 nM Cu-GnRH. Relative expression of selected mRNAs was determined by qRT-PCR. LH serum concentration was examined according to RIA. All examined genes responded to Cu-GnRH stimulation with increased transcriptional activity in a manner dependent on pulse frequency pattern. Increased expression of Nr5a1, Lhb, Nos1, Adcyap1, and Prkaca mRNA was observed solely in rats receiving the complex with frequency of two pulses/h over 5 h. Egr-1 transcription was up-regulated for both applied Cu-GnRH pulsatile patterns. The stimulatory effect of Cu-GnRH on gene transcription was dependent on both GnRH receptor and PAC-1 activation. In conclusion, obtained results indicate that Cu-GnRH complex is a GnRH analogue able to induce both IP3/PKC and cAMP/PKA-dependent gonadotrope network gene transcription in vivo.
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Affiliation(s)
- Grzegorz Kotarba
- Department of Animal Physiology, The Kielanowski Institute of Animal Physiology and Nutrition, Polish Academy of Sciences, 3 Instytucka St., 05-110 Jablonna, Poland.
| | - Marlena Zielinska-Gorska
- Department of Animal Physiology, The Kielanowski Institute of Animal Physiology and Nutrition, Polish Academy of Sciences, 3 Instytucka St., 05-110 Jablonna, Poland.
| | - Katarzyna Biernacka
- Department of Animal Physiology, The Kielanowski Institute of Animal Physiology and Nutrition, Polish Academy of Sciences, 3 Instytucka St., 05-110 Jablonna, Poland
| | - Alina Gajewska
- Department of Animal Physiology, The Kielanowski Institute of Animal Physiology and Nutrition, Polish Academy of Sciences, 3 Instytucka St., 05-110 Jablonna, Poland.
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Tremblay T, Robert-Scott G, Bérubé C, Carpentier A, Voyer N, Giguère D. Synthesis of C-terminal glycopeptidesviaoxime resin aminolysis. Chem Commun (Camb) 2019; 55:13741-13744. [DOI: 10.1039/c9cc07481c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
We developed a general solid-phase approach to complex C-terminal glycopeptides.
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Affiliation(s)
- Thomas Tremblay
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
| | - Gabrielle Robert-Scott
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
| | - Christopher Bérubé
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
| | - Antoine Carpentier
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
| | - Normand Voyer
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
| | - Denis Giguère
- Département de Chimie and PROTEO
- Université Laval
- Faculté des sciences et de génie
- Québec
- Canada
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5
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Targeting luteinizing hormone-releasing hormone: A potential therapeutics to treat gynecological and other cancers. J Control Release 2018; 269:277-301. [DOI: 10.1016/j.jconrel.2016.11.002] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Revised: 11/04/2016] [Accepted: 11/05/2016] [Indexed: 01/05/2023]
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Varamini P, Mansfeld FM, Giddam AK, Steyn F, Toth I. New gonadotropin-releasing hormone glycolipids with direct antiproliferative activity and gonadotropin-releasing potency. Int J Pharm 2017; 521:327-336. [PMID: 28232269 DOI: 10.1016/j.ijpharm.2017.02.054] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 02/10/2017] [Accepted: 02/19/2017] [Indexed: 11/19/2022]
Affiliation(s)
- Pegah Varamini
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia.
| | - Friederike M Mansfeld
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Ashwini Kumar Giddam
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Frederik Steyn
- The University of Queensland Centre for Clinical Research and the School of Biomedical Sciences, Brisbane, Australia
| | - Istvan Toth
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia; School of Pharmacy, The University of Queensland, Brisbane, Australia; Institute for Molecular Biosciences, The University of Queensland, Brisbane, Australia
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7
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Pignatello R, Musumeci T, Graziano ACE, Lo Furno D, Varamini P, Mansfeld FM, Cardile V, Toth I. A study on liposomal encapsulation of a lipophilic prodrug of LHRH. Pharm Dev Technol 2016; 21:664-671. [PMID: 25946073 DOI: 10.3109/10837450.2015.1041045] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
This study aimed at evaluating whether derivatization of luteinizing hormone-releasing hormone (LHRH) peptide with an amphiphilic lipoamino acid moiety could allow, along with other technological and/or pharmacokinetic advantages, to improve its encapsulation in liposomes, potentially driving its further body distribution and cellular uptake. Experimental data confirmed that a lipophilic derivative of LHRH was efficiently incorporated in various liposomal systems, differing in lipid composition and surface charge, and obtained using different methods of production. Incubation of liposomes, loaded with a fluorescent derivative of the LHRH prodrug, with NCTC keratinocytes or Caco-2 cell cultures showed that the carriers can be rapidly internalized. Conversely, the internalization of the free prodrug occurred only at very high concentrations.
