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Sun M, Hu H, Pang W, Zhou Y. ACP-BC: A Model for Accurate Identification of Anticancer Peptides Based on Fusion Features of Bidirectional Long Short-Term Memory and Chemically Derived Information. Int J Mol Sci 2023; 24:15447. [PMID: 37895128 PMCID: PMC10607064 DOI: 10.3390/ijms242015447] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 09/10/2023] [Accepted: 10/20/2023] [Indexed: 10/29/2023] Open
Abstract
Anticancer peptides (ACPs) have been proven to possess potent anticancer activities. Although computational methods have emerged for rapid ACPs identification, their accuracy still needs improvement. In this study, we propose a model called ACP-BC, a three-channel end-to-end model that utilizes various combinations of data augmentation techniques. In the first channel, features are extracted from the raw sequence using a bidirectional long short-term memory network. In the second channel, the entire sequence is converted into a chemical molecular formula, which is further simplified using Simplified Molecular Input Line Entry System notation to obtain deep abstract features through a bidirectional encoder representation transformer (BERT). In the third channel, we manually selected four effective features according to dipeptide composition, binary profile feature, k-mer sparse matrix, and pseudo amino acid composition. Notably, the application of chemical BERT in predicting ACPs is novel and successfully integrated into our model. To validate the performance of our model, we selected two benchmark datasets, ACPs740 and ACPs240. ACP-BC achieved prediction accuracy with 87% and 90% on these two datasets, respectively, representing improvements of 1.3% and 7% compared to existing state-of-the-art methods on these datasets. Therefore, systematic comparative experiments have shown that the ACP-BC can effectively identify anticancer peptides.
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Affiliation(s)
- Mingwei Sun
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China; (M.S.); (H.H.)
| | - Haoyuan Hu
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China; (M.S.); (H.H.)
| | - Wei Pang
- School of Mathematical and Computer Sciences, Heriot-Watt University, Edinburgh EH14 4AS, UK;
| | - You Zhou
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China; (M.S.); (H.H.)
- College of Software, Jilin University, Changchun 130012, China
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2
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Zhu L, Ye C, Hu X, Yang S, Zhu C. ACP-check: An anticancer peptide prediction model based on bidirectional long short-term memory and multi-features fusion strategy. Comput Biol Med 2022; 148:105868. [PMID: 35868046 DOI: 10.1016/j.compbiomed.2022.105868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 06/14/2022] [Accepted: 07/09/2022] [Indexed: 11/16/2022]
Abstract
The anticancer peptide is an emerging anticancer drug that has become an effective alternative to chemotherapy and targeted therapy due to fewer side effects and resistance. The traditional biological experimental method for identifying anticancer peptides is a time-consuming and complicated process that hinders large-scale, rapid, and effective identification. In this paper, we propose a model based on a bidirectional long short-term memory network and multi-features fusion, called ACP-check, which employs a bidirectional long short-term memory network to extract time-dependent information features from peptide sequences, and combines them with amino acid sequence features including binary profile feature, dipeptide composition, the composition of k-spaced amino acid group pairs, amino acid composition, and sequence-order-coupling number. To verify the performance of the model, six benchmark datasets are selected, including ACPred-Fuse, ACPred-FL, ACP240, ACP740, main and alternate datasets of AntiCP2.0. In terms of Matthews correlation coefficients, ACP-check obtains 0.37, 0.82, 0.80, 0.75, 0.56, and 0.86 on six datasets respectively, which is an improvement by 2%-86% than existing state-of-the-art anticancer peptides prediction methods. Furthermore, ACP-check achieves prediction accuracy with 0.91, 0.91, 0.90, 0.87, 0.78, and 0.93 respectively, which increases range from 1%-49%. Overall, the comparison experiment shows that ACP-check can accurately identify anticancer peptides by sequence-level information. The code and data are available at http://www.cczubio.top/ACP-check/.
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Affiliation(s)
- Lun Zhu
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou, 213164, China
| | - Chenyang Ye
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou, 213164, China
| | - Xuemei Hu
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun, 130012, China
| | - Sen Yang
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou, 213164, China; Changzhou No.2 People's Hospital, the Affiliated Hospital of Nanjing Medical University, Changzhou, 213164, China.
| | - Chenyang Zhu
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou, 213164, China
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Álamo P, Cedano J, Conchillo-Sole O, Cano-Garrido O, Alba-Castellon L, Serna N, Aviñó A, Carrasco-Diaz LM, Sánchez-Chardi A, Martinez-Torró C, Gallardo A, Cano M, Eritja R, Villaverde A, Mangues R, Vazquez E, Unzueta U. Rational engineering of a human GFP-like protein scaffold for humanized targeted nanomedicines. Acta Biomater 2021; 130:211-222. [PMID: 34116228 DOI: 10.1016/j.actbio.2021.06.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 05/14/2021] [Accepted: 06/02/2021] [Indexed: 01/01/2023]
Abstract
Green fluorescent protein (GFP) is a widely used scaffold for protein-based targeted nanomedicines because of its high biocompatibility, biological neutrality and outstanding structural stability. However, being immunogenicity a major concern in the development of drug carriers, the use of exogenous proteins such as GFP in clinics might be inadequate. Here we report a human nidogen-derived protein (HSNBT), rationally designed to mimic the structural and functional properties of GFP as a scaffold for nanomedicine. For that, a GFP-like β-barrel, containing the G2 domain of the human nidogen, has been rationally engineered to obtain a biologically neutral protein that self-assembles as 10nm-nanoparticles. This scaffold is the basis of a humanized nanoconjugate, where GFP, from the well-characterized protein T22-GFP-H6, has been substituted by the nidogen-derived GFP-like HSNBT protein. The resulting construct T22-HSNBT-H6, is a humanized CXCR4-targeted nanoparticle that selectively delivers conjugated genotoxic Floxuridine into cancer CXCR4+ cells. Indeed, the administration of T22-HSNBT-H6-FdU in a CXCR4-overexpressing colorectal cancer mouse model results in an even more efficient selective antitumoral effect than that shown by its GFP-counterpart, in absence of systemic toxicity. Therefore, the newly developed GFP-like protein scaffold appears as an ideal candidate for the development of humanized protein nanomaterials and successfully supports the tumor-targeted nanoscale drug T22-HSNBT-H6-FdU. STATEMENT OF SIGNIFICANCE: Targeted nanomedicine seeks for humanized and biologically neutral protein carriers as alternative of widely used but immunogenic exogenous protein scaffolds such as green fluorescent protein (GFP). This work reports for the first time the rational engineering of a human homolog of the GFP based in the human nidogen (named HSNBT) that shows full potential to be used in humanized protein-based targeted nanomedicines. This has been demonstrated in T22-HSNBT-H6-FdU, a humanized CXCR4-targeted protein nanoconjugate able to selectively deliver its genotoxic load into cancer cells.
