1
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Levin I, Štrajbl M, Fastman Y, Baran D, Twito S, Mioduser J, Keren A, Fischman S, Zhenin M, Nimrod G, Levitin N, Mayor MB, Gadrich M, Ofran Y. Accurate profiling of full-length Fv in highly homologous antibody libraries using UMI tagged short reads. Nucleic Acids Res 2023; 51:e61. [PMID: 37014016 PMCID: PMC10287906 DOI: 10.1093/nar/gkad235] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 03/14/2023] [Accepted: 03/29/2023] [Indexed: 04/05/2023] Open
Abstract
Deep parallel sequencing (NGS) is a viable tool for monitoring scFv and Fab library dynamics in many antibody engineering high-throughput screening efforts. Although very useful, the commonly used Illumina NGS platform cannot handle the entire sequence of scFv or Fab in a single read, usually focusing on specific CDRs or resorting to sequencing VH and VL variable domains separately, thus limiting its utility in comprehensive monitoring of selection dynamics. Here we present a simple and robust method for deep sequencing repertoires of full length scFv, Fab and Fv antibody sequences. This process utilizes standard molecular procedures and unique molecular identifiers (UMI) to pair separately sequenced VH and VL. We show that UMI assisted VH-VL matching allows for a comprehensive and highly accurate mapping of full length Fv clonal dynamics in large highly homologous antibody libraries, as well as identification of rare variants. In addition to its utility in synthetic antibody discovery processes, our method can be instrumental in generating large datasets for machine learning (ML) applications, which in the field of antibody engineering has been hampered by conspicuous paucity of large scale full length Fv data.
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Affiliation(s)
| | | | | | | | | | | | - Adi Keren
- Biolojic Design, Ltd, Rehovot, Israel
| | | | | | | | | | | | | | - Yanay Ofran
- Biolojic Design, Ltd, Rehovot, Israel
- The Goodman Faculty of Life Sciences, Bar Ilan University, Ramat Gan, Israel
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2
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Ide M, Tabata N, Yonemura Y, Shirasaki T, Murai K, Wang Y, Ishida A, Okada H, Honda M, Kaneko S, Doi N, Ito S, Yanagawa H. Guanine nucleotide exchange factor DOCK11-binding peptide fused with a single chain antibody inhibits Hepatitis B Virus infection and replication. J Biol Chem 2022; 298:102097. [PMID: 35660020 PMCID: PMC9241042 DOI: 10.1016/j.jbc.2022.102097] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 05/19/2022] [Accepted: 05/23/2022] [Indexed: 12/26/2022] Open
Abstract
Hepatitis B virus (HBV) infection is a major global health problem with no established cure. Dedicator of cytokinesis 11 (DOCK11), known as a guanine nucleotide exchange factor (GEF) for Cdc42, is reported to be essential for the maintenance of HBV. However, potential therapeutic strategies targeting DOCK11 have not yet been explored. We have previously developed an in vitro virus method as a more efficient tool for the analysis of proteomics and evolutionary protein engineering. In this study, using the in vitro virus method, we screened and identified a novel antiasialoglycoprotein receptor (ASGR) antibody, ASGR3-10M, and a DOCK11-binding peptide, DCS8-42A, for potential use in HBV infection. We further constructed a fusion protein (10M-D42AN) consisting of ASGR3-10M, DCS8-42A, a fusogenic peptide, and a nuclear localization signal to deliver the peptide inside hepatocytes. We show using immunofluorescence staining that 10M-D42AN was endocytosed into early endosomes and released into the cytoplasm and nucleus. Since DCS8-42A shares homology with activated cdc42-associated kinase 1 (Ack1), which promotes EGFR endocytosis required for HBV infection, we also found that 10M-D42AN inhibited endocytosis of EGFR and Ack1. Furthermore, we show 10M-D42AN suppressed the function of DOCK11 in the host DNA repair system required for covalently closed circular DNA synthesis and suppressed HBV proliferation in mice. In conclusion, this study realizes a novel hepatocyte-specific drug delivery system using an anti-ASGR antibody, a fusogenic peptide, and DOCK11-binding peptide to provide a novel treatment for HBV.
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Affiliation(s)
- Mayuko Ide
- Research Department, Purotech Bio Inc, Yokohama, Kanagawa, 230-0045, Japan
| | - Noriko Tabata
- Research Department, Purotech Bio Inc, Yokohama, Kanagawa, 230-0045, Japan
| | - Yuko Yonemura
- Research Department, Purotech Bio Inc, Yokohama, Kanagawa, 230-0045, Japan
| | - Takayoshi Shirasaki
- Department of Clinical Laboratory Medicine, Kanazawa University Graduate School of Health Medicine, Kanazawa, Ishikawa, 920-0942, Japan
| | - Kazuhisa Murai
- Department of Clinical Laboratory Medicine, Kanazawa University Graduate School of Health Medicine, Kanazawa, Ishikawa, 920-0942, Japan
| | - Ying Wang
- Department of Clinical Laboratory Medicine, Kanazawa University Graduate School of Health Medicine, Kanazawa, Ishikawa, 920-0942, Japan
| | - Atsuya Ishida
- Department of Clinical Laboratory Medicine, Kanazawa University Graduate School of Health Medicine, Kanazawa, Ishikawa, 920-0942, Japan
| | - Hikari Okada
- Department of Gastroenterology, Kanazawa University Graduate School of Medicine, Kanazawa, Ishikawa, 920-8641, Japan
| | - Masao Honda
- Department of Clinical Laboratory Medicine, Kanazawa University Graduate School of Health Medicine, Kanazawa, Ishikawa, 920-0942, Japan; Department of Gastroenterology, Kanazawa University Graduate School of Medicine, Kanazawa, Ishikawa, 920-8641, Japan
| | - Shuichi Kaneko
- Department of Gastroenterology, Kanazawa University Graduate School of Medicine, Kanazawa, Ishikawa, 920-8641, Japan
| | - Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, Yokohama, Kanagawa, 223-8522, Japan
| | - Satoru Ito
- Research Department, Purotech Bio Inc, Yokohama, Kanagawa, 230-0045, Japan
| | - Hiroshi Yanagawa
- Research Department, Purotech Bio Inc, Yokohama, Kanagawa, 230-0045, Japan.
