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1.
Expert Opin Drug Discov ; 15(10): 1199-1211, 2020 10.
Article in English | MEDLINE | ID: mdl-32660284

ABSTRACT

INTRODUCTION: Our understanding of the mechanism of action of bioactive small molecules contributes to the research and development of new medical drugs, as well as elucidating the pathological mechanisms underlying various diseases. Researchers in this field are committed to a very ambitious goal: the discovery of novel therapeutic compounds along with their molecular targets. To achieve this goal, new methodological developments are indispensable. AREAS COVERED: This review gives an update on the advancements of phage display (PD) technology in the past decade (2011-2020) for determining the targets of the small molecule therapeutics. In particular, other than providing a brief overview of this field of research, we focus on reporting the research trends and the results solely obtained using this strategy. EXPERT OPINION: Despite the development of bioinformatics tools and artificial intelligence (AI)-mediated methods, affinity-guided information obtained experimentally are still indispensable to identify drug-protein interactions. By taking advantage of small-molecule-oriented PD methods and their improvements, the extension of the druggable proteome will be further expanded, providing new opportunities to generate small-molecule therapeutics.


Subject(s)
Cell Surface Display Techniques , Drug Development/methods , Molecular Targeted Therapy , Artificial Intelligence , Computational Biology , Drug Discovery/methods , Humans , Small Molecule Libraries
2.
Cancer Res ; 78(24): 6828-6837, 2018 12 15.
Article in English | MEDLINE | ID: mdl-30301838

ABSTRACT

: Hypoxic zones in solid tumors contribute to radioresistance, and pharmacologic agents that increase tumor oxygenation prior to radiation, including antiangiogenic drugs, can enhance treatment response to radiotherapy. Although such strategies have been applied, imaging assessments of tumor oxygenation to identify an optimum time window for radiotherapy have not been fully explored. In this study, we investigated the effects of α-sulfoquinovosylacyl-1,3-propanediol (SQAP or CG-0321; a synthetic derivative of an antiangiogenic agent) on the tumor microenvironment in terms of oxygen partial pressure (pO2), oxyhemoglobin saturation (sO2), blood perfusion, and microvessel density using electron paramagnetic resonance imaging, photoacoustic imaging, dynamic contrast-enhanced MRI with Gd-DTPA injection, and T2*-weighted imaging with ultrasmall superparamagnetic iron oxide (USPIO) contrast. SCCVII and A549 tumors were grown by injecting tumor cells into the hind legs of mice. Five days of daily radiation (2 Gy) combined with intravenous injection of SQAP (2 mg/kg) 30 minutes prior to irradiation significantly delayed growth of tumor xenografts. Three days of daily treatment improved tumor oxygenation and decreased tumor microvascular density on T2*-weighted images with USPIO, suggesting vascular normalization. Acute effects of SQAP on tumor oxygenation were examined by pO2, sO2, and Gd-DTPA contrast-enhanced imaging. SQAP treatment improved perfusion and tumor pO2 (ΔpO2: 3.1 ± 1.0 mmHg) and was accompanied by decreased sO2 (20%-30% decrease) in SCCVII implants 20-30 minutes after SQAP administration. These results provide evidence that SQAP transiently enhanced tumor oxygenation by facilitating oxygen dissociation from oxyhemoglobin and improving tumor perfusion. Therefore, SQAP-mediated sensitization to radiation in vivo can be attributed to increased tumor oxygenation. SIGNIFICANCE: A multimodal molecular imaging study evaluates pharmacological alteration of the tumor microenvironment to improve radiation response.