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Chee SMQ, Wongsantichon J, Yi LS, Sana B, Frosi Y, Robinson RC, Ghadessy FJ. Functional display of bioactive peptides on the vGFP scaffold. Sci Rep 2021; 11:10127. [PMID: 33980885 PMCID: PMC8115314 DOI: 10.1038/s41598-021-89421-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 04/27/2021] [Indexed: 11/24/2022] Open
Abstract
Grafting bioactive peptides into recipient protein scaffolds can often increase their activities by conferring enhanced stability and cellular longevity. Here, we describe use of vGFP as a novel scaffold to display peptides. vGFP comprises GFP fused to a bound high affinity Enhancer nanobody that potentiates its fluorescence. We show that peptides inserted into the linker region between GFP and the Enhancer are correctly displayed for on-target interaction, both in vitro and in live cells by pull-down, measurement of target inhibition and imaging analyses. This is further confirmed by structural studies highlighting the optimal display of a vGFP-displayed peptide bound to Mdm2, the key negative regulator of p53 that is often overexpressed in cancer. We also demonstrate a potential biosensing application of the vGFP scaffold by showing target-dependent modulation of intrinsic fluorescence. vGFP is relatively thermostable, well-expressed and inherently fluorescent. These properties make it a useful scaffold to add to the existing tool box for displaying peptides that can disrupt clinically relevant protein–protein interactions.
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Affiliation(s)
- Sharon Min Qi Chee
- p53 Laboratory, A*STAR, 8A Biomedical Grove, Singapore, 138648, Singapore
| | - Jantana Wongsantichon
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
| | - Lau Sze Yi
- p53 Laboratory, A*STAR, 8A Biomedical Grove, Singapore, 138648, Singapore
| | - Barindra Sana
- p53 Laboratory, A*STAR, 8A Biomedical Grove, Singapore, 138648, Singapore
| | - Yuri Frosi
- p53 Laboratory, A*STAR, 8A Biomedical Grove, Singapore, 138648, Singapore
| | - Robert C Robinson
- School of Biomolecular Science and Engineering (BSE), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, 21210, Thailand.,Research Institute for Interdisciplinary Science, Okayama University, Okayama, 700-8530, Japan
| | - Farid J Ghadessy
- p53 Laboratory, A*STAR, 8A Biomedical Grove, Singapore, 138648, Singapore.
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Abstract
Peptides are widely used in pharmaceutical industry as active pharmaceutical ingredients, versatile tools in drug discovery, and for drug delivery. They find themselves at the crossroads of small molecules and proteins, possessing favorable tissue penetration and the capability to engage into specific and high-affinity interactions with endogenous receptors. One of the commonly employed approaches in peptide discovery and design is to screen combinatorial libraries, comprising a myriad of peptide variants of either chemical or biological origin. In this review, we focus mainly on recombinant peptide libraries, discussing different platforms for their display or expression, and various diversification strategies for library design. We take a look at well-established technologies as well as new developments and future directions.
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Affiliation(s)
| | - Tomaž Bratkovič
- Department of Pharmaceutical Biology, Faculty of Pharmacy, University of Ljubljana, Aškerčeva Cesta 7, SI-1000 Ljubljana, Slovenia;
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Kadonosono T, Yabe E, Furuta T, Yamano A, Tsubaki T, Sekine T, Kuchimaru T, Sakurai M, Kizaka-Kondoh S. A fluorescent protein scaffold for presenting structurally constrained peptides provides an effective screening system to identify high affinity target-binding peptides. PLoS One 2014; 9:e103397. [PMID: 25084350 PMCID: PMC4118881 DOI: 10.1371/journal.pone.0103397] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2014] [Accepted: 07/01/2014] [Indexed: 11/18/2022] Open
Abstract
Peptides that have high affinity for target molecules on the surface of cancer cells are crucial for the development of targeted cancer therapies. However, unstructured peptides often fail to bind their target molecules with high affinity. To efficiently identify high-affinity target-binding peptides, we have constructed a fluorescent protein scaffold, designated gFPS, in which structurally constrained peptides are integrated at residues K131-L137 of superfolder green fluorescent protein. Molecular dynamics simulation supported the suitability of this site for presentation of exogenous peptides with a constrained structure. gFPS can present 4 to 12 exogenous amino acids without a loss of fluorescence. When gFPSs presenting human epidermal growth factor receptor type 2 (HER2)-targeting peptides were added to the culture medium of HER2-expressing cells, we could easily identify the peptides with high HER2-affinity and -specificity based on gFPS fluorescence. In addition, gFPS could be expressed on the yeast cell surface and applied for a high-throughput screening. These results demonstrate that gFPS has the potential to serve as a powerful tool to improve screening of structurally constrained peptides that have a high target affinity, and suggest that it could expedite the one-step identification of clinically applicable cancer cell-binding peptides.
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Affiliation(s)
- Tetsuya Kadonosono
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Etsuri Yabe
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Tadaomi Furuta
- Center for Biological Resources and Informatics, Tokyo Institute of Technology, Yokohama City, Japan
| | - Akihiro Yamano
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Takuya Tsubaki
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Takuya Sekine
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Takahiro Kuchimaru
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
| | - Minoru Sakurai
- Center for Biological Resources and Informatics, Tokyo Institute of Technology, Yokohama City, Japan
| | - Shinae Kizaka-Kondoh
- Graduate School of Bioscience and Biotechnology, Tokyo Institute of Technology, Yokohama City, Japan
- * E-mail:
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Rangel R, Dobroff AS, Guzman-Rojas L, Salmeron CC, Gelovani JG, Sidman RL, Pasqualini R, Arap W. Targeting mammalian organelles with internalizing phage (iPhage) libraries. Nat Protoc 2013; 8:1916-39. [PMID: 24030441 PMCID: PMC4309278 DOI: 10.1038/nprot.2013.119] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Techniques that are largely used for protein interaction studies and the discovery of intracellular receptors, such as affinity-capture complex purification and the yeast two-hybrid system, may produce inaccurate data sets owing to protein insolubility, transient or weak protein interactions or irrelevant intracellular context. A versatile tool for overcoming these limitations, as well as for potentially creating vaccines and engineering peptides and antibodies as targeted diagnostic and therapeutic agents, is the phage-display technique. We have recently developed a new technology for screening internalizing phage (iPhage) vectors and libraries using a ligand/receptor-independent mechanism to penetrate eukaryotic cells. iPhage particles provide a unique discovery platform for combinatorial intracellular targeting of organelle ligands along with their corresponding receptors and for fingerprinting functional protein domains in living cells. Here we explain the design, cloning, construction and production of iPhage-based vectors and libraries, along with basic ligand-receptor identification and validation methodologies for organelle receptors. An iPhage library screening can be performed in ∼8 weeks.