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3
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Nagumo Y, Fujiwara K, Horisawa K, Yanagawa H, Doi N. PURE mRNA display for in vitro selection of single-chain antibodies. J Biochem 2015; 159:519-26. [PMID: 26711234 DOI: 10.1093/jb/mvv131] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2015] [Accepted: 11/09/2015] [Indexed: 11/13/2022] Open
Abstract
mRNA display is a method to form a covalent linkage between a cell-free synthesized protein (phenotype) and its encoding mRNA (genotype) through puromycin for in vitro selection of proteins. Although a wheat germ cell-free translation system has been previously used in our mRNA display system, a protein synthesis using recombinant elements (PURE) system is a more attractive approach because it contains no endogenous nucleases and proteases and is optimized for folding of antibodies with disulphide bonds. However, when we used the PURE system for mRNA display of single-chain Fv (scFv) antibodies, the formation efficiency of the mRNA-protein conjugates was quite low. To establish an efficient platform for the PURE mRNA display of scFv, we performed affinity selection of a library of scFv antibodies with a C-terminal random sequence and obtained C-terminal sequences that increased the formation of mRNA-protein conjugates. We also identified unexpected common substitution mutations around the start codon of scFv antibodies, which were inferred to destabilize the mRNA secondary structure. This destabilization causes an increase in protein expression and the efficiency of the formation of mRNA-protein conjugates. We believe these improvements should make the PURE mRNA display more efficient for selecting antibodies for diagnostic and therapeutic applications.
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Affiliation(s)
- Yu Nagumo
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Yokohama 223-8522, Japan
| | - Kei Fujiwara
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Yokohama 223-8522, Japan
| | - Kenichi Horisawa
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Yokohama 223-8522, Japan
| | - Hiroshi Yanagawa
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Yokohama 223-8522, Japan
| | - Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Yokohama 223-8522, Japan
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4
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Watanabe Y, Yoshida M, Yamanishi K, Yamamoto H, Okuzaki D, Nojima H, Yasunaga T, Okamura H, Matsunaga H, Yamanishi H. Genetic analysis of genes causing hypertension and stroke in spontaneously hypertensive rats: Gene expression profiles in the kidneys. Int J Mol Med 2015; 36:712-24. [PMID: 26165378 PMCID: PMC4533772 DOI: 10.3892/ijmm.2015.2281] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2015] [Accepted: 06/25/2015] [Indexed: 12/15/2022] Open
Abstract
Spontaneously hypertensive rats (SHRs) and stroke-prone SHRs (SHRSP) are frequently used as models not only of essential hypertension and stroke, but also of attention-deficit hyperactivity disorder (ADHD). Normotensive Wistar-Kyoto (WKY) rats are normally used as controls in these studies. In the present study, we aimed to identify the genes causing hypertension and stroke, as well as the genes involved in ADHD using these rats. We previously analyzed gene expression profiles in the adrenal glands and brain. Since the kidneys can directly influence the functions of the cardiovascular, endocrine and sympathetic nervous systems, gene expression profiles in the kidneys of the 3 rat strains were examined using genome-wide microarray technology when the rats were 3 and 6 weeks old, a period in which rats are considered to be in a pre-hypertensive state. Gene expression profiles were compared between the SHRs and WKY rats and also between the SHRSP and SHRs. A total of 232 unique genes showing more than a 4-fold increase or less than a 4-fold decrease in expression were isolated as SHR- and SHRSP-specific genes. Candidate genes were then selected using two different web tools: the 1st tool was the Database for Annotation, Visualization and Integrated Discovery (DAVID), which was used to search for significantly enriched genes and categorized them using Gene Ontology (GO) terms, and the 2nd was Ingenuity Pathway Analysis (IPA), which was used to search for interactions among SHR- and also SHRSP‑specific genes. The analyses of SHR-specific genes using IPA revealed that B-cell CLL/lymphoma 6 (Bcl6) and SRY (sex determining region Y)-box 2 (Sox2) were possible candidate genes responsible for causing hypertension in SHRs. Similar analyses of SHRSP-specific genes revealed that angiotensinogen (Agt), angiotensin II receptor-associated protein (Agtrap) and apolipoprotein H (Apoh) were possible candidate genes responsible for triggering strokes. Since our results revealed that SHRSP-specific genes isolated from the kidneys of rats at 6 weeks of age, included 6 genes related to Huntington's disease, we discussed the genetic association between ADHD and Huntington's disease.
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Affiliation(s)
- Yuko Watanabe
- Hirakata General Hospital for Developmental Disorders, Hirakata, Osaka 573-0122, Japan
| | - Momoko Yoshida
- Hirakata General Hospital for Developmental Disorders, Hirakata, Osaka 573-0122, Japan
| | - Kyosuke Yamanishi
- Department of Neuropsychiatry, Hyogo College of Medicine, Nishinomiya, Hyogo 663-8501, Japan
| | - Hideyuki Yamamoto
- Institute for Advanced Medical Sciences, Hyogo College of Medicine, Nishinomiya, Hyogo 663-8501, Japan
| | - Daisuke Okuzaki
- DNA-Chip Development Center for Infectious Diseases, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka 565-0871, Japan
| | - Hiroshi Nojima
- DNA-Chip Development Center for Infectious Diseases, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka 565-0871, Japan
| | - Teruo Yasunaga
- Department of Genome Informatics, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka 565-0871, Japan
| | - Haruki Okamura
- Institute for Advanced Medical Sciences, Hyogo College of Medicine, Nishinomiya, Hyogo 663-8501, Japan
| | - Hisato Matsunaga
- Department of Neuropsychiatry, Hyogo College of Medicine, Nishinomiya, Hyogo 663-8501, Japan
| | - Hiromichi Yamanishi
- Hirakata General Hospital for Developmental Disorders, Hirakata, Osaka 573-0122, Japan
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5
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Horisawa K, Imai T, Okano H, Yanagawa H. The Musashi family RNA-binding proteins in stem cells. Biomol Concepts 2015; 1:59-66. [PMID: 25961986 DOI: 10.1515/bmc.2010.005] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
The Musashi family is an evolutionarily conserved group of RNA-binding proteins. In mammal, two members of the group, Msi1 and Msi2, have been identified to date. Msi1 is considered to play roles in maintaining the stem cell status (stemness) of neural stem/progenitor cells in adults and in the development of central nervous system through translational regulation of its target mRNAs, which encode regulators of signal transduction and the cell cycle. Recently, strong expression of Msi1 in various somatic stem/progenitor cells of adult tissues, such as eye, gut, stomach, breast, and hair follicle, has been reported. The protein is also expressed in various cancer cells, and ectopically emerging cells have been found in neural tissues of patients with diseases involving neural disorder, including epilepsy. Many novel target mRNAs and regulatory pathways of Msi1 have been reported in recent years. Here, we present a review of the functions and action mechanisms of Msi1 protein and discuss possible directions for further study.