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Affiliation(s)
| | - Teresa Musumeci
- a Section of Pharmaceutical Technology, Department of Drug Sciences and
| | - Adriana C E Graziano
- b Section of Physiology, Department of Bio-medical Sciences , University of Catania , Catania , Italy
| | - Debora Lo Furno
- b Section of Physiology, Department of Bio-medical Sciences , University of Catania , Catania , Italy
| | - Pegah Varamini
- c School of Chemistry and Molecular Biosciences (SCMB) , and
| | | | - Venera Cardile
- b Section of Physiology, Department of Bio-medical Sciences , University of Catania , Catania , Italy
| | - Istvan Toth
- c School of Chemistry and Molecular Biosciences (SCMB) , and
- d School of Pharmacy, The University of Queensland, Brisbane , Queensland , Australia
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8
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Moradi SV, Hussein WM, Varamini P, Simerska P, Toth I. Glycosylation, an effective synthetic strategy to improve the bioavailability of therapeutic peptides. Chem Sci 2016; 7:2492-2500. [PMID: 28660018 PMCID: PMC5477030 DOI: 10.1039/c5sc04392a] [Citation(s) in RCA: 188] [Impact Index Per Article: 20.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Accepted: 01/26/2016] [Indexed: 01/22/2023] Open
Abstract
Glycosylation of peptides is a promising strategy for modulating the physicochemical properties of peptide drugs and for improving their absorption through biological membranes. This review highlights various methods for the synthesis of glycoconjugates and recent progress in the development of glycosylated peptide therapeutics. Furthermore, the impacts of glycosylation in overcoming the existing barriers that restrict oral and brain delivery of peptides are described herein.
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Affiliation(s)
- Shayli Varasteh Moradi
- The University of Queensland , School of Chemistry and Molecular Biosciences , Brisbane , QLD 4072 , Australia .
| | - Waleed M Hussein
- The University of Queensland , School of Chemistry and Molecular Biosciences , Brisbane , QLD 4072 , Australia .
| | - Pegah Varamini
- The University of Queensland , School of Chemistry and Molecular Biosciences , Brisbane , QLD 4072 , Australia .
| | - Pavla Simerska
- The University of Queensland , School of Chemistry and Molecular Biosciences , Brisbane , QLD 4072 , Australia .
| | - Istvan Toth
- The University of Queensland , School of Chemistry and Molecular Biosciences , Brisbane , QLD 4072 , Australia .