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Affiliation(s)
- Roberto Rangel
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
| | - Andrey S. Dobroff
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
| | - Liliana Guzman-Rojas
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
| | - Carolina C. Salmeron
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
| | - Juri G. Gelovani
- Department of Biomedical Engineering, Wayne State University, Detroit, Michigan 48201, USA
| | - Richard L. Sidman
- Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Renata Pasqualini
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
| | - Wadih Arap
- David H. Koch Center, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, USA
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Kinoshita SM, Krutzik PO, Nolan GP. COP9 signalosome component JAB1/CSN5 is necessary for T cell signaling through LFA-1 and HIV-1 replication. PLoS One 2012; 7:e41725. [PMID: 22911848 PMCID: PMC3404009 DOI: 10.1371/journal.pone.0041725] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2012] [Accepted: 06/25/2012] [Indexed: 02/01/2023] Open
Abstract
To determine critical host factors involved in HIV-1 replication, a dominant effector genetics approach was developed to reveal signaling pathways on which HIV-1 depends for replication. A large library of short peptide aptamers was expressed via retroviral delivery in T cells. Peptides that interfered with T cell activation-dependent processes that might support HIV-1 replication were identified. One of the selected peptides altered signaling, lead to a difference in T cell activation status, and inhibited HIV-1 replication. The target of the peptide was JAB1/CSN5, a component of the signalosome complex. JAB1 expression overcame the inhibition of HIV-1 replication in the presence of peptide and also promoted HIV-1 replication in activated primary CD4+ T cells. This peptide blocked physiological release of JAB1 from the accessory T cell surface protein LFA-1, downstream AP-1 dependent events, NFAT activation, and HIV-1 replication. Thus, genetic selection for intracellular aptamer inhibitors of host cell processes proximal to signals at the immunological synapse of T cells can define unique mechanisms important to HIV-1 replication.
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Affiliation(s)
- Shigemi M Kinoshita
- Laboratory of Immune Regulation, Osaka University Graduate School of Frontier Biosciences, Suita, Osaka, Japan.
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Ma H, McLean JR, Chao LFI, Mana-Capelli S, Paramasivam M, Hagstrom KA, Gould KL, McCollum D. A highly efficient multifunctional tandem affinity purification approach applicable to diverse organisms. Mol Cell Proteomics 2012; 11:501-11. [PMID: 22474084 DOI: 10.1074/mcp.o111.016246] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Determining the localization, binding partners, and secondary modifications of individual proteins is crucial for understanding protein function. Several tags have been constructed for protein localization or purification under either native or denaturing conditions, but few tags permit all three simultaneously. Here, we describe a multifunctional tandem affinity purification (MAP) method that is both highly efficient and enables protein visualization. The MAP tag utilizes affinity tags inserted into an exposed surface loop of mVenus offering two advantages: (1) mVenus fluorescence can be used for protein localization or FACS-based selection of cell lines; and (2) spatial separation of the affinity tags from the protein results in high recovery and reduced variability between proteins. MAP purification was highly efficient in multiple organisms for all proteins tested. As a test case, MAP combined with liquid chromatography-tandem MS identified known and new candidate binding partners and modifications of the kinase Plk1. Thus the MAP tag is a new powerful tool for determining protein modification, localization, and interactions.
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Affiliation(s)
- Hanhui Ma
- Department of Microbiology and Physiological Systems, University of Massachusetts Medical School, Worcester, Massachusetts 01605, USA
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Marlatt SA, Kong Y, Cammett TJ, Korbel G, Noonan JP, DiMaio D. Construction and maintenance of randomized retroviral expression libraries for transmembrane protein engineering. Protein Eng Des Sel 2011; 24:311-20. [PMID: 21149273 PMCID: PMC3038463 DOI: 10.1093/protein/gzq112] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2010] [Revised: 10/29/2010] [Accepted: 11/14/2010] [Indexed: 11/12/2022] Open
Abstract
Genetic selection from libraries expressing proteins with randomized amino acid segments is a powerful approach to identify proteins with novel biological activities. Here, we assessed the utility of deep DNA sequencing to characterize the composition, diversity, size and stability of such randomized libraries. We used 454 pyrosequencing to sequence a retroviral library expressing small proteins with randomized transmembrane domains. Despite the potential for unintended random mutagenesis during its construction, the overall hydrophobic composition and diversity of the proteins encoded by the sequenced library conformed well to its design. In addition, our sequencing results allowed us to calculate a more accurate estimate of the number of different proteins encoded by the library and suggested that the traditional methods for estimating the size of randomized libraries may overestimate their true size. Our results further demonstrated that no significant genetic bottlenecks exist in the methods used to express complex retrovirus libraries in mammalian cells and recover library sequences from these cells. These findings suggest that deep sequencing can be used to determine the quality and content of other libraries with randomized segments and to follow individual sequences during selection.
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Affiliation(s)
- Sara A. Marlatt
- Department of Genetics, Yale School of Medicine, PO Box 208005, New Haven, CT 06520-8005, USA
| | - Yong Kong
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, 300 George Street, 8th Floor, New Haven, CT 06511-6624, USA
- Keck Biotechnology Resource Laboratory, Yale University, 300 George Street, Box 201, New Haven, CT 06511, USA
| | - Tobin J. Cammett
- Department of Genetics, Yale School of Medicine, PO Box 208005, New Haven, CT 06520-8005, USA
- Present address: Alexion Pharmaceuticals, 352 Knotter Drive, Cheshire, CT 06410, USA
| | - Gregory Korbel
- Department of Genetics, Yale School of Medicine, PO Box 208005, New Haven, CT 06520-8005, USA
- Present address: The Wharton School, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - James P. Noonan
- Department of Genetics, Yale School of Medicine, PO Box 208005, New Haven, CT 06520-8005, USA
- Yale Comprehensive Cancer Center, PO Box 208028, New Haven, CT 06520-8028, USA
| | - Daniel DiMaio
- Department of Genetics, Yale School of Medicine, PO Box 208005, New Haven, CT 06520-8005, USA
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, 300 George Street, 8th Floor, New Haven, CT 06511-6624, USA
- Department of Therapeutic Radiology, Yale School of Medicine, PO Box 208040, New Haven, CT 06520-8040, USA
- Yale Comprehensive Cancer Center, PO Box 208028, New Haven, CT 06520-8028, USA
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See HY, Lane DP. A Novel Unstructured Scaffold Based on 4EBP1 Enables the Functional Display of a Wide Range of Bioactive Peptides. J Mol Biol 2010; 404:819-31. [DOI: 10.1016/j.jmb.2010.09.063] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2010] [Revised: 09/22/2010] [Accepted: 09/29/2010] [Indexed: 01/11/2023]
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13
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Pavoor TV, Cho YK, Shusta EV. Development of GFP-based biosensors possessing the binding properties of antibodies. Proc Natl Acad Sci U S A 2009; 106:11895-900. [PMID: 19574456 DOI: 10.1073/pnas.0902828106] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Proteins that can bind specifically to targets that also have an intrinsic property allowing for easy detection could facilitate a multitude of applications. While the widely used green fluorescent protein (GFP) allows for easy detection, attempts to insert multiple binding loops into GFP to impart affinity for a specific target have been met with limited success because of the structural sensitivity of the GFP chromophore. In this study, directed evolution using a surrogate loop approach and yeast surface display yielded a family of GFP scaffolds capable of accommodating 2 proximal, randomized binding loops. The library of potential GFP-based binders or ''GFAbs'' was subsequently mined for GFAbs capable of binding to protein targets. Identified GFAbs bound with nanomolar affinity and required binding contributions from both loops indicating the advantage of a dual loop GFAb platform. Finally, GFAbs were solubly produced and used as fluorescence detection reagents to demonstrate their utility.
