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Cai R, Dong X, Yu K, He X, Liu X, Wang Y. Chemical Proteomic Profiling of the Interacting Proteins of Isoprenoid Pyrophosphates. Anal Chem 2020; 92:8031-8036. [PMID: 32420730 DOI: 10.1021/acs.analchem.0c01676] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Isoprenoid pyrophosphates are involved in protein prenylation and assume regulatory roles in cells; however, little is known about the cellular proteins that can interact with isoprenoid pyrophosphates. Here, we devised a chemical proteomic strategy, capitalizing on the use of a desthiobiotin-geranyl pyrophosphate (GPP) acyl phosphate probe for the enrichment and subsequent identification of GPP-binding proteins using liquid chromatography-tandem mass spectrometry (LC-MS/MS). By combining stable isotope labeling by amino acids in cell culture (SILAC) and competitive labeling with low vs high concentrations of GPP probe, with ATP vs GPP acyl phosphate probes, or with the GPP probe in the presence of different concentrations of free GPP, we uncovered a number of candidate GPP-binding proteins. We also discovered, for the first time, histone deacetylase 1 (HDAC1) as a GPP-binding protein. Furthermore, we found that the enzymatic activity of HDAC1 could be modulated by isoprenoid pyrophosphates. Together, we developed a novel chemical proteomic method for the proteome-wide discovery of GPP-binding proteins, which sets the stage for a better understanding about the biological functions of isoprenoids.
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Affiliation(s)
- Rong Cai
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States.,School of Pharmaceutical Sciences, Shandong University, Jinan, Shandong 250012, China
| | - Xuejiao Dong
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States
| | - Kailin Yu
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States
| | - Xiaomei He
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States
| | - Xiaochuan Liu
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States
| | - Yinsheng Wang
- Department of Chemistry, University of California Riverside, Riverside, California 92521-0403, United States
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2
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Joachimiak Ł, Błażewska KM. Phosphorus-Based Probes as Molecular Tools for Proteome Studies: Recent Advances in Probe Development and Applications. J Med Chem 2018; 61:8536-8562. [DOI: 10.1021/acs.jmedchem.8b00249] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Łukasz Joachimiak
- Institute of Organic Chemistry, Faculty of Chemistry, Lodz University of Technology, Żeromskiego Street 116, 90-924 Łódź, Poland
| | - Katarzyna M. Błażewska
- Institute of Organic Chemistry, Faculty of Chemistry, Lodz University of Technology, Żeromskiego Street 116, 90-924 Łódź, Poland
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Rush JS, Subramanian T, Subramanian KL, Onono FO, Waechter CJ, Spielmann HP. Novel Citronellyl-Based Photoprobes Designed to Identify ER Proteins Interacting with Dolichyl Phosphate in Yeast and Mammalian Cells. ACTA ACUST UNITED AC 2015; 9:123-141. [PMID: 27099830 DOI: 10.2174/2212796810666160216221610] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
BACKGROUND Dolichyl phosphate-linked mono- and oligosaccharides (DLO) are essential intermediates in protein N-glycosylation, C- and O-mannosylation and GPI anchor biosynthesis. While many membrane proteins in the endoplasmic reticulum (ER) involved in the assembly of DLOs are known, essential proteins believed to be required for the transbilayer movement (flip-flopping) and proteins potentially involved in the regulation of DLO synthesis remain to be identified. METHODS The synthesis of a series of Dol-P derivatives composed of citronellyl-based photoprobes with benzophenone groups equipped with alkyne moieties for Huisgen "click" chemistry is now described to utilize as tools for identifying ER proteins involved in regulating the biosynthesis and transbilayer movement of lipid intermediates. In vitro enzymatic assays were used to establish that the photoprobes contain the critical structural features recognized by pertinent enzymes in the dolichol pathway. ER proteins that photoreacted with the novel probes were identified by MS. RESULTS The potential of the newly designed photoprobes, m-PAL-Cit-P and p-PAL-Cit-P, for identifying previously unidentified Dol-P-interacting proteins is supported by the observation that they are enzymatically mannosylated by Man-P-Dol synthase (MPDS) from Chinese Hamster Ovary (CHO) cells at an enzymatic rate similar to that for Dol-P. MS analyses reveal that DPM1, ALG14 and several other yeast ER proteins involved in DLO biosynthesis and lipid-mediated protein O-mannosylation photoreacted with the novel probes. CONCLUSION The newly-designed photoprobes described in this paper provide promising new tools for the identification of yet to be identified Dol-P interacting ER proteins in yeast and mammalian cells, including the Dol-P flippase required for the "re-cycling" of the glycosyl carrier lipid from the lumenal monolayer of the ER to the cytoplasmic leaflet for new rounds of DLO synthesis.