- Institute for Molecular Bioscience , The University of Queensland , St. Lucia , QLD 4072 , Australia
- The University of Queensland , School of Pharmacy , Brisbane , QLD 4072 , Australia
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9
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In vivo pharmacological evaluation of a lactose-conjugated luteinizing hormone releasing hormone analogue. Int J Pharm 2015; 495:106-111. [DOI: 10.1016/j.ijpharm.2015.08.095] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Revised: 08/25/2015] [Accepted: 08/27/2015] [Indexed: 11/21/2022]
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10
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Moradi SV, Varamini P, Toth I. Evaluation of the Biological Properties and the Enzymatic Stability of Glycosylated Luteinizing Hormone-Releasing Hormone Analogs. AAPS JOURNAL 2015; 17:1135-43. [PMID: 25956382 DOI: 10.1208/s12248-015-9769-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Accepted: 04/06/2015] [Indexed: 12/15/2022]
Abstract
The enzymatic stability, antitumor activity, and gonadotropin stimulatory effects of glycosylated luteinizing hormone-releasing hormone (LHRH) analogs were investigated in this study. Conjugation of carbohydrate units, including lactose (Lac), glucose (GS), and galactose (Gal) to LHRH peptide protected the peptide from proteolytic degradation and increased the peptides' half-lives in human plasma, rat kidney membrane enzymes, and liver homogenate markedly. Among all seven modified analogs, compound 1 (Lac-[Q(1)][w(6)]LHRH) and compound 6 (GS(4)-[w(6)]LHRH) were stable in human plasma during 4 h of experiment. The half-lives of compounds 1 and 6 improved significantly in kidney membrane enzymes (from 3 min for LHRH to 68 and 103 min, respectively). The major cleavage sites for most of the glycosylated compounds were found to be at Trp(3)-Ser(4) and Ser(4)-Tyr(5) in compounds 1-5. Compound 6 was hydrolyzed at Ser(4)-Tyr(5) and the sugar conjugation site. The antiproliferative activity of the glycopeptides was evaluated on LHRH receptor-positive prostate cancer cells. The glycosylated LHRH derivatives had a significant growth inhibitory effect on the LNCaP cells after a 48-h treatment. It was demonstrated that compound 1 significantly increased the release of luteinizing hormone (LH) at 5 and 10 nM concentrations and compound 5 (GS-[Q(1)]LHRH) stimulated the release of follicle-stimulating hormone (FSH) at 5 nM concentration in dispersed rat pituitary cells (p < 0.05). In our studies, compound 1-bearing lactose and D-Trp was the most stable and active and is a promising candidate for future preclinical investigations in terms of in vitro biological activity and metabolic stability.
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Affiliation(s)
- Shayli Varasteh Moradi
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Queensland, 4072, Australia
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11
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Goodwin D, Varamini P, Simerska P, Toth I. Stability, permeability and growth-inhibitory properties of gonadotropin-releasing hormone liposaccharides. Pharm Res 2014; 32:1570-84. [PMID: 25407542 DOI: 10.1007/s11095-014-1558-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 10/23/2014] [Indexed: 11/27/2022]
Abstract
PURPOSE In this study we aimed to address the poor drug-like properties of Gonadotropin-Releasing Hormone (GnRH) peptide through modification with lipids and carbohydrates. METHODS GnRH peptide was conjugated to 2-amino-D,L-octanoic acid (C8) and 2-amino-D,L-dodecanoic acid (C12) in monomer and dimer, along with (6-9) or without (2-5 and 11) a glucose moiety. Peptides were tested for their biological activity using different tumour cell lines. The toxicity of the constructs was evaluated in peripheral blood mononuclear cells (PBMC). RESULTS All (glyco)lipopeptides showed improved metabolic stability in Caco-2 cell homogenates. Those with single lipid moiety (2, 4 and 8) exhibited prodrug-like properties. Permeability across Caco-2 cell monolayers was enhanced in the dimer C8-modified (glyco)lipopeptide (3) and the lipopeptide with C12 inserted mid-sequence (11). Most of the constructs showed moderate-to-high antiproliferative activity against GnRH-receptor positive DU145 and OVCAR-3 cells (up to 60%). Compound 11 was the most effective with IC50 = 26.4 ± 1.07 μg.ml(-1), which was comparable to triptorelin (25.1 ± 1.14 μg.mL(-1)). The sensitivity of OVCAR-3 cells to the effect of all analogues except for 11 decreased significantly in estrogen-reconstituted media. Only compounds 2, 4, 5 and 8 showed a steroid-dependent effect in DU145 cells. No compounds exhibited significant toxicity on PBMCs. CONCLUSION These results indicated lipidation and glycosylation improves the druggability of GnRH and could lead to an increased direct antitumour activity in some hormone dependent and independent reproductive cancers.