Subject(s)
Molecular Imaging/methods , Multimodal Imaging/methods , Neoplasms/drug therapy , Neoplasms/radiotherapy , Tumor Microenvironment , A549 Cells , Acoustics , Angiogenesis Inhibitors/pharmacology , Animals , Electron Spin Resonance Spectroscopy , Gadolinium/chemistry , Gadolinium DTPA/chemistry , Glycolipids/pharmacology , Human Umbilical Vein Endothelial Cells , Humans , Hypoxia , Magnetic Resonance Imaging , Mice , Mice, Inbred C3H , Microcirculation , Neoplasm Transplantation , Neoplasms/metabolism , Oxygen/chemistry , Oxygen/metabolism , Photochemistry , Radiation Tolerance , Radiotherapy
3.
Methods Mol Biol ; 1795: 159-172, 2018.
Article in English | MEDLINE | ID: mdl-29846927

ABSTRACT

Identification of target proteins that directly bind to bioactive small molecule is of great interest in terms of clarifying the mode of action of the small molecule as well as elucidating the biological phenomena at the molecular level. Of the experimental technologies available, T7 phage display allows comprehensive screening of small molecule-recognizing amino acid sequence from the peptide libraries displayed on the T7 phage capsid. Here, we describe the T7 phage display strategy that is combined with quartz-crystal microbalance (QCM) biosensor for affinity selection platform and bioinformatics analysis for small molecule-recognizing short peptides. This method dramatically enhances efficacy and throughput of the screening for small molecule-recognizing amino acid sequences without repeated rounds of selection. Subsequent execution of bioinformatics programs allows combinatorial and comprehensive target protein discovery of small molecules with its binding site, regardless of protein sample insolubility, instability, or inaccessibility of the fixed small molecules to internally located binding site on larger target proteins when conventional proteomics approaches are used.


Subject(s)
Bacteriophage T7/genetics , Biosensing Techniques , Cell Surface Display Techniques , Computational Biology , Drug Discovery , Small Molecule Libraries , Amino Acid Sequence , Computational Biology/methods , Drug Discovery/methods , Peptide Library , Peptides/chemistry , Peptides/metabolism , Protein Binding , Sequence Analysis, DNA , Software
4.
Eur J Med Chem ; 90: 809-21, 2015 Jan 27.
Article in English | MEDLINE | ID: mdl-25528335

ABSTRACT

Roxithromycin (RXM) is a semi-synthetic fourteen-membered macrolide antibiotic that shows anti-angiogenic activity in solid tumors. In the present study, we conducted biopanning of T7 phage-displayed peptides either on a 96-well formatted microplate, a flow injection-type quartz-crystal microbalance (QCM) biosensor, or a cuvette-type QCM. RXM-selected peptides of different sequence, length and number were obtained from each mode of screening. Subsequent bioinformatics analysis of the RXM-selected peptides consistently gave positive scores for the extracellular domain (E458-T596) of angiomotin (Amot), indicating that this may comprise a binding region for RXM. Bead pull down assay and QCM analysis confirmed that RXM directly interacts with Amot via the screen-guided region, which also corresponds to the binding site for the endogenous anti-angiogenic inhibitor angiostatin (Anst). Thus, multimodal biopanning of T7PD revealed that RXM binds to the extracellular domain on Amot as a common binding site with Anst, leading to inhibition of angiogenesis-dependent tumor growth and metastasis. These data might explain the molecular basis underlying the mechanism of action for the anti-angiogenic activity of RXM.


Subject(s)
Angiogenesis Inhibitors/pharmacology , Bacteriophage T7/chemistry , Membrane Proteins/antagonists & inhibitors , Peptides/chemistry , Roxithromycin/pharmacology , Angiogenesis Inhibitors/chemical synthesis , Angiogenesis Inhibitors/chemistry , Angiomotins , Cell Proliferation/drug effects , Cell Survival/drug effects , Dose-Response Relationship, Drug , Humans , Intercellular Signaling Peptides and Proteins/metabolism , MCF-7 Cells , Membrane Proteins/metabolism , Microfilament Proteins , Molecular Structure , Peptide Library , Quartz Crystal Microbalance Techniques , Roxithromycin/chemical synthesis , Roxithromycin/chemistry , Structure-Activity Relationship , Tumor Cells, Cultured
5.
Assay Drug Dev Technol ; 11(3): 206-15, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23514038