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Affiliation(s)
- Jeffrey S Rush
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Thangaiah Subramanian
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Karunai Leela Subramanian
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Fredrick O Onono
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Charles J Waechter
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA
| | - H Peter Spielmann
- Department of Molecular and Cellular Biochemistry, University of Kentucky, Lexington, Kentucky 40536, USA; University of Kentucky College of Medicine, Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA; Kentucky Center for Structural Biology, University of Kentucky, Lexington, Kentucky 40536, USA; Department of Chemistry, University of Kentucky, Lexington, Kentucky 40536, USA
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4
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Exploring the interactions between isoprenoid chain and labdenediol diphosphate synthase based on molecular docking and quartz crystal microbalance. J Mol Model 2014; 20:2527. [PMID: 25472483 DOI: 10.1007/s00894-014-2527-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2014] [Accepted: 11/10/2014] [Indexed: 10/24/2022]
Abstract
Many natural products and biosynthetic intermediates contain isoprenoid chains. Isoprenoid chains are believed to interact with some proteins in the biological systems, but such interactions remain poorly understood. Here labdenediol diphosphate synthase (LPPS) was used as a model to explore the molecular interactions involving isoprenoid chains. Both homology modeling and docking simulation results indicated that binding form between isoprenoid chain and LPPS is dominated by hydrophobic forces in one binding site. The interactions were also examined via quartz crystal microbalance (QCM) technology using synthetic isoprenoid chain-contained probes. The binding constant (1.51 μM(-1)), binding site number (n = 1) and key amino acid residues (Y196, F262, W266, F301, F308, W398, W439, and Y445) were obtained. Both computational and QCM results suggested that LPPS interacts strongly with farnesyl and geranylgeranyl groups. These interactions are primarily caused by hydrophobic and π-π interaction nature. Together, this study provided insightful information to understand molecular interactions between isoprenoid chains and proteins.
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Pan Y, Ye M, Zheng H, Cheng K, Sun Z, Liu F, Liu J, Wang K, Qin H, Zou H. Trypsin-Catalyzed N-Terminal Labeling of Peptides with Stable Isotope-Coded Affinity Tags for Proteome Analysis. Anal Chem 2014; 86:1170-7. [DOI: 10.1021/ac403060d] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Yanbo Pan
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Mingliang Ye
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Hao Zheng
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Kai Cheng
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zhen Sun
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Fangjie Liu
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jing Liu
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Keyun Wang
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hongqiang Qin
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Hanfa Zou
- Key
Laboratory of Separation Sciences for Analytical Chemistry, National
Chromatographic Research and Analysis Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
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Synthesis of isoprenoid chain-contained chemical probes for an investigation of molecular interactions by using quartz crystal microbalance. Tetrahedron Lett 2013. [DOI: 10.1016/j.tetlet.2013.09.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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7
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Abstract
Benzophenone photoprobes represent powerful tools for chemical proteomics. Upon UV irradiation, a benzophenone photoprobe can selectively form a covalent bond with its target protein in complex protein mixtures. Thus, photoprobes can be used to profile a wide variety of proteins in complex proteomes. This chapter describes simple protocols to derivatize fluorenylmethyloxycarbonyl (Fmoc)-protected peptide-nucleic-acid adenine (PNA adenine) into a benzophenone photoprobe and its application in photolabeling its target proteins. The method as described does not require specialized equipment for probe synthesis and photolabeling. In addition, the strategy is applicable to recognition motifs other than PNA adenine, such as peptides, to profile their target proteins in complex proteomes.
