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Sant'Anna I, Arêdes RS, de Souza WCP, Lessa RCDS, de Moraes MC. Development of an immobilized Mycobacterium tuberculosis purine nucleoside phosphorylase platform for ligand fishing and inhibition assays. J Pharm Biomed Anal 2025; 254:116576. [PMID: 39603195 DOI: 10.1016/j.jpba.2024.116576] [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: 09/30/2024] [Revised: 11/18/2024] [Accepted: 11/20/2024] [Indexed: 11/29/2024]
Abstract
Purine nucleoside phosphorylase (PNP) from Mycobacterium tuberculosis (MtPNP) plays a crucial role in purine metabolism, making it an attractive target for developing new tuberculosis treatments. In this study, we developed a ligand screening platform using MtPNP covalently immobilized on magnetic particles (MtPNP-MPs). The immobilization process achieved a high enzyme loading and preserved the enzyme catalytic activity, enabling its use in both activity and affinity-based screening assays. The activity of MtPNP-MPs was monitored by quantifying hypoxanthine released from inosine phosphorolysis, and kinetic studies revealed Michaelis-Menten behavior for inosine and inorganic phosphate substrates, with KM values comparable to those of free MtPNP. A proof-of-concept inhibitor study using the transition state analog DI4G demonstrated the platform capability for recognizing and characterizing inhibitors, yielding an IC50 value of 91.4 nM and a competitive inhibition mechanism with a Ki of 69.2 nM. Furthermore, the MtPNP-MPs exhibited high stability, retaining over 80 % of their activity after six months of storage and more than 90 % after five consecutive reaction cycles, highlighting their potential for reuse in high-throughput assays. We optimized key parameters for ligand fishing assay, including the amount of MtPNP-MPs, incubation time, and elution conditions. While higher organic solvent concentrations and longer elution times improved ligand isolation, these conditions also reduced enzyme activity. This trade-off between ligand isolation yield and enzyme reusability suggests that elution conditions should be tailored based on the ligand binding strength. Overall, this study establishes the MtPNP-MPs platform as a versatile tool for ligand identification and inhibitor characterization, with promising applications in the screening of complex libraries, such as natural products, for bioactive compounds.
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Affiliation(s)
- Isabella Sant'Anna
- BioCrom, Instituto de Química, Departamento de Química Orgânica, Universidade Federal Fluminense, Niterói 24020-141, Brazil
| | - Rafaella Silva Arêdes
- BioCrom, Instituto de Química, Departamento de Química Orgânica, Universidade Federal Fluminense, Niterói 24020-141, Brazil
| | - Walter Claudino P de Souza
- BioCrom, Instituto de Química, Departamento de Química Orgânica, Universidade Federal Fluminense, Niterói 24020-141, Brazil
| | - Renato Corrêa da Silva Lessa
- BioCrom, Instituto de Química, Departamento de Química Orgânica, Universidade Federal Fluminense, Niterói 24020-141, Brazil
| | - Marcela Cristina de Moraes
- BioCrom, Instituto de Química, Departamento de Química Orgânica, Universidade Federal Fluminense, Niterói 24020-141, Brazil.
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2
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A Direct OnFlow Assay to Monitor the Activity of Purine Nucleoside Phosphorylase from Mycobacterium tuberculosis. Chromatographia 2022. [DOI: 10.1007/s10337-022-04158-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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3
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Ximenes IAT, Albino M, Sangregorio C, Cass QB, de Moraes MC. On-flow magnetic particle activity assay for the screening of human purine nucleoside phosphorylase inhibitors. J Chromatogr A 2021; 1663:462740. [PMID: 34942489 DOI: 10.1016/j.chroma.2021.462740] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 12/02/2021] [Accepted: 12/05/2021] [Indexed: 12/13/2022]
Abstract
Human purine nucleoside phosphorylase (HsPNP) catalyzes reversible phosphorolysis of nucleosides and deoxynucleosides in the purine cascade. HsPNP has been a target on behalf of the development of new leads for the treatment of a variety of T-cell mediated disorders. Several studies on the HsPNP are focused on the identification of effective, safe, and selective inhibitors. Therefore, this study describes the development of direct, simple, reliable, and inexpensive enzymatic assays to screen HsPNP inhibitors. Initially, HsPNP was covalently immobilized on the surface of magnetic particles (MPs). Due to the versatility of the MPs as solid support for enzyme immobilization, two different methods to monitor the enzyme activity are presented. Firstly, the activity of HsPNP-MPs was assessed offline by HPLC-DAD quantifying the formed hypoxanthine. Then, HsPNP-MPs were trapped in a peek tube, furnishing a microreactor which was inserted on-flow in an HPLC-DAD system to monitor the enzyme activity by the hypoxanthine quantification. Kinetic assays provided KMapp values for the inosine substrate of 488.2 ± 49.1 and 1084 ± 111 µM for the offline and on-flow assays, respectively. For the first time, kinetic studies for Pi as substrate using the HsPNP-MPs exhibits a Michaelis-Menten kinetic, yielding KMapp values for offline and on-flow of 521.2 ± 62.9 µM and 601 ± 66.5 µM, respectively. Inhibition studies conducted with a fourth generation immucillin derivative (DI4G) were employed as proof of concept to validate the use of the HsPNP-MPs assays for screening purposes. Additionally, a small library containing 11 compounds was used to assess the selectivity of the developed assays. The results showed that both presented assays can be applied to selectively recognizing and characterizing HsPNP inhibitors. Particularly, the on-flow method exhibited a high throughput and performance because of its automation and represents an easy and practical approach to reuse the HsPNP-MPs. Besides, this novel enzyme activity assay model can be further applied to other biological targets.