ABSTRACT

In small-molecule/protein interaction studies, technical difficulties such as low solubility of small molecules or low abundance of protein samples often restrict the progress of research. Here, we describe a quartz-crystal microbalance (QCM) biosensor-based T7 phage display in combination use with a receptor-ligand contacts (RELIC) bioinformatics server for application in a plant Brz2001/DWARF4 system. Brz2001 is a brassinosteroid biosynthesis inhibitor in the less-soluble triazole series of compounds that targets DWARF4, a cytochrome P450 (Cyp450) monooxygenase containing heme and iron. Using a Brz2001 derivative that has higher solubility in 70% EtOH and forms a self-assembled monolayer on gold electrode, we selected 34 Brz2001-recognizing peptides from a 15-mer T7 phage-displayed random peptide library using a total of four sets of one-cycle biopanning. The RELIC/MOTIF program revealed continuous and discontinuous short motifs conserved within the 34 Brz2001-selected 15-mer peptide sequences, indicating the increase of information content for Brz2001 recognition. Furthermore, an analysis of similarity between the 34 peptides and the amino-acid sequence of DWARF4 using the RELIC/MATCH program generated a similarity plot and a cluster diagram of the amino-acid sequence. Both of these data highlighted an internally located disordered portion of a catalytic site on DWARF4, indicating that this portion is essential for Brz2001 recognition. A similar trend was also noted by an analysis using another 26 Brz2001-selected peptides, and not observed using the 27 gold electrode-recognizing control peptides, demonstrating the reproducibility and specificity of this method. Thus, this affinity-based strategy enables high-throughput detection of the small-molecule-recognizing portion on the target protein, which overcomes technical difficulties such as sample solubility or preparation that occur when conventional methods are used.


Subject(s)
Arabidopsis Proteins/metabolism , Bacteriophage T7/genetics , Cytochrome P-450 Enzyme System/metabolism , Mixed Function Oxygenases/metabolism , Triazoles/metabolism , Amino Acid Sequence , Arabidopsis Proteins/drug effects , Binding Sites , Biosensing Techniques , Cytochrome P-450 Enzyme System/drug effects , DNA, Viral/genetics , Indicators and Reagents , Molecular Sequence Data , Peptide Library , Polymerase Chain Reaction , Reproducibility of Results , Software , Viral Plaque Assay
6.
Bioorg Med Chem ; 20(13): 3985-90, 2012 Jul 01.
Article in English | MEDLINE | ID: mdl-22658539

ABSTRACT

Perfluorooctane sulfonate (PFOS) is a pollutant widely found throughout nature and is toxic to animals. We created a PFOS analogue on a polyethylene glycol polyacrylamide copolymer and isolated peptides that preferentially bound the PFOS analogue using a T7 phage display system. Bioinformatic analysis using the FASTAskan program on the RELIC bioinformatics server showed several human proteins that likely bound PFOS. Among them, we confirmed binding between PFOS and a recombinant soluble form of monocyte differentiation antigen CD14 (sCD14) by a surface plasmon biosensor. Furthermore, PFOS inhibited TNF-α production induced by the sCD14 in mouse macrophage RAW264.7 cells.