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8
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Mullen DG, Kyro K, Hauser M, Gustavsson M, Veglia G, Becker JM, Naider F, Distefano MD. Synthesis of a-factor peptide from Saccharomyces cerevisiae and photoactive analogues via Fmoc solid phase methodology. Bioorg Med Chem 2010; 19:490-7. [PMID: 21134758 DOI: 10.1016/j.bmc.2010.11.006] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2010] [Revised: 10/29/2010] [Accepted: 11/02/2010] [Indexed: 11/28/2022]
Abstract
a-Factor from Saccharomyces cerevisiae is a farnesylated dodecapeptide involved in mating. The molecule binds to a G-protein coupled receptor and hence serves as a simple system for studying the interactions between prenylated molecules and their cognate receptors. Here, we describe the preparation of a-factor and two photoactive analogues via Fmoc solid-phase peptide synthesis using hydrazinobenzoyl AM NovaGel™ resin; the structure of the synthetic a-factor was confirmed by MS-MS analysis and NMR; the structures of the analogues were confirmed by MS-MS analysis. Using a yeast growth arrest assay, the analogues were found to have activity comparable to a-factor itself.
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Affiliation(s)
- Daniel G Mullen
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455, United States
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Hovlid ML, Edelstein RL, Henry O, Ochocki J, DeGraw A, Lenevich S, Talbot T, Young VG, Hruza AW, Lopez-Gallego F, Labello NP, Strickland CL, Schmidt-Dannert C, Distefano MD. Synthesis, properties, and applications of diazotrifluropropanoyl-containing photoactive analogs of farnesyl diphosphate containing modified linkages for enhanced stability. Chem Biol Drug Des 2010; 75:51-67. [PMID: 19954434 DOI: 10.1111/j.1747-0285.2009.00914.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Photoactive analogs of farnesyl diphosphate (FPP) are useful probes in studies of enzymes that employ this molecule as a substrate. Here, we describe the preparation and properties of two new FPP analogs that contain diazotrifluoropropanoyl photophores linked to geranyl diphosphate via amide or ester linkages. The amide-linked analog (3) was synthesized in 32P-labeled form from geraniol in seven steps. Experiments with Saccharomyces cerevisiae protein farnesyltransferase (ScPFTase) showed that 3 is an alternative substrate for the enzyme. Photolysis experiments with [(32)P]3 demonstrate that this compound labels the beta-subunits of both farnesyltransferase and geranylgeranyltransferase (types 1 and 2). However, the amide-linked probe 3 undergoes a rearrangement to a photochemically unreactive isomeric triazolone upon long term storage making it inconvenient to use. To address this stability issue, the ester-linked analog 4 was prepared in six steps from geraniol. Computational analysis and X-ray crystallographic studies suggest that 4 binds to protein farnesyl transferase (PFTase) in a similar fashion as FPP. Compound 4 is also an alternative substrate for PFTase, and a 32P-labeled form selectively photocrosslinks the beta-subunit of ScPFTase as well as E. coli farnesyldiphosphate synthase and a germacrene-producing sesquiterpene synthase from Nostoc sp. strain PCC7120 (a cyanobacterial source). Finally, nearly exclusive labeling of ScPFTase in crude E. coli extract was observed, suggesting that [32P]4 manifests significant selectivity and should hence be useful for identifying novel FPP-utilizing enzymes in crude protein preparations.