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Affiliation(s)
- I A T Ximenes
- Instituto de Química, Universidade Federal Fluminense. Niterói, Rio de Janeiro, 24020-141, Brazil
| | - M Albino
- INSTM and Dept. of Chemistry "Ugo Schiff", University of Florence, via della Lastruccia 3, 50019 Sesto Fiorentino, Italy
| | - C Sangregorio
- INSTM and Dept. of Chemistry "Ugo Schiff", University of Florence, via della Lastruccia 3, 50019 Sesto Fiorentino, Italy; ICCOM-CNR, via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy
| | - Q B Cass
- SEPARARE - Núcleo de Pesquisa em Cromatografia, Department of Chemistry, Federal University of São Carlos, Rod. Washington Luiz, Km 235, São Carlos, SP, Brazil
| | - M C de Moraes
- Instituto de Química, Universidade Federal Fluminense. Niterói, Rio de Janeiro, 24020-141, Brazil.
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Rabuffetti M, Rinaldi F, Lo Bianco A, Speranza G, Ubiali D, de Moraes MC, Rodrigues Pereira da Silva LC, Massolini G, Calleri E, Lavecchia A. Discovery of a Novel Inhibitor of Human Purine Nucleoside Phosphorylase by a Simple Hydrophilic Interaction Liquid Chromatography Enzymatic Assay. ChemMedChem 2021; 16:1325-1334. [PMID: 33405358 DOI: 10.1002/cmdc.202000874] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Indexed: 11/10/2022]
Abstract
Human purine nucleoside phosphorylase (HsPNP) belongs to the purine salvage pathway of nucleic acids. Genetic deficiency of this enzyme triggers apoptosis of activated T-cells due to the accumulation of deoxyguanosine triphosphate (dGTP). Therefore, potential chemotherapeutic applications of human PNP inhibitors include the treatment of T-cell leukemia, autoimmune diseases and transplant tissue rejection. In this report, we present the discovery of novel HsPNP inhibitors by coupling experimental and computational tools. A simple, inexpensive, direct and non-radioactive enzymatic assay coupled to hydrophilic interaction liquid chromatography and UV detection (LC-UV using HILIC as elution mode) was developed for screening HsPNP inhibitors. Enzymatic activity was assessed by monitoring the phosphorolysis of inosine (Ino) to hypoxanthine (Hpx) by LC-UV. A small library of 6- and 8-substituted nucleosides was synthesized and screened. The inhibition potency of the most promising compound, 8-aminoinosine (4), was quantified through Ki and IC50 determinations. The effect of HsPNP inhibition was also evaluated in vitro through the study of cytotoxicity on human T-cell leukemia cells (CCRF-CEM). Docking studies were also carried out for the most potent compound, allowing further insights into the inhibitor interaction at the HsPNP active site. This study provides both new tools and a new lead for developing novel HsPNP inhibitors.