Subject(s)
Alkanesulfonic Acids/metabolism , Carrier Proteins/metabolism , Fluorocarbons/metabolism , Peptide Library , Alkanesulfonic Acids/chemistry , Amino Acid Sequence , Animals , Cell Line , Computational Biology , Fluorocarbons/chemistry , Humans , Lipopolysaccharide Receptors/genetics , Lipopolysaccharide Receptors/metabolism , Mice , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Software , Surface Plasmon Resonance , Tumor Necrosis Factor-alpha/metabolism
7.
Bioorg Med Chem ; 19(24): 7690-7, 2011 Dec 15.
Article in English | MEDLINE | ID: mdl-22071521

ABSTRACT

Camptothecin (CPT) is an anti-tumor natural product that forms a ternary complex with topoisomerase I (top I) and DNA (CPT-top I-DNA). In this study, we identified the direct interaction between CPT and human heterogeneous nuclear ribonucleoprotein A1 (hnRNP A1) using the T7 phage display technology. On an avidin-agarose bead pull down assay, hnRNP A1 protein was selectively pulled down in the presence of C20-biotinylated CPT derivative (CPT-20-B) both in vitro and in vivo. The interaction was also confirmed by an analysis on a quartz-crystal microbalance (QCM) device, yielding a K(D) value of 82.7 nM. A surface plasmon resonance (SPR) analysis revealed that CPT inhibits the binding of hnRNP A1 to top I (K(D): 260 nM) in a non-competitive manner. Moreover, an in vivo drug evaluation assay using Drosophila melanogaster showed that the knockout of the hnRNP A1 homolog Hrb87F gene showed high susceptibility against 5-50 µM of CPT as compared to a wild-type strain. Such susceptibility was specific for CPT and not observed after treatment with other cytotoxic drugs. Collectively, our data suggests that CPT directly binds to hnRNP A1 and non-competitively inhibits the hnRNP A1/top I interaction in vivo. The knockout strain loses the hnRNP A1 homolog as a both CPT-binding partner and naïve brakes of top I, which enhances the formation of the CPT-top I-DNA ternary complexes and subsequently sensitizes the growth inhibitory effect of CPT in D. melanogaster.


Subject(s)
Camptothecin/pharmacology , DNA Topoisomerases, Type I/metabolism , Heterogeneous-Nuclear Ribonucleoprotein Group A-B/metabolism , Topoisomerase I Inhibitors/pharmacology , Amino Acid Sequence , Animals , Binding Sites , Drosophila melanogaster , Gene Knockout Techniques , HeLa Cells , Heterogeneous Nuclear Ribonucleoprotein A1 , Heterogeneous-Nuclear Ribonucleoprotein Group A-B/antagonists & inhibitors , Heterogeneous-Nuclear Ribonucleoprotein Group A-B/chemistry , Heterogeneous-Nuclear Ribonucleoprotein Group A-B/genetics , Humans , Molecular Sequence Data , Peptide Library , Protein Binding/drug effects , Quartz Crystal Microbalance Techniques
8.
Bioorg Med Chem ; 19(23): 7049-56, 2011 Dec 01.
Article in English | MEDLINE | ID: mdl-22032894

ABSTRACT

CBP501 is a chemically modified peptide composed of twelve unnatural d-amino acids, which inhibits Chk kinase and abrogates G2 arrest induced by DNA-damaging agents. Here we identified an alphaC helix in 14-3-3 protein as a CBP501-binding site using T7 phage display technology. An affinity selection of T7 phage-displayed peptide using biotinylated CBP501 identified a 14-mer peptide NSDCIISRKIEQKE. This peptide sequence showed similarity to a portion of the alphaC helix of human 14-3-3ε, suggesting that CBP501 may bind to this region. Surface plasmon resonance (SPR) and ELISA demonstrated that CBP501 interacts with 14-3-3ε specifically at the screen-guided region. An avidin-agarose bead pull-down assay showed that CBP501 also binds to other 14-3-3 isoforms in Jurkat cells. Among the other known Chk kinase inhibitors tested, CBP501 showed the strongest affinity for 14-3-3ε. Thus, we conclude that in addition to the direct inhibition of Chk kinase activity, CBP501 directly binds to cellular 14-3-3 proteins through alphaC helix.