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Affiliation(s)
- Daryn Goodwin
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, 4072, Queensland, Australia
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12
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Moradi SV, Varamini P, Toth I. The transport and efflux of glycosylated luteinising hormone-releasing hormone analogues in caco-2 cell model: contributions of glucose transporters and efflux systems. J Pharm Sci 2014; 103:3217-24. [PMID: 25174499 DOI: 10.1002/jps.24120] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2014] [Revised: 07/14/2014] [Accepted: 07/14/2014] [Indexed: 12/21/2022]
Abstract
Luteinising hormone-releasing hormone (LHRH) analogues have wide therapeutic applications in the treatment of prostate cancers and endocrine disorders. The structure of LHRH was modified using a glycosylation strategy to increase the permeability of the peptide across biological membranes. Lactose, galactose and glucose units were coupled to LHRH peptide, and the impact of glucose transporters, GLUT2 and SGLT1, was investigated in the transport of the analogues. Results showed the contribution of both transporters in the transport of all LHRH analogues. In the presence of glucose transporter inhibitors, reduction in the apparent permeability (Papp ) was greatest for compound 6, which contains a glucose unit in the middle of the sequence (Papp = 58.54 ± 4.72 cm/s decreased to Papp = 1.6 ± 0.345 cm/s). The basolateral to apical flux of the glycosylated derivatives and the impact of two efflux pumps was also examined in Caco-2 cell monolayers. The efflux ratios (ERs) of all LHRH analogues in Caco-2 cells were in the range of 0.06-0.2 except for compound 4 (galactose modified, ER = 8.03). We demonstrated that the transport of the glycosylated peptides was facilitated through glucose transporters. The proportion of glucose and lactose derivatives pumped out by efflux pumps did not affect the Papp values of the analogues.
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Affiliation(s)
- Shayli Varasteh Moradi
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Queensland, 4072, Australia
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13
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Christie MP, Simerská P, Jen FEC, Hussein WM, Rawi MFM, Hartley-Tassell LE, Day CJ, Jennings MP, Toth I. A drug delivery strategy: binding enkephalin to asialoglycoprotein receptor by enzymatic galactosylation. PLoS One 2014; 9:e95024. [PMID: 24736570 PMCID: PMC3988166 DOI: 10.1371/journal.pone.0095024] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Accepted: 03/21/2014] [Indexed: 11/23/2022] Open
Abstract
Glycosylation of biopharmaceuticals can mediate cell specific delivery by targeting carbohydrate receptors. Additionally, glycosylation can improve the physico-chemical (drug-like) properties of peptide based drug candidates. The main purpose of this study was to examine if glycosylation of the peptide enkephalin could facilitate its binding to the carbohydrate receptor, asialoglycoprotein. Firstly, we described the one-pot enzymatic galactosylation of lactose modified enkephalin in the presence of uridine-5'-diphosphogalactose 4-epimerase and lipopolysaccharyl α-1,4-galactosyltransferase. Stability experiments using human plasma and Caco-2 cell homogenates showed that glycosylation considerably improved the stability of enkephalin (at least 60% remained stable after a 2 hr incubation at 37°C). In vitro permeability experiments using Caco-2 cells revealed that the permeability of mono- and trisaccharide conjugated enkephalins was 14 and 28 times higher, respectively, than that of enkephalin alone (Papp 3.1×10-8 cm/s). By the methods of surface plasmon resonance and molecular modeling, we demonstrated that the enzymatic glycosylation of enkephalin enabled binding the asialoglycoprotein receptor. The addition of a trisaccharide moiety to enkephalin improved the binding of enkephalin to the asialoglycoprotein receptor two fold (KD = 91 µM). The docking scores from molecular modeling showed that the binding modes and affinities of the glycosylated enkephalin derivatives to the asialoglycoprotein receptor complemented the results from the surface plasmon resonance experiments.
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Affiliation(s)
- Michelle P. Christie
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, Queensland, Australia
| | - Pavla Simerská
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, Queensland, Australia
| | - Freda E.-C. Jen
- Institute for Glycomics, Griffith University, Southport, Queensland, Australia
| | - Waleed M. Hussein
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, Queensland, Australia
| | - Mohamad F. M. Rawi
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, Queensland, Australia
| | | | - Christopher J. Day
- Institute for Glycomics, Griffith University, Southport, Queensland, Australia
| | - Michael P. Jennings
- Institute for Glycomics, Griffith University, Southport, Queensland, Australia
| | - Istvan Toth
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, Queensland, Australia
- School of Pharmacy, The University of Queensland, Pharmacy Australia Centre of Excellence, Woolloongabba, Queensland, Australia
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