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14
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Abstract
The use of peptides as in vivo and in vitro ligand binding agents is hampered by the high flexibility, low stability and lack of intrinsic detection signal of peptide aptamers. Recent attempts to overcome these limitations included the integration of the binding peptide into a stable protein scaffold. In this paper, we present the optimization and testing of a circularly permuted variant of the green fluorescent protein (GFP). We examined the ability of the optimized scaffold to accept peptide insertions at three different regions. The three regions chosen are localized in close spatial proximity to each other and support different conformations of the inserted peptides. In all the three regions peptides with a biased, but still comprehensive, amino acid repertoire could be presented without disturbing the function of the optimized GFP-scaffold.
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Affiliation(s)
- Matthias Paschke
- Institut für Biochemie, Charité-Universitätsmedizin Berlin, Monbijoustrasse 20, D-10117 Berlin, Germany. mailto:
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15
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Dai M, Temirov J, Pesavento E, Kiss C, Velappan N, Pavlik P, Werner JH, Bradbury ARM. Using T7 phage display to select GFP-based binders. Protein Eng Des Sel 2008; 21:413-24. [PMID: 18469345 DOI: 10.1093/protein/gzn016] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Filamentous phage do not display cytoplasmic proteins very effectively. As T7 is a cytoplasmic phage, released by cell lysis, it has been prospected as being more efficient for the display of such proteins. Here we investigate this proposition, using a family of GFP-based cytoplasmic proteins that are poorly expressed by traditional phage display. Using two single-molecule detection techniques, fluorescence correlation spectroscopy and anti-bunching, we show that the number of displayed fluorescent proteins ranges from one to three. The GFP derivatives displayed on T7 contain binding loops able to recognize specific targets. By mixing these in a large background of non-binders, these derivatives were used to optimize selection conditions. Using the optimal selection conditions determined in these experiments, we then demonstrated the selection of specific binders from a library of GFP clones containing heavy chain CDR3 antibody binding loops derived from normal donors inserted at a single site. The selected GFP-based binders were successfully used to detect binding without the use of secondary reagents in flow cytometry, fluorescence-linked immunosorbant assays and immunoblotting. These results demonstrate that specific GFP-based affinity reagents, selected from T7-based libraries, can be used in applications in which only the intrinsic fluorescence is used for detection.
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Affiliation(s)
- M Dai
- Biosciences Division, Los Alamos National Laboratory, Los Alamos, NM, USA
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16
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Velappan N, Clements J, Kiss C, Valero-Aracama R, Pavlik P, Bradbury ARM. Fluorescence linked immunosorbant assays using microtiter plates. J Immunol Methods 2008; 336:135-41. [PMID: 18514691 DOI: 10.1016/j.jim.2008.04.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2007] [Revised: 04/07/2008] [Accepted: 04/08/2008] [Indexed: 11/28/2022]
Abstract
Fluorescence methods are widely used in the detection of antibodies and other binding events. However, as a general screening and detection tool in microtiter plates, enzyme linked immunosorbant (ELISA) methods predominate. In this paper we explore all parameters for effective use of fluorescence as a plate based detection method, including which microtiter plates can be used, the most effective means of immobilization, and the use of different fluorescent dyes or fluorescent proteins. These studies indicate that fluorescent immunosorbant assays (FLISA) can be used as effectively as enzymatic method in microtiter plate based screening methods, including the screening of phage antibody selections.
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Affiliation(s)
- N Velappan
- B division, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, United States
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17
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Borghouts C, Kunz C, Delis N, Groner B. Monomeric Recombinant Peptide Aptamers Are Required for Efficient Intracellular Uptake and Target Inhibition. Mol Cancer Res 2008; 6:267-81. [DOI: 10.1158/1541-7786.mcr-07-0245] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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18
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Chen SS, Barankiewicz T, Yang YM, Zanetti M, Hill P. Protection of IgE-mediated allergic sensitization by active immunization with IgE loops constrained in GFP protein scaffold. J Immunol Methods 2007; 333:10-23. [PMID: 18281056 DOI: 10.1016/j.jim.2007.10.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2007] [Accepted: 10/04/2007] [Indexed: 10/22/2022]
Abstract
Green fluorescent protein (GFP) exhibits a rigid central beta-barrel, formed by eleven beta-strands with floppy loops spanning between the stands. Herein, we evaluate whether the rigid beta-barrel may serve as a scaffold that can constrain the loops of a foreign protein, and thus its antigenicity. The spanning loops, site 6 of GFP, were engineered with RE cloning sites for inserting oligonucleotides corresponding to FcepsilonRI-binding sequence of human IgE. In a high-throughput format, shortened oligonucleotides encoding eight amino acid residues of the receptor-binding regions were inserted into site 6 of GFP by PCR, followed by enabling sequences for in vitro transcription and translation at the 5' end. Antigenized C2-3 linker (C2-3L) was shown by immuno-blots with polyclonal anti-IgE under native gel electrophoresis and transfer. Recombinant antigenized GFP was expressed and purified to homogeneity by metal affinity column, followed by Sephacryl S-200 high resolution gel filtration. Hyperimmune sera from mice immunized with C2-3L antigenized GFP contain anti-IgE reactive with JW8 murine/human chimeric IgE. Further, elevated serum anti-C2-3L and affinity pure antibodies effectively inhibits binding of JW8 IgE to recombinant FcepsilonRIalpha, and desensitizes JW8 to rat RBL-2H3 transfected with human FcepsilonRIalpha. This observation raised the possibility that active IgE vaccine may be employed in raising active protective anti-IgE in allergic patients as an alternative to passive immunization with MAb-E25 anti-IgE. Taken together, GFP appears suitable protein scaffold for spanning/constraining the C2-3L of human IgE as active vaccine; and this technique may be generally employed for eliciting antibodies to specific B-cell epitopes of other proteins.
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Affiliation(s)
- Swey-Shen Chen
- Department of Allergy and Immunology, The Institute of Genetics, San Diego, CA 92121, USA.