Subject(s)
14-3-3 Proteins/metabolism , Bacteriophage T7/metabolism , Peptide Fragments/metabolism , Peptides/metabolism , cdc25 Phosphatases/metabolism , 14-3-3 Proteins/genetics , Amino Acid Sequence , Bacteriophage T7/genetics , Binding Sites , Circular Dichroism , Humans , Jurkat Cells , Models, Molecular , Molecular Sequence Data , Peptide Library , Peptides/chemistry , Peptides/genetics , Protein Structure, Secondary
9.
PLoS One ; 6(4): e18285, 2011 Apr 29.
Article in English | MEDLINE | ID: mdl-21559518

ABSTRACT

BACKGROUND: Cyclosporin A (CsA) is well known as an immunosuppressive drug useful for allogeneic transplantation. It has been reported that CsA inhibits hepatitis C virus (HCV) genome replication, which indicates that cellular targets of CsA regulate the viral replication. However, the regulation mechanisms of HCV replication governed by CsA target proteins have not been fully understood. PRINCIPAL FINDINGS: Here we show a chemical biology approach that elucidates a novel mechanism of HCV replication. We developed a phage display screening to investigate compound-peptide interaction and identified a novel cellular target molecule of CsA. This protein, named CsA associated helicase-like protein (CAHL), possessed RNA-dependent ATPase activity that was negated by treatment with CsA. The downregulation of CAHL in the cells resulted in a decrease of HCV genome replication. CAHL formed a complex with HCV-derived RNA polymerase NS5B and host-derived cyclophilin B (CyPB), known as a cellular cofactor for HCV replication, to regulate NS5B-CyPB interaction. CONCLUSIONS: We found a cellular factor, CAHL, as CsA associated helicase-like protein, which would form trimer complex with CyPB and NS5B of HCV. The strategy using a chemical compound and identifying its target molecule by our phage display analysis is useful to reveal a novel mechanism underlying cellular and viral physiology.


Subject(s)
Adenosine Triphosphatases/biosynthesis , Cyclophilins/metabolism , Cyclosporine/pharmacology , DNA-Directed RNA Polymerases/metabolism , Hepacivirus/genetics , Immunosuppressive Agents/pharmacology , RNA, Viral/genetics , Adenosine Triphosphatases/chemistry , Adenosine Triphosphatases/physiology , Cell Line, Tumor , DNA, Complementary/metabolism , Humans , Peptide Library , Plasmids/metabolism , RNA Helicases , RNA, Viral/metabolism , Recombinant Proteins/chemistry , Surface Plasmon Resonance , Tissue Distribution
10.
Expert Opin Drug Discov ; 5(4): 361-89, 2010 Apr.
Article in English | MEDLINE | ID: mdl-22823088

ABSTRACT

IMPORTANCE OF THE FIELD: Target discovery of drug-like small-molecules contributes to our understanding of biological phenomena at the molecular level as well as elucidating the mode of action of bioactive compounds. Research in this field is of high value because, in addition to basic observations, the data can be used to directly identify molecular targets or investigate pharmacokinetic characteristics of drugs in clinical use. AREAS COVERED IN THIS REVIEW: In addition to providing a brief overview of phage display (PD) technology, we discuss screening platforms, different types of phage libraries and the application of this method to the determination of targets for small-molecule therapeutics over the past decade. WHAT THE READER WILL GAIN: Readers will gain an understanding of the basis of PD technology through successful examples of the use of this method for the determination of targets for small-molecule therapeutics. They will learn what kinds of small-molecules were used to identify their binding partner, what characteristics and drawbacks are present in the use of small-molecule as bait, and what kinds of approaches were introduced in order to improve the technique to overcome the limitations of conventional strategies. TAKE HOME MESSAGE: A suitable combination of diverse technologies from various different fields can act synergistically to increase throughput and enhance the efficiency of PD technology for the determination of targets for small-molecule therapeutics. The most suitable method for successful target identification of small-molecules of interest using PD technology can often be determined by referring to past examples.