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Affiliation(s)
- Marco Rabuffetti
- Department of Chemistry, University of Milan, Via Golgi 21, 20133, Milan, Italy
| | - Francesca Rinaldi
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100, Pavia, Italy
| | - Alessandra Lo Bianco
- Department of Pharmacy, "Drug Discovery" Laboratory, University of Napoli Federico II, Via D. Montesano 49, 80131, Napoli, Italy
| | - Giovanna Speranza
- Department of Chemistry, University of Milan, Via Golgi 21, 20133, Milan, Italy
| | - Daniela Ubiali
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100, Pavia, Italy
| | - Marcela Cristina de Moraes
- Departamento de Química Orgânica, Instituto de Química, Universidade Federal Fluminense, Niterói, RJ 24210-141, Brazil
| | | | - Gabriella Massolini
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100, Pavia, Italy
| | - Enrica Calleri
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100, Pavia, Italy
| | - Antonio Lavecchia
- Department of Pharmacy, "Drug Discovery" Laboratory, University of Napoli Federico II, Via D. Montesano 49, 80131, Napoli, Italy
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Luzarowski M, Vicente R, Kiselev A, Wagner M, Schlossarek D, Erban A, de Souza LP, Childs D, Wojciechowska I, Luzarowska U, Górka M, Sokołowska EM, Kosmacz M, Moreno JC, Brzezińska A, Vegesna B, Kopka J, Fernie AR, Willmitzer L, Ewald JC, Skirycz A. Global mapping of protein-metabolite interactions in Saccharomyces cerevisiae reveals that Ser-Leu dipeptide regulates phosphoglycerate kinase activity. Commun Biol 2021; 4:181. [PMID: 33568709 PMCID: PMC7876005 DOI: 10.1038/s42003-021-01684-3] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 01/08/2021] [Indexed: 01/30/2023] Open
Abstract
Protein-metabolite interactions are of crucial importance for all cellular processes but remain understudied. Here, we applied a biochemical approach named PROMIS, to address the complexity of the protein-small molecule interactome in the model yeast Saccharomyces cerevisiae. By doing so, we provide a unique dataset, which can be queried for interactions between 74 small molecules and 3982 proteins using a user-friendly interface available at https://promis.mpimp-golm.mpg.de/yeastpmi/ . By interpolating PROMIS with the list of predicted protein-metabolite interactions, we provided experimental validation for 225 binding events. Remarkably, of the 74 small molecules co-eluting with proteins, 36 were proteogenic dipeptides. Targeted analysis of a representative dipeptide, Ser-Leu, revealed numerous protein interactors comprising chaperones, proteasomal subunits, and metabolic enzymes. We could further demonstrate that Ser-Leu binding increases activity of a glycolytic enzyme phosphoglycerate kinase (Pgk1). Consistent with the binding analysis, Ser-Leu supplementation leads to the acute metabolic changes and delays timing of a diauxic shift. Supported by the dipeptide accumulation analysis our work attests to the role of Ser-Leu as a metabolic regulator at the interface of protein degradation and central metabolism.
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Affiliation(s)
- Marcin Luzarowski
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Rubén Vicente
- grid.418390.70000 0004 0491 976XDepartment of Metabolic Networks, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Andrei Kiselev
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.503344.50000 0004 0445 6769Laboratoire de Recherche en Sciences Végétales (LRSV), UPS/CNRS, UMR, Castanet Tolosan, France
| | - Mateusz Wagner
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.8505.80000 0001 1010 5103University of Wrocław, Faculty of Biotechnology, Laboratory of Medical Biology, Wrocław, Poland
| | - Dennis Schlossarek
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Alexander Erban
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Leonardo Perez de Souza
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Dorothee Childs
- grid.4709.a0000 0004 0495 846XDepartment of Genome Biology, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Izabela Wojciechowska
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Urszula Luzarowska
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.7489.20000 0004 1937 0511Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Michał Górka
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Ewelina M. Sokołowska
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Monika Kosmacz
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.45672.320000 0001 1926 5090Center for Desert Agriculture, Biological and Environmental Science and Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Juan C. Moreno
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.45672.320000 0001 1926 5090Center for Desert Agriculture, Biological and Environmental Science and Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Aleksandra Brzezińska
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Bhavana Vegesna
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Joachim Kopka
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Alisdair R. Fernie
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Lothar Willmitzer
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany
| | - Jennifer C. Ewald
- grid.10392.390000 0001 2190 1447Interfaculty Institute of Cell Biology, Eberhard Karls University of Tuebingen, Tuebingen, Germany
| | - Aleksandra Skirycz
- grid.418390.70000 0004 0491 976XDepartment of Molecular Physiology, Max Planck Institute of Molecular Plant Physiology, Potsdam, Germany ,grid.5386.8000000041936877XBoyce Thompson Institute, Ithaca, NY USA