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Structural basis for inhibition of the MDM2:p53 interaction by an optimized MDM2-binding peptide selected with mRNA display. PLoS One 2014; 9:e109163. [PMID: 25275651 PMCID: PMC4183577 DOI: 10.1371/journal.pone.0109163] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2014] [Accepted: 08/29/2014] [Indexed: 12/21/2022] Open
Abstract
The oncoprotein MDM2 binds to tumor suppressor protein p53 and inhibits its anticancer activity, which leads to promotion of tumor cell growth and tumor survival. Abrogation of the p53:MDM2 interaction reportedly results in reactivation of the p53 pathway and inhibition of tumor cell proliferation. We recently performed rigorous selection of MDM2-binding peptides by means of mRNA display and identified an optimal 12-mer peptide (PRFWEYWLRLME), named MDM2 Inhibitory Peptide (MIP), which shows higher affinity for MDM2 (and also its homolog, MDMX) and higher tumor cell proliferation suppression activity than known peptides. Here we determined the NMR solution structure of a MIP-MDM2 fusion protein to elucidate the structural basis of the tight binding of MIP to MDM2. A region spanning from Phe3 to Met11 of MIP forms a single α-helix, which is longer than those of the other MDM2-binding peptides. MIP shares a conserved Phe3-Trp7-Leu10 triad, whose side chains are oriented towards and fit into the hydrophobic pockets of MDM2. Additionally, hydrophobic surface patches that surround the hydrophobic pockets of MDM2 are covered by solvent-exposed MIP residues, Trp4, Tyr6, and Met11. Their hydrophobic interactions extend the interface of the two molecules and contribute to the strong binding. The potential MDM2 inhibition activity observed for MIP turned out to originate from its enlarged binding interface. The structural information obtained in the present study provides a road map for the rational design of strong inhibitors of MDM2:p53 binding.
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7
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Tokunaga M, Shiheido H, Hayakawa I, Utsumi A, Takashima H, Doi N, Horisawa K, Sakuma-Yonemura Y, Tabata N, Yanagawa H. Hereditary spastic paraplegia protein spartin is an FK506-binding protein identified by mRNA display. ACTA ACUST UNITED AC 2014; 20:935-42. [PMID: 23890011 DOI: 10.1016/j.chembiol.2013.05.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2012] [Revised: 05/22/2013] [Accepted: 05/24/2013] [Indexed: 11/15/2022]
Abstract
Here, we used mRNA display to search for proteins that bind to FK506, a potent immunosuppressant drug, and identified spartin, a hereditary spastic paraplegia protein, from a human brain cDNA library. We demonstrated that FK506 binds to the C-terminal region of spartin and thereby inhibits the interaction of spartin with TIP47, one of the lipid droplet-associated proteins. We further confirmed that FK506 inhibits localization of spartin and its binder, an E3 ubiquitin ligase AIP4, in lipid droplets and increases the protein level of ADRP (adipose differentiation-related protein), which is a regulator of lipid homeostasis. These results strongly suggest that FK506 suppresses the proteasomal degradation of ADRP, a substrate of AIP4, by inhibiting the spartin-TIP47 interaction and thereby blocking the localization of spartin and AIP4 in lipid droplets.
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Affiliation(s)
- Mayuko Tokunaga
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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8
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Wada A, Hara S, Osada H. Ribosome display and photo-cross-linking techniques for in vitro identification of target proteins of bioactive small molecules. Anal Chem 2014; 86:6768-73. [PMID: 24380432 DOI: 10.1021/ac4030208] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The identification of target proteins of bioactive small molecules as bioprobe candidates or drug seeds is indispensable for elucidating their actions and predicting their side effects. To meet the current need, we developed a scheme for detection and identification of target proteins by using ribosome display and photo-cross-linking techniques, and demonstrated the feasibility. The mRNAs encoding full-length human proteins (FHPs) were constructed and translated in vitro to prepare pools of FHP-ribosome-mRNA complexes used for ribosome display selection. Expression levels of the FHPs were confirmed by Western blot analysis, and photo-cross-linked small-molecule beads were assessed through cell-free synthesized FHP binding assay. After ribosome display selection against photo-cross-linked small-molecule beads, RT-PCR using mRNAs recovered from the selected ternary complexes and electrophoresis of the PCR products allowed specific detection of the target proteins binding to the beads. In addition, a repeat of ribosome display selection enabled us to identify the target proteins even if the molar quantity was one ten-thousandth of that of the other proteins in a cell-free synthesized FHP pool. Therefore, these results showed that ribosome display using photo-cross-linked small-molecule beads and further extended FHP pool could be one of the powerful techniques for identification of unknown target proteins of bioactive small molecules.
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Affiliation(s)
- Akira Wada
- Antibiotics Laboratory, RIKEN , 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
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9
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Wada A. Development of Next-Generation Peptide Binders Using In vitro Display Technologies and Their Potential Applications. Front Immunol 2013; 4:224. [PMID: 23914189 PMCID: PMC3730117 DOI: 10.3389/fimmu.2013.00224] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 05/29/2013] [Indexed: 12/02/2022] Open
Abstract
During the last decade, a variety of monoclonal antibodies have been developed and used as molecular targeting drugs in medical therapies. Although antibody drugs tend to have intense pharmacological activities and negligible side effects, several issues in their development and prescription remain to be resolved. Synthetic peptides with affinities and specificities for a desired target have received significant attention as alternatives to antibodies. In vitro display technologies are powerful methods for the selection of such peptides from combinatorial peptide libraries. Various types of peptide binders are being selected with such technologies for use in a wide range of fields from bioscience to medicine. This mini review article focuses on the current state of in vitro display selection of synthetic peptide binders and compares the selected peptides with natural peptides/proteins to provide a better understanding of the target affinities and inhibitory activities derived from their amino acid sequences and structural frameworks. The potential of synthetic peptide binders as alternatives to antibody drugs in therapeutic applications is also reviewed.