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19
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Gilch S, Kehler C, Schätzl HM. Peptide Aptamers Expressed in the Secretory Pathway Interfere with Cellular PrPSc Formation. J Mol Biol 2007; 371:362-73. [PMID: 17574575 DOI: 10.1016/j.jmb.2007.05.052] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2007] [Revised: 05/11/2007] [Accepted: 05/17/2007] [Indexed: 11/22/2022]
Abstract
Prion diseases are rare and obligatory fatal neurodegenerative disorders caused by the accumulation of a misfolded isoform (PrPSc) of the host-encoded prion protein (PrPc). Prophylactic and therapeutic regimens against prion diseases are very limited. To extend such strategies we selected peptide aptamers binding to PrP from a combinatorial peptide library presented on the Escherichia coli thioredoxin A (trxA) protein as a scaffold. In a yeast two-hybrid screen employing full-length murine PrP (aa 23-231) as a bait we identified three peptide aptamers that reproducibly bind to PrP. Treatment of prion-infected cells with recombinantly expressed aptamers added to the culture medium abolished PrPSc conversion with an IC50 between 350 and 700 nM. For expression in eukaryotic cells, peptide aptamers were fused to an N-terminal signal peptide for entry of the secretory pathway. The C terminus was modified by a glycosyl-phosphatidyl-inositol-(GPI) anchoring signal, a KDEL retention motif and the transmembrane and cytosolic domain of LAMP-I, respectively. These peptide aptamers retained their binding properties to PrPc and, depending on peptide sequence and C-terminal modification, interfered with endogenous PrPSc conversion upon expression in prion-infected cells. Notably, infection of cell cultures could be prevented by expression of KDEL peptide aptamers. For the first time, we show that trxA-based peptide aptamers can be targeted to the secretory pathway, thereby not losing the affinity for their target protein. Beside their inhibitory effect on prion conversion, these molecules could be used as fundament for rational drug design.
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Affiliation(s)
- Sabine Gilch
- Institute of Virology, Prion Research Group, Technical University Munich, Trogerstr. 30, 81675 Munich, Germany
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20
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Abstract
The limited cytoplasmic mobility of nonviral gene carriers is likely to contribute to their low transfection efficiency. This limitation could be overcome by mimicking the viral strategy of recruiting the dynein motor complex for efficient transport toward the host cell nucleus. A promising approach for attaching artificial cargo to dynein is through an adaptor peptide that binds the 8 kDa light chain (LC8) found in the cargo-binding region of the dynein complex. Several viral proteins that bind LC8 have in common an LC8-binding motif defined by (K/R)XTQT. Short peptides containing this motif have also been shown to bind recombinant LC8 in vitro. However, since the majority of intracellular LC8 exists outside of the dynein complex, it remains unclear whether peptides displaying this LC8-binding motif can access and bind to dynein-associated LC8. In this study, we employed biochemical analysis to investigate the feasibility of attaching artificial cargo to the dynein motor complex using a peptide displaying the well-characterized LC8-binding motif. We report that free intracellular LC8 bound specifically to an LC8-binding (TQT) peptide and not to a control peptide with a mutated LC8-binding motif. However, a similar binding interaction between the TQT peptide and intracellular dynein was not detected. To determine whether dynein binding of the TQT peptide was prevented by competition with free intracellular LC8 or due to the inability of the peptide to access its LC8 binding site in the dynein complex, the TQT peptide was evaluated for its ability to bind either purified LC8 or purified dynein. Our results demonstrate that, while the TQT peptide readily binds free LC8, it cannot bind to dynein-associated LC8. The results emphasize the need to identify functional dynein-binding peptides and highlight the importance of designing peptides that bind to the intact dynein motor complex.
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Affiliation(s)
| | - Suzie H. Pun
- Author to whom correspondence should be addressed. Mailing address: Foege Building, 1705 NE Pacific St., Room N530P, Box 355061, Seattle, WA 98195. Tel: (206) 685-3488. Fax: (206) 616-1984. E-mail:
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21
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Bès C, Troadec S, Chentouf M, Breton H, Lajoix AD, Heitz F, Gross R, Plückthun A, Chardès T. PIN-bodies: a new class of antibody-like proteins with CD4 specificity derived from the protein inhibitor of neuronal nitric oxide synthase. Biochem Biophys Res Commun 2006; 343:334-44. [PMID: 16540093 DOI: 10.1016/j.bbrc.2006.02.126] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2006] [Accepted: 02/06/2006] [Indexed: 11/24/2022]
Abstract
By inserting the CB1 paratope-derived peptide (PDP) from the anti-CD4 13B8.2 antibody binding pocket into each of the three exposed loops of the protein inhibitor of neuronal nitric oxide synthase (PIN), we have combined the anti-CD4 specificity of the selected PDP with the stability, ease of expression/purification, and the known molecular architecture of the phylogenetically well-conserved PIN scaffold protein. Such "PIN-bodies" were able to bind CD4 with a better affinity and specificity than the soluble PDP; additionally, in competitive ELISA experiments, CD4-specific PIN-bodies were more potent inhibitors of the binding of the parental recombinant antibody 13B8.2 to CD4 than the soluble PDP. The efficiency of CD4-specific CB1-inserted PIN-bodies was confirmed in biological assays where these constructs showed higher potencies to block antigen presentation by inhibition of IL-2 secretion and to inhibit the one-way and two-way mixed lymphocyte reactions, compared with soluble anti-CD4 PDP CB1. Insertion of the PDP into the first exposed loop (position 33/34) of PIN appeared to be the most promising scaffold. Taken together, our findings demonstrate that the PIN molecule is a suitable scaffold to expose new peptide loops and generate small artificial ligand-binding products with defined specificities.
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Affiliation(s)
- Cédric Bès
- CNRS UMR 5160, Centre de Pharmacologie et Biotechnologie pour la Santé, Faculté de Pharmacie, 15 Avenue Charles Flahault, BP 14491, 34093 Montpellier Cedex 5, France.
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22
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23
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Abstract
The completion of the human genome sequence and the development of new techniques, which allow the visualisation of comprehensive gene expression patterns, has led to the identification of a large number of gene products differentially expressed in tumours and corresponding normal tissues. The task at hand is the sorting of these genes into correlative and causative ones. Correlative genes are merely changed as a consequence of transformation and have no decisive effects upon transformation. In contrast, causative genes play a direct role in the process of cellular transformation and the maintenance of the transformed state, which can be exploited for therapeutic purposes. Oncogenes and tumour suppressor genes are prime targets for the development of new inhibitors and gene therapeutic strategies. However, many target oncogene products do not exhibit enzymatic activity that can be inhibited by conventional small molecular weight compounds. They exert their functions through regulated protein-protein or protein-DNA interactions and might require other compounds for efficient interference with such functions. Peptides are emerging as a novel class of drugs for cancer therapy, which could fulfil these tasks. Peptide therapy aims at the specific inhibition of inappropriately activated oncogenes. This review will focus on the selection procedures, which can be employed to identify useful peptides for the treatment of cancer. Before peptide-based therapeutics can become useful, it will be necessary to increase their stability by modifications or the use of scaffolds. Additionally, various delivery methods including liposomes and particularly the use of protein transduction domains (PTDs) have to be explored. These strategies will yield highly specific and more effective peptides and improve the potential of peptide-based anti-cancer therapeutics.