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7
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Liu T, Liu R, Zhu L, Zou X, Guan H, Xu Z. Development of a UHPLC-MS method for inhibitor screening against α-L-1,3-fucosidase. Anal Bioanal Chem 2019; 411:1467-1477. [PMID: 30706074 DOI: 10.1007/s00216-019-01575-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Revised: 12/27/2018] [Accepted: 01/04/2019] [Indexed: 10/27/2022]
Abstract
α-L-Fucosidase (AFU) is a promising therapeutic target for the treatment of inflammation, cancer, cystic fibrosis, and fucosidosis. Some of the existing analytical methods for the assessment of AFU activity are lacking in sensitivity and selectivity, since most of them are based on spectrofluorimetric methods. More recently, mass spectrometry (MS) has evolved as a key technology for enzyme assays and inhibitor screening as it enables accurate monitoring of the conversion of substrate to product in enzymatic reactions. In this study, UHPLC-MS has been utilized to develop a simple, sensitive, and accurate assay for enzyme kinetics and inhibition studies of AFU3, a member of the AFU family. A reported method for analyzing saccharide involving a porous graphitic carbon column, combined with reduction by NaBH4/CH3OH, was used to improve sensitivity. The conversion of saccharide into alditol could reach nearly 100% in the NaBH4 reduction reaction. In addition, the bioanalytical quantitative screening method was validated according to US-FDA guidance, including selectivity, linearity, precision, accuracy, stability, and matrix effect. The developed method displayed a good accuracy, high sensitivity (LOD = 0.05 mg L-1), and good reproducibility (RSD < 15%). The assay accurately measured an IC50 value of 0.40 μM for the known AFU inhibitor, deoxyfuconojirimycin, which was consistent with results reported in the literature. Further validation of the assay was achieved through the determination of a high Z'-factor value of 0.89. The assay was applied to screen a marine-derived chemical library against AFU3, which revealed two marine-oriented pyrimidine alkaloids as potential AFU3 inhibitors. Graphical abstract.
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Affiliation(s)
- Tangrong Liu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China
| | - Ruonan Liu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China
| | - Li Zhu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China
| | - Xuan Zou
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China
| | - Huashi Guan
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China.,Marine Biomedical Research Institute of Qingdao, Qingdao, 266071, Shandong, China
| | - Zhe Xu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, Shandong, China. .,Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao, 266237, Shandong, China. .,Marine Biomedical Research Institute of Qingdao, Qingdao, 266071, Shandong, China.
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Xu Z, Liu R, Guan H. Dual-target inhibitor screening against thrombin and factor Xa simultaneously by mass spectrometry. Anal Chim Acta 2017; 990:1-10. [PMID: 29029731 DOI: 10.1016/j.aca.2017.07.063] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2017] [Revised: 07/19/2017] [Accepted: 07/28/2017] [Indexed: 12/12/2022]
Abstract
An accurate, rapid, and cost-effective methodology for enzyme assay is highly demanded to screen the effect of compounds on target at the molecular level. Thrombin (EC 3.4.21.5) and factor Xa (FXa, EC 3.4.21.6) have been identified as the critical targets for the development of potential drugs with anticoagulant activity. In this study, a rapid, sensitive and accurate assay based on UHPLC-MS/MS method has been developed for inhibitor screening against thrombin and factor Xa simultaneously. For thrombin and factor Xa, the Michaelis-Menten constants (Km) were calculated to be 6.14 and 57.27 μM, respectively. The inhibition constants (Ki) for two known inhibitors, argatroban and rivaroxaban, were determined to be 16.23 and 0.41 nM, respectively. The assay was further validated through the determination of a high Z' factor value of 0.89. Finally, the developed assay was applied to screen a chemical library against two enzymes. Three hit compounds belonging to a class of sulfated polysaccharides were identified and their targets of inhibition action were further evaluated. The results indicated that the dual-target assay by UHPLC-MS/MS analysis could be used as a reliable method for screening anticoagulant agents.
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Affiliation(s)
- Zhe Xu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, Qingdao 266003, China; Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao 266273, China; Marine Biomedical Research Institute of Qingdao, Qingdao 266271, China.
| | - Ruonan Liu
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, Qingdao 266003, China
| | - Huashi Guan
- Key Laboratory of Marine Drugs, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Shandong Provincial Key Laboratory of Glycoscience and Glycoengineering, Qingdao 266003, China; Laboratory for Marine Drugs and Bioproducts, Innovation Center for Marine Drugs Screening and Evaluation, Qingdao National Laboratory for Marine Science and Technology, Qingdao 266273, China; Marine Biomedical Research Institute of Qingdao, Qingdao 266271, China
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