12.
Bioorg Med Chem ; 16(22): 9837-46, 2008 Nov 15.
Article in English | MEDLINE | ID: mdl-18930404

ABSTRACT

Here, we report an efficient one-cycle affinity selection using a natural-protein or random-peptide T7 phage pool for identification of binding proteins or peptides specific for small-molecules. The screening procedure involved a cuvette type 27-MHz quartz-crystal microbalance (QCM) apparatus with introduction of self-assembled monolayer (SAM) for a specific small-molecule immobilization on the gold electrode surface of a sensor chip. Using this apparatus, we attempted an affinity selection of proteins or peptides against synthetic ligand for FK506-binding protein (SLF) or irinotecan (Iri, CPT-11). An affinity selection using SLF-SAM and a natural-protein T7 phage pool successfully detected FK506-binding protein 12 (FKBP12)-displaying T7 phage after an interaction time of only 10 min. Extensive exploration of time-consuming wash and/or elution conditions together with several rounds of selection was not required. Furthermore, in the selection using a 15-mer random-peptide T7 phage pool and subsequent analysis utilizing receptor ligand contact (RELIC) software, a subset of SLF-selected peptides clearly pinpointed several amino-acid residues within the binding site of FKBP12. Likewise, a subset of Iri-selected peptides pinpointed part of the positive amino-acid region of residues from the Iri-binding site of the well-known direct targets, acetylcholinesterase (AChE) and carboxylesterase (CE). Our findings demonstrate the effectiveness of this method and general applicability for a wide range of small-molecules.


Subject(s)
Bacteriophage T7/genetics , Biosensing Techniques , Carrier Proteins/metabolism , Peptide Library , Peptides/metabolism , Amino Acid Sequence , Antineoplastic Agents, Phytogenic/chemistry , Antineoplastic Agents, Phytogenic/metabolism , Bacteriophage T7/metabolism , Biosensing Techniques/instrumentation , Camptothecin/analogs & derivatives , Camptothecin/chemistry , Camptothecin/metabolism , Carrier Proteins/biosynthesis , Carrier Proteins/chemistry , Drug Evaluation, Preclinical , Electrodes , Gold/chemistry , Irinotecan , Ligands , Molecular Sequence Data , Peptides/chemistry , Protein Structure, Tertiary , Structure-Activity Relationship , Tacrolimus Binding Proteins/chemistry , Tacrolimus Binding Proteins/metabolism
13.
Bioorg Med Chem ; 15(24): 7590-8, 2007 Dec 15.
Article in English | MEDLINE | ID: mdl-17897832

ABSTRACT

A peptide sequence that can bind to camptothecin (CPT), a natural cytotoxic compound, was screened for using a T7 phage display system combined with a cuvette type quartz crystal microbalance (QCM) device. In this screen, after only 10min of monitoring of the interaction between injected T7 phage pool with immobilized C10 biotinylated CPT (CPT-10-B) on a gold electrode surface, six different kinds of phage (A-F) were identified as judged by the size of PCR product on agarose gel electrophoresis. Injection of each single phage (A-E) pool individually caused a frequency decrease, suggesting interaction with the immobilized CPT-10-B. In addition, the peptide sequence displayed on phages A-C is consistent with chemical and biological studies of the interaction of CPTs with topoisomerase I (TopI), human E prostanoid receptor third cytoplasmic polypeptide, and a series of esterases. The efficacy of T7 phage display screening for small molecules on QCM devices, target discovery from primary peptide sequence, and application of this strategy to various drug-like small molecules are discussed.


Subject(s)
Biosensing Techniques , Biotin/chemistry , Camptothecin/analogs & derivatives , Peptide Library , Peptides/chemistry , Amino Acid Sequence , Antineoplastic Agents , Bacteriophage T7 , Biotinylation , Camptothecin/chemistry , Camptothecin/metabolism , Humans , Molecular Conformation , Molecular Sequence Data , Peptides/metabolism , Protein Binding
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