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10
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Yanagawa H. Exploration of the Origin and Evolution of Globular Proteins by mRNA Display. Biochemistry 2013; 52:3841-51. [DOI: 10.1021/bi301704x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Hiroshi Yanagawa
- Department of Biosciences and Informatics,
Faculty
of Sciences and Technology, Keio University, 3-14-1, Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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11
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Valencia CA, Zou J, Liu R. In vitro selection of proteins with desired characteristics using mRNA-display. Methods 2012. [PMID: 23201412 DOI: 10.1016/j.ymeth.2012.11.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
mRNA-display is an amplification-based, iterative rounds of in vitro protein selection technique that circumvents a number of difficulties associated with yeast two-hybrid and phage display. Because of the covalent linkage between the genotype and the phenotype, mRNA-display provides a powerful means for reading and amplifying a peptide or protein sequence after it has been selected from a library with very high diversity. The purpose of this article is to provide a summary of the field and practical framework of mRNA-display-based selections. We summarize the advantages and limitations of selections using mRNA-display as well as the recent applications, namely, the identification of novel affinity reagents, target-binding partners, and enzyme substrates from synthetic peptide or natural proteome libraries. Practically, we provide a detailed procedure for performing mRNA-display-based selections with the aim of identifying protease substrates and binding partners of a target protein. Furthermore, we describe how to confirm the function of the selected protein sequences by biochemical assays and bioinformatic tools.
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Affiliation(s)
- C Alexander Valencia
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA.
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12
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Shiheido H, Naito Y, Kimura H, Genma H, Takashima H, Tokunaga M, Ono T, Hirano T, Du W, Yamada T, Doi N, Iijima S, Hattori Y, Yanagawa H. An anilinoquinazoline derivative inhibits tumor growth through interaction with hCAP-G2, a subunit of condensin II. PLoS One 2012; 7:e44889. [PMID: 23028663 PMCID: PMC3441599 DOI: 10.1371/journal.pone.0044889] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2012] [Accepted: 08/15/2012] [Indexed: 11/18/2022] Open
Abstract
We screened 46 novel anilinoquinazoline derivatives for activity to inhibit proliferation of a panel of human cancer cell lines. Among them, Q15 showed potent in vitro growth-inhibitory activity towards cancer cell lines derived from colorectal cancer, lung cancer and multiple myeloma. It also showed antitumor activity towards multiple myeloma KMS34 tumor xenografts in lcr/scid mice in vivo. Unlike the known anilinoquinazoline derivative gefitinib, Q15 did not inhibit cytokine-mediated intracellular tyrosine phosphorylation. Using our mRNA display technology, we identified hCAP-G2, a subunit of condensin II complex, which is regarded as a key player in mitotic chromosome condensation, as a Q15 binding partner. Immunofluorescence study indicated that Q15 compromises normal segregation of chromosomes, and therefore might induce apoptosis. Thus, our results indicate that hCAP-G2 is a novel therapeutic target for development of drugs active against currently intractable neoplasms.
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Affiliation(s)
- Hirokazu Shiheido
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Yuhei Naito
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Hironobu Kimura
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Hiroaki Genma
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Hideaki Takashima
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Mayuko Tokunaga
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Takao Ono
- Chromosome Dynamics Laboratory, RIKEN Advanced Science Institute, Wako, Saitama, Japan
| | - Tatsuya Hirano
- Chromosome Dynamics Laboratory, RIKEN Advanced Science Institute, Wako, Saitama, Japan
| | - Wenlin Du
- Department of Pathology, School of Medicine, Keio University, Shinjuku-ku, Tokyo, Japan
| | - Taketo Yamada
- Department of Pathology, School of Medicine, Keio University, Shinjuku-ku, Tokyo, Japan
| | - Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
| | - Shiro Iijima
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Yutaka Hattori
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Hiroshi Yanagawa
- Department of Biosciences and Informatics, Keio University, Kohoku-ku, Yokohama, Japan
- * E-mail:
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13
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Shiheido H, Terada F, Tabata N, Hayakawa I, Matsumura N, Takashima H, Ogawa Y, Du W, Yamada T, Shoji M, Sugai T, Doi N, Iijima S, Hattori Y, Yanagawa H. A phthalimide derivative that inhibits centrosomal clustering is effective on multiple myeloma. PLoS One 2012; 7:e38878. [PMID: 22761710 PMCID: PMC3382596 DOI: 10.1371/journal.pone.0038878] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2011] [Accepted: 05/14/2012] [Indexed: 11/18/2022] Open
Abstract
Despite the introduction of newly developed drugs such as lenalidomide and bortezomib, patients with multiple myeloma are still difficult to treat and have a poor prognosis. In order to find novel drugs that are effective for multiple myeloma, we tested the antitumor activity of 29 phthalimide derivatives against several multiple myeloma cell lines. Among these derivatives, 2-(2,6-diisopropylphenyl)-5-amino-1H-isoindole-1,3- dione (TC11) was found to be a potent inhibitor of tumor cell proliferation and an inducer of apoptosis via activation of caspase-3, 8 and 9. This compound also showed in vivo activity against multiple myeloma cell line KMS34 tumor xenografts in ICR/SCID mice. By means of mRNA display selection on a microfluidic chip, the target protein of TC11 was identified as nucleophosmin 1 (NPM). Binding of TC11 and NPM monomer was confirmed by surface plasmon resonance. Immunofluorescence and NPM knockdown studies in HeLa cells suggested that TC11 inhibits centrosomal clustering by inhibiting the centrosomal-regulatory function of NPM, thereby inducing multipolar mitotic cells, which undergo apoptosis. NPM may become a novel target for development of antitumor drugs active against multiple myeloma.