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Affiliation(s)
- Corina Borghouts
- Georg-Speyer-Haus, Institute for Biomedical Research, Frankfurt am Main, Germany
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24
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Pédelacq JD, Cabantous S, Tran T, Terwilliger TC, Waldo GS. Engineering and characterization of a superfolder green fluorescent protein. Nat Biotechnol 2005; 24:79-88. [PMID: 16369541 DOI: 10.1038/nbt1172] [Citation(s) in RCA: 1590] [Impact Index Per Article: 83.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2005] [Accepted: 08/25/2005] [Indexed: 11/08/2022]
Abstract
Existing variants of green fluorescent protein (GFP) often misfold when expressed as fusions with other proteins. We have generated a robustly folded version of GFP, called 'superfolder' GFP, that folds well even when fused to poorly folded polypeptides. Compared to 'folding reporter' GFP, a folding-enhanced GFP containing the 'cycle-3' mutations and the 'enhanced GFP' mutations F64L and S65T, superfolder GFP shows improved tolerance of circular permutation, greater resistance to chemical denaturants and improved folding kinetics. The fluorescence of Escherichia coli cells expressing each of eighteen proteins from Pyrobaculum aerophilum as fusions with superfolder GFP was proportional to total protein expression. In contrast, fluorescence of folding reporter GFP fusion proteins was strongly correlated with the productive folding yield of the passenger protein. X-ray crystallographic structural analyses helped explain the enhanced folding of superfolder GFP relative to folding reporter GFP.
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Affiliation(s)
- Jean-Denis Pédelacq
- Bioscience Division, MS-M888, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
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25
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Abstract
During the past two decades, our understanding of oncogenesis has advanced considerably and many new signalling pathways have been identified. Differences in signalling events that distinguish normal cells from tumour cells provide new targets for the development of anticancer agents. Peptide aptamers are small peptide sequences that have been selected to recognise a predetermined target protein domain and are potentially able to interfere with its function. They represent useful molecules for manipulating protein function in vivo. The isolation and use of specific peptide aptamers as inhibitors of individual signalling components, essential in cancer development and progression, provides a new challenge for drug development. Although peptides make up only a small fraction of current therapeutics, their potential is being enhanced by new developments affecting their modification, stability, delivery and their successful application in preclinical settings. This review summarises the methods that can be used for the isolation and delivery of peptide aptamers, as well as the important achievements that have been made using such peptide aptamers in different systems. The applicability of peptide aptamers as novel cancer therapeutics will be discussed.
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Affiliation(s)
- Corina Borghouts
- Georg-Speyer-Haus Institute for Biomedical Research, Paul-Ehrlich-Strasse 42-44, D-60596 Frankfurt am Main, Germany
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26
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Woodman R, Yeh JTH, Laurenson S, Ko Ferrigno P. Design and Validation of a Neutral Protein Scaffold for the Presentation of Peptide Aptamers. J Mol Biol 2005; 352:1118-33. [PMID: 16139842 DOI: 10.1016/j.jmb.2005.08.001] [Citation(s) in RCA: 66] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2005] [Accepted: 08/03/2005] [Indexed: 10/25/2022]
Abstract
Peptide aptamers are peptides constrained and presented by a scaffold protein that are used to study protein function in cells. They are able to disrupt protein-protein interactions and to constitute recognition modules that allow the creation of a molecular toolkit for the intracellular analysis of protein function. The success of peptide aptamer technology is critically dependent on the performance of the scaffold. Here, we describe a rational approach to the design of a new peptide aptamer scaffold. We outline the qualities that an ideal scaffold would need to possess to be broadly useful for in vitro and in vivo studies and apply these criteria to the design of a new scaffold, called STM. Starting from the small, stable intracellular protease inhibitor stefin A, we have engineered a biologically neutral scaffold that retains the stable conformation of the parent protein. We show that STM is able to present peptides that bind to targets of interest, both in the context of known interactors and in library screens. Molecular tools based on our scaffold are likely to be used in a wide range of studies of biological pathways, and in the validation of drug targets.
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Affiliation(s)
- Robbie Woodman
- MRC Cancer Cell Unit Hutchison/MRC Research Centre, Hills Road, Cambridge CB2 2 XZ, UK
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27
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Wolkowicz R, Jager GC, Nolan GP. A random peptide library fused to CCR5 for selection of mimetopes expressed on the mammalian cell surface via retroviral vectors. J Biol Chem 2005; 280:15195-201. [PMID: 15657029 DOI: 10.1074/jbc.m500254200] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
A random peptide library was expressed on the surface of a mammalian cell by applying retroviral vectors. The random sequence was fused to the CCR5 chemokine receptor, which served as a scaffold to present the library at the cell surface. We used this library to isolate an epitope mimetope in a proof of principle system. This approach can become a tool for rapid creation of peptidic expression domains in a eukaryotic environment. Applications include the creation of decoys for receptors in cell-cell interactions, screening for molecules that drive ligand expression on target cells in two-cell interaction screens, among other utilities.
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Affiliation(s)
- Roland Wolkowicz
- Department of Microbiology and Immunology, Baxter Laboratory in Genetic Pharmacology, School of Medicine, Stanford University, Stanford, California 94305-5175, USA
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28
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Karlsson GB, Jensen A, Stevenson LF, Woods YL, Lane DP, Sørensen MS. Activation of p53 by scaffold-stabilised expression of Mdm2-binding peptides: visualisation of reporter gene induction at the single-cell level. Br J Cancer 2004; 91:1488-94. [PMID: 15381928 PMCID: PMC2409917 DOI: 10.1038/sj.bjc.6602143] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Small peptides that perturb intracellular signalling pathways are useful tools in the identification and validation of new drug targets. To facilitate the analysis of biologically active peptides, we have developed retroviral vectors expressing an intracellular scaffold protein that significantly enhances the stability of small peptides in mammalian cells. This approach was chosen because retroviral transduction results in efficient and controlled delivery of the gene encoding the effector peptide, while the scaffold protein not only stabilises the peptide but also facilitates the analysis and potential isolation of the target protein. Here, we have adapted a p53-responsive reporter assay to flow cytometry to demonstrate the versatility of this approach by using peptides with known Mdm2-binding activities inserted into a stable scaffold protein that is suitable for intracellular expression in multiple compartments of mammalian cells. This strategy should be generally applicable to the study of small biologically active peptides in diverse functional assays.