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Affiliation(s)
- Marisa L Hovlid
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455, USA
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10
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Wang C, Zhou J, Wang S, Ye M, Jiang C, Fan G, Zou H. Combined Comparative and Chemical Proteomics on the Mechanisms of levo-Tetrahydropalmatine-Induced Antinociception in the Formalin Test. J Proteome Res 2010; 9:3225-34. [DOI: 10.1021/pr1001274] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Chen Wang
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Jiangrui Zhou
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Shuowen Wang
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Mingliang Ye
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Chunlei Jiang
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Guorong Fan
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
| | - Hanfa Zou
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No.325 Guohe Road, Shanghai 200433, People's Republic of China, Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, No.457 Zhongshan Road, Dalian 116023, People's Republic of China, Laboratory of Stress Medicine, Department of Nautical Medicine, Second Military Medical University, No.800 Xiangyin Road, Shanghai 200433, People's Republic of China, and Shanghai Key Laboratory for Pharmaceutical
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Synthesis and application of photoaffinity probe containing an intact isoprenoid chain. Bioorg Med Chem Lett 2009; 19:4824-6. [DOI: 10.1016/j.bmcl.2009.06.037] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2009] [Revised: 05/20/2009] [Accepted: 06/10/2009] [Indexed: 01/06/2023]
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12
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LI L, TANG W, ZHAO Z. Synthesis and Application of Prenyl-Derived Photoaffinity Probes. CHINESE J CHEM 2009. [DOI: 10.1002/cjoc.200990233] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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13
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Henry O, Lopez-Gallego F, Agger SA, Schmidt-Dannert C, Sen S, Shintani D, Cornish K, Distefano MD. A versatile photoactivatable probe designed to label the diphosphate binding site of farnesyl diphosphate utilizing enzymes. Bioorg Med Chem 2009; 17:4797-805. [PMID: 19447628 DOI: 10.1016/j.bmc.2009.04.034] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2009] [Revised: 04/01/2009] [Accepted: 04/09/2009] [Indexed: 10/20/2022]
Abstract
Farnesyl diphosphate (FPP) is a substrate for a diverse number of enzymes found in nature. Photoactive analogues of isoprenoid diphosphates containing either benzophenone, diazotrifluoropropionate or azide groups have been useful for studying both the enzymes that synthesize FPP as well as those that employ FPP as a substrate. Here we describe the synthesis and properties of a new class of FPP analogues that links an unmodified farnesyl group to a diphosphate mimic containing a photoactive benzophenone moiety; thus, importantly, these compounds are photoactive FPP analogues that contain no modifications of the isoprenoid portion of the molecule that may interfere with substrate binding in the active site of an FPP utilizing enzyme. Two isomeric compounds containing meta- and para-substituted benzophenones were prepared. These two analogues inhibit Saccharomyces cerevisiae protein farnesyltransferase (ScPFTase) with IC(50) values of 5.8 (meta isomer) and 3.0 microM (para isomer); the more potent analogue, the para isomer, was shown to be a competitive inhibitor of ScPFTase with respect to FPP with a K(I) of 0.46 microM. Radiolabeled forms of both analogues selectively labeled the beta-subunit of ScPFTase. The para isomer was also shown to label Escherichia coli farnesyl diphosphate synthase and Drosophila melanogaster farnesyl diphosphate synthase. Finally, the para isomer was shown to be an alternative substrate for a sesquiterpene synthase from Nostoc sp. strain PCC7120, a cyanobacterial source; the compound also labeled the purified enzyme upon photolysis. Taken together, these results using a number of enzymes demonstrate that this new class of probes should be useful for a plethora of studies of FPP-utilizing enzymes.
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Affiliation(s)
- Olivier Henry
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455, United States
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14
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Abu-Farha M, Elisma F, Zhou H, Tian R, Zhou H, Asmer MS, Figeys D. Proteomics: From Technology Developments to Biological Applications. Anal Chem 2009; 81:4585-99. [DOI: 10.1021/ac900735j] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Mohamed Abu-Farha
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Fred Elisma
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Houjiang Zhou
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Ruijun Tian
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Hu Zhou
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Mehmet Selim Asmer
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
| | - Daniel Figeys
- Ottawa Institute of Systems Biology (OISB), University of Ottawa, Ottawa, Ontario, Canada, and Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
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