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Affiliation(s)
- Hirokazu Shiheido
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Fukiko Terada
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Noriko Tabata
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Ichigo Hayakawa
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Nobutaka Matsumura
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Hideaki Takashima
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Yoko Ogawa
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Wenlin Du
- Department of Pathology, School of Medicine, Keio University, Shinjuku-ku, Tokyo, Japan
| | - Taketo Yamada
- Department of Pathology, School of Medicine, Keio University, Shinjuku-ku, Tokyo, Japan
| | - Mitsuru Shoji
- Organic and Biocatalytic Chemistry, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Takeshi Sugai
- Organic and Biocatalytic Chemistry, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
| | - Shiro Iijima
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Yutaka Hattori
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Minato-ku, Tokyo, Japan
| | - Hiroshi Yanagawa
- Department of Biosciences and Informatics, Keio University, Hiyoshi, Kohoku-ku, Yokohama, Japan
- * E-mail:
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14
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Fujimori S, Hirai N, Masuoka K, Oshikubo T, Yamashita T, Washio T, Saito A, Nagasaki M, Miyano S, Miyamoto-Sato E. IRView: a database and viewer for protein interacting regions. Bioinformatics 2012; 28:1949-50. [PMID: 22592381 PMCID: PMC3389773 DOI: 10.1093/bioinformatics/bts289] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Summary: Protein–protein interactions (PPIs) are mediated through specific regions on proteins. Some proteins have two or more protein interacting regions (IRs) and some IRs are competitively used for interactions with different proteins. IRView currently contains data for 3417 IRs in human and mouse proteins. The data were obtained from different sources and combined with annotated region data from InterPro. Information on non-synonymous single nucleotide polymorphism sites and variable regions owing to alternative mRNA splicing is also included. The IRView web interface displays all IR data, including user-uploaded data, on reference sequences so that the positional relationship between IRs can be easily understood. IRView should be useful for analyzing underlying relationships between the proteins behind the PPI networks. Availability: IRView is publicly available on the web at http://ir.hgc.jp/. Contact:nekoneko@ims.u-tokyo.ac.jp
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Affiliation(s)
- Shigeo Fujimori
- Division of Interactome Medical Sciences, Institute of Medical Science, The University of Tokyo, Tokyo 108-8039, Japan
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15
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Tamada M, Nagano O, Tateyama S, Ohmura M, Yae T, Ishimoto T, Sugihara E, Onishi N, Yamamoto T, Yanagawa H, Suematsu M, Saya H. Modulation of glucose metabolism by CD44 contributes to antioxidant status and drug resistance in cancer cells. Cancer Res 2012; 72:1438-48. [PMID: 22293754 DOI: 10.1158/0008-5472.can-11-3024] [Citation(s) in RCA: 190] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
An increased glycolytic flux accompanied by activation of the pentose phosphate pathway (PPP) is implicated in chemoresistance of cancer cells. In this study, we found that CD44, a cell surface marker for cancer stem cells, interacts with pyruvate kinase M2 (PKM2) and thereby enhances the glycolytic phenotype of cancer cells that are either deficient in p53 or exposed to hypoxia. CD44 ablation by RNA interference increased metabolic flux to mitochondrial respiration and concomitantly inhibited entry into glycolysis and the PPP. Such metabolic changes induced by CD44 ablation resulted in marked depletion of cellular reduced glutathione (GSH) and increased the intracellular level of reactive oxygen species in glycolytic cancer cells. Furthermore, CD44 ablation enhanced the effect of chemotherapeutic drugs in p53-deficient or hypoxic cancer cells. Taken together, our findings suggest that metabolic modulation by CD44 is a potential therapeutic target for glycolytic cancer cells that manifest drug resistance.
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Affiliation(s)
- Mayumi Tamada
- Division of Gene Regulation, Institute for Advanced Medical Research, School of Medicine, Keio University, Shinjuku-ku, Tokyo, Japan
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16
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Abstract
mRNA display is a powerful in vitro selection technique that can be applied toward the identification of peptides or proteins with desired properties. The physical conjugation between a protein and its own RNA presents unique challenges in manipulating the displayed proteins in an RNase-free environment. This protocol outlines the generation of synthetic peptide and natural proteome libraries as well as the steps required for generation of mRNA-protein fusion libraries, in vitro selection, and regeneration of the selected sequences. The selection procedures for the identification of Ca(2+)-dependent, calmodulin-binding proteins from synthetic peptide and natural proteome libraries are presented.
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17
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Wang H, Liu R. Advantages of mRNA display selections over other selection techniques for investigation of protein-protein interactions. Expert Rev Proteomics 2011; 8:335-46. [PMID: 21679115 PMCID: PMC7103729 DOI: 10.1586/epr.11.15] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
mRNA display is a genotype–phenotype conjugation method that allows for amplification-based, iterative rounds of in vitro selection to be applied to peptides and proteins. mRNA display can be used to display both long natural protein and short synthetic peptide libraries with unusually high diversities for the investigation of protein–protein interactions. Here, we summarize the advantages of mRNA display by comparing it with other widely used peptide or protein-selection techniques, and discuss various applications of this technique in studying protein–protein interactions.
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Affiliation(s)
- Hui Wang
- University of North Carolina, Chapel Hill, NC 27599-7568, USA
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18
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Kobayashi T, Kakui M, Shibui T, Kitano Y. In vitro selection of a peptide inhibitor of human IL-6 using mRNA display. Mol Biotechnol 2011; 48:147-55. [PMID: 21136209 DOI: 10.1007/s12033-010-9355-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Interleukin-6 (IL-6) plays a crucial role in malignant diseases, such as rheumatoid arthritis, Castleman disease, and multiple myeloma, and as such, is an attractive therapeutic target. Here, the authors isolated a novel IL-6 inhibitor peptide by in vitro selection using mRNA display. The authors first used a random-primed human cDNA library to isolate IL-6-binding peptides. After four rounds of selection, a 19-amino acid peptide named CA11 was selected and confirmed to specifically interact with IL-6. The authors then performed an alanine scan analysis of CA11 and determined the amino acid residues necessary to interact with IL-6. Next, the authors constructed a CA11-based partially randomized library and after ten more rounds of selection, isolated several groups of peptides. The most frequently occurring sequence, RA07, bound to IL-6 with 3 to 4-fold higher affinity than CA11. Furthermore, RA07 inhibited IL-6-dependent KT-3 cell proliferation in a dose-dependent manner. ELISAs revealed that RA07 could not inhibit IL-6 from binding to the IL-6 receptor (IL-6R), but could inhibit the IL-6/IL-6 complex binding to gp130.
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Affiliation(s)
- Teruaki Kobayashi
- ZoeGene Corporation, 1000 Kamoshida-cho, Aoba-ku, Yokohama, Kanagawa, 227-8502, Japan.