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Affiliation(s)
- G B Karlsson
- Pharmexa A/S, Kogle Allé 6, DK-2970 Hørsholm, Denmark.
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29
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Abstract
The use of so-called protein scaffolds for the generation of novel binding proteins via combinatorial engineering has recently emerged as a powerful alternative to natural or recombinant antibodies. This concept requires an extraordinary stable protein architecture tolerating multiple substitutions or insertions at the primary structural level. With respect to broader applicability it should involve a type of polypeptide fold which is observed in differing natural contexts and with distinct biochemical functions, so that it is likely to be adaptable to novel molecular recognition purposes. The quickly growing number of approaches can be classified into three groups: carrier proteins for the display of single variegated loops, scaffolds providing rigid elements of secondary structure, and protein frameworks supporting a group of conformationally variable loops in a fixed spatial arrangement. Generally, such artificial receptor proteins should be based on monomeric and small polypeptides that are robust, easily engineered, and efficiently produced in inexpensive prokaryotic expression systems. Today, progress in protein library technology allows for the parallel development of immunoglobulin (Ig) as well as scaffold-based affinity reagents. Both biomolecular tools have the potential to complement each other, thus expanding the possibility to find an affinity reagent suitable for a given application. The repertoire of protein scaffolds hitherto recruited for combinatorial protein engineering purposes will probably be further expanded in the future, including both additional natural proteins and de novo designed proteins, contributing to the collection of libraries available at present. In this review both the structural features and the practical use of scaffold proteins will be discussed and exemplified.
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Affiliation(s)
- Per-Ake Nygren
- Department of Biotechnology, Royal Institute of Technology (KTH), AlbaNova University Center, Roslagstullsbacken 21, SE-106 91 Stockholm, Sweden.
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30
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Hitoshi Y, Gururaja T, Pearsall DM, Lang W, Sharma P, Huang B, Catalano SM, McLaughlin J, Pali E, Peelle B, Vialard J, Janicot M, Wouters W, Luyten W, Bennett MK, Anderson DC, Payan DG, Lorens JB, Bogenberger J, Demo S. Cellular localization and antiproliferative effect of peptides discovered from a functional screen of a retrovirally delivered random peptide library. ACTA ACUST UNITED AC 2004; 10:975-87. [PMID: 14583264 DOI: 10.1016/j.chembiol.2003.09.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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31
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Abstract
We present an approach that generates an oligomer-based library with minimal need for restriction site modification of sequences in the target vector. The technique has the advantage that it can be applied for generating peptide aptamer libraries at sites within proteins without the need for introducing flanking enzyme sites. As an example we present a phagemid retroviral shuttle vector that can be used to achieve stable expression of the library in mammalian cells for the purpose of screening for peptides with desired biological activity.
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Affiliation(s)
- M B Hale
- Department of Molecular Pharmacology, School of Medicine, Stanford University, Stanford, CA 94305, USA
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32
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Zeytun A, Jeromin A, Scalettar BA, Waldo GS, Bradbury ARM. Fluorobodies combine GFP fluorescence with the binding characteristics of antibodies. Nat Biotechnol 2003; 21:1473-9. [PMID: 14608366 DOI: 10.1038/nbt911] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2003] [Accepted: 09/26/2003] [Indexed: 11/09/2022]
Abstract
The difficulty of deriving binding ligands to targets identified by genomic sequencing has led to a bottleneck in genomic research. By inserting diverse antibody binding loops into four of the exposed loops at one end of green fluorescent protein (GFP), we have mimicked the natural antibody binding footprint to create robust binding ligands that combine the advantages of antibodies (high affinity and specificity) with those of GFP (intrinsic fluorescence, high stability, expression and solubility). These 'fluorobodies' have been used effectively in enzyme-linked immunosorbent assays (ELISAs), flow cytometry, immuno-fluorescence, arrays and gel shift assays, and show affinities as high as antibodies. Furthermore, the intrinsic fluorescence of fluorobodies correlates with binding activity, allowing the rapid determination of functionality, concentration and affinity. These properties render them especially suitable for the high-throughput genomic scale selections required in proteomics, as well as in diagnostics, target validation and drug development.
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Affiliation(s)
- Ahmet Zeytun
- Bioscience Division, HRL-1 TA-43 MS M888, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
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Gururaja T, Li W, Catalano S, Bogenberger J, Zheng J, Keller B, Vialard J, Janicot M, Li L, Hitoshi Y, Payan DG, Anderson DC. Cellular Interacting Proteins of Functional Screen-Derived Antiproliferative and Cytotoxic Peptides Discovered Using Shotgun Peptide Sequencing. ACTA ACUST UNITED AC 2003; 10:927-37. [PMID: 14583259 DOI: 10.1016/j.chembiol.2003.09.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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34
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Gururaja TL, Li W, Payan DG, Anderson DC. Utility of peptide-protein affinity complexes in proteomics: identification of interaction partners of a tumor suppressor peptide. J Pept Res 2003; 61:163-76. [PMID: 12605602 DOI: 10.1034/j.1399-3011.2003.00044.x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
We used a N-biotinylated peptide analog of the C-terminal domain of the tumor suppressor protein, p21cip1/waf1 to elucidate peptide/protein interacting partners. The C-terminal domain of p21cip1/waf1 protein spanning 141-160 amino acid residues is known to bind PCNA and this interaction is important in many biological processes including cell-cycle control. This C-terminal 20-mer efficiently extracts PCNA in the presence of a variety of N- or C-terminally attached affinity tags. Using difference silver stained 2D gels combined with in-gel tryptic digests, we identified the difference spots using MALDI-TOF mass spectrometry-based peptide mass fingerprinting followed by a database search using PROFOUND against NCBIs human nonredundant protein sequence data bank. Identified spots include the p48 subunit of chromatin assembly factor-1, the heat shock 70 protein analog BiP, calmodulin, nucleolin and a spot similar in size to dimeric PCNA. In contrast, microcapillary ion-trap LC-MS/MS analysis of a tryptic digest of entire affinity extracts derived from both control and experimental runs followed by database searches using SEQUEST confirmed the presence of most of the above proteins. This strategy also identified hnRNPA1, HPSP90alpha, HSP40 and T-complex protein 1, a protein similar to prothymosin, and a possible allelic variant of the p21cip1/waf1 protein. The use of N-biotinylated peptide derived from the C-terminal domain of p21cip1/waf1 protein in proteomic analysis exemplified here suggests that peptides obtained from intracellular functional screens could also potentially serve as efficient baits to discover new drug targets.
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Affiliation(s)
- T L Gururaja
- Rigel Pharmaceuticals Inc, San Francisco, CA 94080, USA.