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19
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Cotten SW, Zou J, Valencia CA, Liu R. Selection of proteins with desired properties from natural proteome libraries using mRNA display. Nat Protoc 2011; 6:1163-82. [DOI: 10.1038/nprot.2011.354] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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20
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Matsumura N, Tsuji T, Sumida T, Kokubo M, Onimaru M, Doi N, Takashima H, Miyamoto-Sato E, Yanagawa H. mRNA display selection of a high-affinity, Bcl-X(L)-specific binding peptide. FASEB J 2010; 24:2201-10. [PMID: 20181936 DOI: 10.1096/fj.09-143008] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Bcl-X(L), an antiapoptotic member of the Bcl-2 family, is a mitochondrial protein that inhibits activation of Bax and Bak, which commit the cell to apoptosis, and it therefore represents a potential target for drug discovery. Peptides have potential as therapeutic molecules because they can be designed to engage a larger portion of the target protein with higher specificity. In the present study, we selected 16-mer peptides that interact with Bcl-X(L) from random and degenerate peptide libraries using mRNA display. The selected peptides have sequence similarity with the Bcl-2 family BH3 domains, and one of them has higher affinity (IC(50)=0.9 microM) than Bak BH3 (IC(50)=11.8 microM) for Bcl-X(L) in vitro. We also found that GFP fusions of the selected peptides specifically interact with Bcl-X(L), localize in mitochondria, and induce cell death. Further, a chimeric molecule, in which the BH3 domain of Bak protein was replaced with a selected peptide, retained the ability to bind specifically to Bcl-X(L). These results demonstrate that this selected peptide specifically antagonizes the function of Bcl-X(L) and overcomes the effects of Bcl-X(L) in intact cells. We suggest that mRNA display is a powerful technique to identify peptide inhibitors with high affinity and specificity for disease-related proteins.
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Affiliation(s)
- Nobutaka Matsumura
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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21
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Horisawa K, Imai T, Okano H, Yanagawa H. 3'-Untranslated region of doublecortin mRNA is a binding target of the Musashi1 RNA-binding protein. FEBS Lett 2009; 583:2429-34. [PMID: 19573529 DOI: 10.1016/j.febslet.2009.06.045] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2009] [Accepted: 06/25/2009] [Indexed: 11/17/2022]
Abstract
Musashi1 (Msi1) is an RNA-binding protein that is highly expressed in neural stem cells, and is considered to be a stemness factor. A known function of Msi1 is translational repression of specifically bound mRNAs. Although the basic mechanism and some target RNAs have been reported, further survey of interactors is necessary to understand the integrated function of Msi1. By screening using an mRNA display technique, we found that doublecortin (dcx) mRNA is a specific binding target of Msi1 in vitro. We confirmed that Msil repressed translation of a luciferase reporter gene linked to the selected 3'-untranslated region fragment of dcx in Neuro2A cells.
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Affiliation(s)
- Kenichi Horisawa
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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22
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Kosugi S, Hasebe M, Matsumura N, Takashima H, Miyamoto-Sato E, Tomita M, Yanagawa H. Six classes of nuclear localization signals specific to different binding grooves of importin alpha. J Biol Chem 2009; 284:478-485. [PMID: 19001369 DOI: 10.1074/jbc.m807017200] [Citation(s) in RCA: 416] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The importin alpha/beta pathway mediates nuclear import of proteins containing the classical nuclear localization signals (NLSs). Although the consensus sequences of the classical NLSs have been defined, there are still many NLSs that do not match the consensus rule and many nonfunctional sequences that match the consensus. We report here six different NLS classes that specifically bind to distinct binding pockets of importin alpha. By screening of random peptide libraries using an mRNA display, we selected peptides bound by importin alpha and identified six classes of NLSs, including three novel classes. Two noncanonical classes (class 3 and class 4) specifically bound the minor binding pocket of importin alpha, whereas the classical monopartite NLSs (class 1 and class 2) bound to the major binding pocket. Using a newly developed universal green fluorescent protein expression system, we found that these NLS classes, including plant-specific class 5 NLSs and bipartite NLSs, fundamentally require the regions outside the core basic residues for their activity and have specific residues or patterns that confer the activities differently between yeast, plants, and mammals. Furthermore, amino acid replacement analyses revealed that the consensus basic patterns of the classical NLSs are not essential for activity, thereby generating more unconventional patterns, including redox-sensitive NLSs. These results explain the causes of the NLS diversity. The defined consensus patterns and properties of importin alpha-dependent NLSs provide useful information for identifying NLSs.
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Affiliation(s)
- Shunichi Kosugi
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan; Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Masako Hasebe
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Nobutaka Matsumura
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Hideaki Takashima
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Etsuko Miyamoto-Sato
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Masaru Tomita
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan
| | - Hiroshi Yanagawa
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan; Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0017, Japan and the Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama 223-8522, Japan.
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23
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Shiratori M, Kobayashi T, Shibui T. Identification of Amino Acids Essential for Antibody Binding by mRNA-Display Using a Random Peptide Library: An Anti-Human Tumor Protein p53 Antibody as a Model. Mol Biotechnol 2008; 41:99-105. [DOI: 10.1007/s12033-008-9113-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2008] [Accepted: 03/20/2008] [Indexed: 01/02/2023]
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24
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Miyamoto-Sato E, Yanagawa H. Toward functional analysis of protein interactome using “in vitrovirus”:In silicoanalyses of Fos/Jun interactors. J Drug Target 2008; 14:505-11. [PMID: 17062397 DOI: 10.1080/10611860600845017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Our high-throughput in vitro virus (IVV) method for selection of protein-protein interactions (PPI) and complexes, based on a simple cell-free co-translation and selection followed by computational sequence data analysis, was previously used to identify 31 Fos and Jun interactors. Here, in silico analyses of biological function, localization and phenotype of these AP-1 (Fos/Jun) interactors were performed. The results suggest that Fos and Jun do not necessarily work together, but also interact separately with novel interactors, including products of disease-related genes. Fos showed transcription-related activities, while Jun interacted with motor-related and structural proteins. The reliability of the IVV selection for the Fos interactors was further confirmed by means of in vitro reciprocal prey and bait protein experiments and co-immunoprecipitation. Further study of these novel interactors may provide clues to new pathways or mechanisms of biological functions and diseases.