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35
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Larsson O, Thormeyer D, Asinger A, Wihlén B, Wahlestedt C, Liang Z. Quantitative codon optimisation of DNA libraries encoding sub-random peptides: design and characterisation of a novel library encoding transmembrane domain peptides. Nucleic Acids Res 2002; 30:e133. [PMID: 12466565 PMCID: PMC137988 DOI: 10.1093/nar/gnf133] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Codons for amino acids sharing similar chemical properties seem to cluster on the genetic codon table. Such a geographical distribution of the codons was exploited to create chemically synthesised DNA that encodes peptide libraries containing only a subset of the 20 natural amino acids. The frequency of each amino acid in the subset was further optimised by quantitatively manipulating the ratio of the four phosphoamidites during chemical synthesis of the libraries. Peptides encoded by such libraries show a reduced complexity and could be enriched in peptides of a desired property, which are thus more suitable when screening for functional peptides. Proof of concept for the codon-biased design of peptide libraries was shown by design, synthesis, and characterisation of a transmembrane peptide library that contains >80% transmembrane peptides, representing a 160-fold enrichment compared with a fully randomised library.
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Affiliation(s)
- Ola Larsson
- Center for Genomics and Bioinformatics (CGB), Karolinska Institutet, 171 77 Stockholm, Sweden
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36
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Kinsella TM, Ohashi CT, Harder AG, Yam GC, Li W, Peelle B, Pali ES, Bennett MK, Molineaux SM, Anderson DA, Masuda ES, Payan DG. Retrovirally delivered random cyclic Peptide libraries yield inhibitors of interleukin-4 signaling in human B cells. J Biol Chem 2002; 277:37512-8. [PMID: 12167667 DOI: 10.1074/jbc.m206162200] [Citation(s) in RCA: 80] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Inteins are polypeptide sequences found in a small set of primarily bacterial proteins that promote the splicing of flanking pre-protein sequences to generate mature protein products. Inteins can be engineered in a "split and inverted" configuration such that the protein splicing product is a cyclic polypeptide consisting of the sequence linking two intein subdomains. We have engineered a split intein into a retroviral expression system to enable the intracellular delivery of a library of random cyclic peptides in human cells. Cyclization of peptides could be detected in cell lysates using mass spectrometry. A functional genetic screen to identify 5-amino acid-long cyclic peptides that block interleukin-4 mediated IgE class switching in B cells yielded 13 peptides that selectively inhibited germ line epsilon transcription. These results demonstrate the generation of cyclic peptide libraries in human cells and the power of functional screening to rapidly identify biologically active peptides.
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37
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Gururaja T, Li W, Bernstein J, Payan DG, Anderson DC. Use of MEDUSA-based data analysis and capillary HPLC-ion-trap mass spectrometry to examine complex immunoaffinity extracts of RBAp48. J Proteome Res 2002; 1:253-61. [PMID: 12645902 DOI: 10.1021/pr0255147] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
To examine the Jurkat cell interaction partners of RbAp48, we digested entire immunoaffinity extracts with trypsin and identified potential interacting proteins using one- and two-dimensional microcapillary HPLC-ion-trap mass spectrometry. An Oracle-based automated data analysis system (MEDUSA) was used to compare quadruplicate anti-RbAp48 antibody affinity extracts with two sets of quadruplicate control extracts. The anti-RbAp48 extracts contained over 40 difference 1D gel bands. We identified all known proteins of the NuRD/Mi-2 complex including human p66. Three potential homologues of members of this complex were also found, suggesting that there may be more than one variant of this complex. Eleven proteins associated with RNA binding or pre-mRNA splicing were observed. Four other proteins, including a putative tumor suppressor, were identified, as were 18 ribosomal proteins. There was little overlap with RbAp48-interacting proteins defined by yeast two-hybrid methods. These results demonstrate the analysis of a complex immunoaffinity extract and suggest a more complex cellular role for RbAp48 than previously documented.
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Affiliation(s)
- Tarikere Gururaja
- Rigel, Incorporated, 240 East Grand Avenue, South San Francisco, California 94066, USA
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Lorens JB, Sousa C, Bennett MK, Molineaux SM, Payan DG. The use of retroviruses as pharmaceutical tools for target discovery and validation in the field of functional genomics. Curr Opin Biotechnol 2001; 12:613-21. [PMID: 11849944 DOI: 10.1016/s0958-1669(01)00269-5] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Retrovirally mediated functional genomics enables identification of physiologically relevant cellular therapeutic targets. Unique properties of retroviruses make them ideal tools for the introduction of large and diverse libraries of potential genetic effectors to a variety of cell types. The identification and recovery of intracellular library elements responsible for altered disease responses establishes a direct basis for pharmaceutical development. Recent innovations in retroviral infection efficiency and expression control have broadened application of the methodology to include libraries of mutagenized cDNAs, peptides and ribozyme genetic effectors.
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Affiliation(s)
- J B Lorens
- Rigel, Inc., 240 East Grand Avenue, South San Francisco, CA 94080, USA.
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Peelle B, Gururaja TL, Payan DG, Anderson DC. Characterization and use of green fluorescent proteins from Renilla mulleri and Ptilosarcus guernyi for the human cell display of functional peptides. J Protein Chem 2001; 20:507-19. [PMID: 11760126 DOI: 10.1023/a:1012514715338] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Green fluorescent protein (GFP) is useful as an intracellular scaffold for the display of random peptide libraries in yeast. GFPs with a different sequence from Aequorea victoria have recently been identified from Renilla mulleri and Ptilosarcus gurneyi. To examine these proteins as intracellular scaffolds for peptide display in human cells, we have determined the expression level of retrovirally delivered human codon-optimized versions in Jurkat-E acute lymphoblastic leukemia cells using fluorescence activated cell sorting and Western blots. Each wild type protein is expressed at 40% higher levels than A. victoria mutants optimized for maximum fluorescence. We have compared the secondary structure and stability of these GFPs with A. victoria GFP using circular dichroism (CD). All three GFPs essentially showed a perfect beta-strand conformation and their melting temperatures (Tm) are very similar, giving an experimental evidence of a similar overall structure. Folded Renilla GFP allows display of an influenza hemagglutinin epitope tag in several internal insertion sites, including one which is not permissive for such display in Aequorea GFP, giving greater flexibility in peptide display options. To test display of a functional peptide, we show that the SV-40 derived nuclear localization sequence PPKKKRKV, when inserted into two different potential loops, results in the complete localization of Renilla GFP to the nucleus of human A549 cells.
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Affiliation(s)
- B Peelle
- Protein Chemistry Department, Rigel Pharmaceuticals, Inc., S. San Francisco, California 94080, USA
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Affiliation(s)
- K K. Jain
- Bläsiring 7, CH-4057, tel/fax: +4161 692 4461, URL: http://pharmabiotech.ch, Basel, Switzerland
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