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Affiliation(s)
- Etsuko Miyamoto-Sato
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama, 223-8522, Japan
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25
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Isolation of cross-reacting antigen candidates by mRNA-display using a mixed cDNA library. Biotechnol Lett 2008; 30:2037-43. [DOI: 10.1007/s10529-008-9803-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2008] [Revised: 06/23/2008] [Accepted: 06/27/2008] [Indexed: 10/21/2022]
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26
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Use of cDNA tiling arrays for identifying protein interactions selected by in vitro display technologies. PLoS One 2008; 3:e1646. [PMID: 18286201 PMCID: PMC2241667 DOI: 10.1371/journal.pone.0001646] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2007] [Accepted: 01/28/2008] [Indexed: 11/19/2022] Open
Abstract
In vitro display technologies such as mRNA display are powerful screening tools for protein interaction analysis, but the final cloning and sequencing processes represent a bottleneck, resulting in many false negatives. Here we describe an application of tiling array technology to identify specifically binding proteins selected with the in vitro virus (IVV) mRNA display technology. We constructed transcription-factor tiling (TFT) arrays containing approximately 1,600 open reading frame sequences of known and predicted mouse transcription-regulatory factors (334,372 oligonucleotides, 50-mer in length) to analyze cDNA fragments from mRNA-display screening for Jun-associated proteins. The use of the TFT arrays greatly increased the coverage of known Jun-interactors to 28% (from 14% with the cloning and sequencing approach), without reducing the accuracy ( approximately 75%). This method could detect even targets with extremely low expression levels (less than a single mRNA copy per cell in whole brain tissue). This highly sensitive and reliable method should be useful for high-throughput protein interaction analysis on a genome-wide scale.
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27
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Shen X, Valencia CA, Gao W, Cotten SW, Dong B, Huang BC, Liu R. Ca(2+)/Calmodulin-binding proteins from the C. elegans proteome. Cell Calcium 2007; 43:444-56. [PMID: 17854888 DOI: 10.1016/j.ceca.2007.07.008] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2007] [Revised: 07/26/2007] [Accepted: 07/27/2007] [Indexed: 12/11/2022]
Abstract
Calmodulin (CaM) is the primary Ca(2+)-sensor that regulates a wide variety of cellular processes in eukaryotes. Although many Ca(2+)/CaM-binding proteins have been identified, very few such proteins could be found from the genome-wide protein-protein interaction maps of Caenorhabditis elegans constructed by yeast two-hybrid screening. Using a genotype-phenotype conjugation method called mRNA-display, we performed a selection for Ca(2+)/CaM-binding proteins from a proteome library of C. elegans. The method allowed the identification of 9 known and 47 previously uncharacterized Ca(2+)-dependent CaM-binding proteins from the adult worm proteome. The Ca(2+)/CaM-binding properties of these proteins were characterized and their binding motifs were identified. The availability of such information could facilitate our understanding of the signaling pathways mediated by Ca(2+)/CaM in C. elegans. Due to its simplicity and efficiency, the method could be readily applied to examine the Ca(2+)-dependent binding partners of numerous other Ca(2+)-binding proteins, which may play important roles in many signaling pathways in C. elegans.
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Affiliation(s)
- Xinchun Shen
- School of Pharmacy and Carolina Center for Genome Sciences, The University of North Carolina, Chapel Hill, NC 27599, United States
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28
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Doi N, Takashima H, Wada A, Oishi Y, Nagano T, Yanagawa H. Photocleavable linkage between genotype and phenotype for rapid and efficient recovery of nucleic acids encoding affinity-selected proteins. J Biotechnol 2007; 131:231-9. [PMID: 17767970 DOI: 10.1016/j.jbiotec.2007.07.947] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2007] [Revised: 04/06/2007] [Accepted: 07/15/2007] [Indexed: 10/23/2022]
Abstract
In vitro display technologies, such as mRNA display and DNA display are powerful tools to screen peptides and proteins with desired functions from combinatorial libraries in the fields of directed protein evolution and proteomics. When screening combinatorial libraries of polypeptides (phenotype), each of which is displayed on its gene (genotype), the problem remains, how best to recover the genotype moiety whose phenotype moiety has bound to the desired target. Here, we describe the use of a photocleavable 2-nitrobenzyl linker between genotype (DNA or mRNA) and phenotype (protein) in our DNA and mRNA display systems. This technique allows rapid and efficient recovery of selected nucleic acids by simple UV irradiation at 4 degrees C for 15 min. Further, we confirmed that the photocleavable DNA display and mRNA display systems are useful for in vitro selection of epitope peptides, recombinant antibodies, and drug-receptor interactions. Thus, these improved methods should be useful in therapeutics and diagnostics, e.g., for screening high-affinity binders, such as enzyme inhibitors and recombinant antibodies from random peptide and antibody libraries, as well as for screening drug-protein interactions from cDNA libraries.
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Affiliation(s)
- Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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29
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Abstract
Display technologies are fundamental to the isolation of specific high-affinity binding proteins for diagnostic and therapeutic applications in cancer, neurodegenerative, and infectious diseases as well as autoimmune and inflammatory disorders. Applications extend into the broad field of antibody (Ab) engineering, synthetic enzymes, proteomics, and cell-free protein synthesis. Recently, in vitro display technologies have come to prominence due to the isolation of high-affinity human antibodies by phage display, the development of novel scaffolds for ribosome display, and the discovery of novel protein-protein interactions. In vitro display represents an emerging and innovative technology for the rapid isolation and evolution of high-affinity peptides and proteins. So far, only one clinical drug candidate produced by in vitro display technology has been approved by the FDA for use in humans, but several are in clinical or preclinical testing. This review highlights recent advances in various engineered biopharmaceutical products isolated by in vitro display with a focus on the commercial developments.
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Affiliation(s)
- Achim Rothe
- CSIRO Molecular and Health Technologies, Parkville, Victoria, Australia
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30
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Fukuda I, Kojoh K, Tabata N, Doi N, Takashima H, Miyamoto-Sato E, Yanagawa H. In vitro evolution of single-chain antibodies using mRNA display. Nucleic Acids Res 2006; 34:e127. [PMID: 17012279 PMCID: PMC1636464 DOI: 10.1093/nar/gkl618] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Here we describe the application of the in vitro virus mRNA display method, which involves covalent linkage of an in vitro-synthesized antibody (phenotype) to its encoding mRNA (genotype) through puromycin, for in vitro evolution of single-chain Fv (scFv) antibody fragments. To establish the validity of this approach to directed antibody evolution, we used random mutagenesis by error-prone DNA shuffling and off-rate selection to improve the affinity of an anti-fluorescein scFv as a model system. After four rounds of selection of the library of mRNA-displayed scFv mutants, we obtained six different sequences encoding affinity-matured mutants with five consensus mutations. Kinetic analysis of the mutant scFvs revealed that the off-rates have been decreased by more than one order of magnitude and the dissociation constants were improved approximately 30-fold. The antigen-specificity was not improved by affinity maturation, but remained similar to that of the wild type. Although the five consensus mutations of the high-affinity mutants were scattered over the scFv sequence, analysis by site-directed mutagenesis demonstrated that the critical mutations for improving affinity were the two that lay within the complementarity determining regions (CDRs). Thus, mRNA display is expected to be useful for rapid artificial evolution of high-affinity diagnostic and therapeutic antibodies by optimizing their CDRs.
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Affiliation(s)
| | | | | | | | | | | | - Hiroshi Yanagawa
- To whom correspondence should be addressed. Tel: +81 45 566 1775; Fax: +81 45 566 1440;
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31
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Abstract
Ribosome display presents an innovative in vitro technology for the rapid isolation and evolution of high-affinity peptides or proteins. Displayed proteins are bound to and recovered from target molecules in multiple rounds of selection in order to enrich for specific binding proteins. No transformation step is necessary, which could lead to a loss of library diversity. A cycle of display and selection can be performed in one day, enabling the existing gene repertoire to be rapidly scanned. Proteins isolated from the panning rounds can be further modified through random or directed molecular evolution for affinity maturation, as well as selected for characteristics such as protein stability, folding and functional activity. Recently, the field of display technologies has become more prominent due to the generation of new scaffolds for ribosome display, isolation of high-affinity human antibodies by phage display, and their implementation in the discovery of novel protein-protein interactions. Applications for this technology extend into the broad field of antibody engineering, proteomics, and synthetic enzymes for diagnostics and therapeutics in cancer, autoimmune and infectious diseases, neurodegenerative diseases and inflammatory disorders. This review highlights the role of ribosome display in drug discovery, discusses advantages and disadvantages of the system, and attempts to predict the future impact of ribosome display technology on the development of novel engineered biopharmaceutical products for biological therapies.
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Affiliation(s)
- Achim Rothe
- CSIRO Molecular and Health Technologies, 343 Royal Parade, Parkville, Victoria 3052, Australia
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32
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Tateyama S, Horisawa K, Takashima H, Miyamoto-Sato E, Doi N, Yanagawa H. Affinity selection of DNA-binding protein complexes using mRNA display. Nucleic Acids Res 2006; 34:e27. [PMID: 16478713 PMCID: PMC1369289 DOI: 10.1093/nar/gnj025] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Comprehensive analysis of DNA–protein interactions is important for mapping transcriptional regulatory networks on a genome-wide level. Here we present a new application of mRNA display for in vitro selection of DNA-binding protein heterodimeric complexes. Under improved selection conditions using a TPA-responsive element (TRE) as a bait DNA, known interactors c-fos and c-jun were simultaneously enriched about 100-fold from a model library (a 1:1:20 000 mixture of c-fos, c-jun and gst genes) after one round of selection. Furthermore, almost all kinds of the AP-1 family genes including c-jun, c-fos, junD, junB, atf2 and b-atf were successfully selected from an mRNA display library constructed from a mouse brain poly A+ RNA after six rounds of selection. These results indicate that the mRNA display selection system can identify a variety of DNA-binding protein complexes in a single experiment. Since almost all transcription factors form heterooligomeric complexes to bind with their target DNA, this method should be most useful to search for DNA-binding transcription factor complexes.
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Affiliation(s)
| | | | | | | | | | - Hiroshi Yanagawa
- To whom correspondence should be addressed. Tel: +81 45 566 1775; Fax: +81 45 566 1440;
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33
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Maggio B, Rosetti CM, Borioli GA, Fanani ML, Del Boca M. Protein-mediated surface structuring in biomembranes. Braz J Med Biol Res 2005; 38:1735-48. [PMID: 16302088 DOI: 10.1590/s0100-879x2005001200002] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The lipids and proteins of biomembranes exhibit highly dissimilar conformations, geometrical shapes, amphipathicity, and thermodynamic properties which constrain their two-dimensional molecular packing, electrostatics, and interaction preferences. This causes inevitable development of large local tensions that frequently relax into phase or compositional immiscibility along lateral and transverse planes of the membrane. On the other hand, these effects constitute the very codes that mediate molecular and structural changes determining and controlling the possibilities for enzymatic activity, apposition and recombination in biomembranes. The presence of proteins constitutes a major perturbing factor for the membrane sculpturing both in terms of its surface topography and dynamics. We will focus on some results from our group within this context and summarize some recent evidence for the active involvement of extrinsic (myelin basic protein), integral (Folch-Lees proteolipid protein) and amphitropic (c-Fos and c-Jun) proteins, as well as a membrane-active amphitropic phosphohydrolytic enzyme (neutral sphingomyelinase), in the process of lateral segregation and dynamics of phase domains, sculpturing of the surface topography, and the bi-directional modulation of the membrane biochemical reactivity.
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Affiliation(s)
- B Maggio
- Departamento de Química Biológica, CIQUIBIC, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Ciudad Universitaria, 5000 Córdoba, Argentina.
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Doi N, Kakukawa K, Oishi Y, Yanagawa H. High solubility of random-sequence proteins consisting of five kinds of primitive amino acids. Protein Eng Des Sel 2005; 18:279-84. [PMID: 15928003 DOI: 10.1093/protein/gzi034] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Searching for functional proteins among random-sequence libraries is a major challenge of protein engineering; the difficulties include the poor solubility of many random-sequence proteins. A library in which most of the polypeptides are soluble and stable would therefore be of great benefit. Although modern proteins consist of 20 amino acids, it has been suggested that early proteins evolved from a reduced alphabet. Here, we have constructed a library of random-sequence proteins consisting of only five amino acids, Ala, Gly, Val, Asp and Glu, which are believed to have been the most abundant in the prebiotic environment. Expression and characterization of arbitrarily chosen proteins in the library indicated that five-alphabet random-sequence proteins have higher solubility than do 20-alphabet random-sequence proteins with a similar level of hydrophobicity. The results support the reduced-alphabet hypothesis of the primordial genetic code and should also be helpful in constructing optimized protein libraries for evolutionary protein engineering.
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Affiliation(s)
- Nobuhide Doi
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan
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