1
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Mizuno T. [Development of Decomposition Approach for Comprehensive Understanding of Drug Effects]. YAKUGAKU ZASSHI 2022; 142:1077-1082. [PMID: 36184442 DOI: 10.1248/yakushi.22-00123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
As the term polypharmacology suggests, there are multiple actions of small-molecule compounds. We proposed a decomposition and understanding concept that sheds light on the small effects in comparison to the large effects by decomposing these multiple effects. This concept was embodied by describing the effects of the compounds in a transcriptome profile, followed by factor analysis to extract latent variables as decomposed effects. Application of this approach to public datasets resulted in the inferences of compound effects consistent with existing knowledge such as gene ontologies and pathways. In one experimental validation, the potential inducibility of endoplasmic reticulum stress of several commercial drugs was detected by decomposition. Another study successfully discriminated the effects of a natural product and its derivatives despite their structural similarity. In the era of big data, it is important to infer conceptual elements composed of measurable elements as a higher layer than the given data of a specimen, which can expand our perception and understanding of the specimen. This review introduces an example of such a philosophy by applying it to the multiple effects of drugs to contribute to the understanding.
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Affiliation(s)
- Tadahaya Mizuno
- Graduate School of Pharmaceutical Sciences, The University of Tokyo
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2
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Muroi M, Osada H. Two-dimensional electrophoresis–cellular thermal shift assay (2DE-CETSA) for target identification of bioactive compounds. Methods Enzymol 2022; 675:425-437. [DOI: 10.1016/bs.mie.2022.07.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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3
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Kawatani M, Aono H, Shimizu T, Ohkura S, Hiranuma S, Muroi M, Ogawa N, Ohishi T, Ohba SI, Kawada M, Yamazaki K, Dan S, Osada H. Identification of Dihydroorotate Dehydrogenase Inhibitors─Indoluidins─That Inhibit Cancer Cell Growth. ACS Chem Biol 2021; 16:2570-2580. [PMID: 34730931 DOI: 10.1021/acschembio.1c00625] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Dihydroorotate dehydrogenase (DHODH) catalyzes the rate-limiting step in de novo pyrimidine biosynthesis and is a promising cancer treatment target. This study reports the identification of indoluidin D and its derivatives as inhibitors of DHODH. Cell-based phenotypic screening revealed that indoluidin D promoted myeloid differentiation and inhibited the proliferation of acute promyelocytic leukemia HL-60 cells. Indoluidin D also suppressed cell growth in various other types of cancer cells. Cancer cell sensitivity profiling with JFCR39 and proteomic profiling with ChemProteoBase revealed that indoluidin D is a DHODH inhibitor. Indoluidin D inhibited human DHODH activity in vitro; the DHODH reaction product orotic acid rescued indoluidin D-induced cell differentiation. We synthesized several indoluidin D diastereomer derivatives and demonstrated that stereochemistry was vital to their molecular activity. The indoluidin D derivative indoluidin E showed similar activity to its parent compound and suppressed tumor growth in a murine lung cancer xenograft model. Hence, indoluidin D and its derivatives selectively inhibit DHODH and suppress cancer cell growth.
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Affiliation(s)
- Makoto Kawatani
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
- Chemical Resource Development Unit, Technology Platform Division, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Harumi Aono
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Takeshi Shimizu
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Shouta Ohkura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Sayoko Hiranuma
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
- Chemical Resource Development Unit, Technology Platform Division, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Naoko Ogawa
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Tomokazu Ohishi
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Shun-ichi Ohba
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Manabu Kawada
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Kanami Yamazaki
- Division of Molecular Pharmacology, Cancer Chemotherapy Center, Japan Foundation for Cancer Research, 3-8-31 Ariake, Koto-ku, Tokyo 135-8550, Japan
| | - Shingo Dan
- Division of Molecular Pharmacology, Cancer Chemotherapy Center, Japan Foundation for Cancer Research, 3-8-31 Ariake, Koto-ku, Tokyo 135-8550, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
- Chemical Resource Development Unit, Technology Platform Division, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
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4
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Kawatani M, Aono H, Hiranuma S, Shimizu T, Muroi M, Ogawa N, Ohishi T, Ohba SI, Kawada M, Nogawa T, Okano A, Hashizume D, Osada H. Identification of a Small-Molecule Glucose Transporter Inhibitor, Glutipyran, That Inhibits Cancer Cell Growth. ACS Chem Biol 2021; 16:1576-1586. [PMID: 34296611 DOI: 10.1021/acschembio.1c00480] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Cancer cells reprogram their metabolism to survive and grow. Small-molecule inhibitors targeting cancer are useful for studying its metabolic pathways and functions and for developing anticancer drugs. Here, we discovered that glutipyran and its derivatives inhibit glycolytic activity and cell growth in human pancreatic cancer cells. According to proteomic profiling of glutipyran-treated cells using our ChemProteoBase, glutipyran was clustered within the group of endoplasmic reticulum (ER) stress inducers that included glycolysis inhibitors. Glutipyran inhibited glucose uptake and suppressed the growth of various cancer cells, including A431 cells that express glucose transporter class I (GLUT1) and DLD-1 GLUT1 knockout cells. When cotreated with the mitochondrial respiration inhibitor metformin, glutipyran exhibited a synergistic antiproliferative effect. Metabolome analysis revealed that glutipyran markedly decreased most metabolites of the glycolytic pathway and the pentose phosphate pathway. Glutipyran significantly suppressed tumor growth in a xenograft mouse model of pancreatic cancer. These results suggest that glutipyran acts as a broad-spectrum GLUT inhibitor and reduces cancer cell growth.
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Affiliation(s)
- Makoto Kawatani
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Harumi Aono
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Sayoko Hiranuma
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Takeshi Shimizu
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Naoko Ogawa
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Tomokazu Ohishi
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Shun-Ichi Ohba
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Manabu Kawada
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Toshihiko Nogawa
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Akiko Okano
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Daisuke Hashizume
- Materials Characterization Support Team, RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
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5
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Nemoto S, Morita K, Mizuno T, Kusuhara H. Decomposition Profile Data Analysis for Deep Understanding of Multiple Effects of Natural Products. JOURNAL OF NATURAL PRODUCTS 2021; 84:1283-1293. [PMID: 33836128 DOI: 10.1021/acs.jnatprod.0c01381] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
It is difficult to understand the entire effect of a natural product because such products generally have multiple effects. We propose a strategy to understand these effects effectively by decomposing them with a profile data analysis method we developed. A transcriptome profile data set was obtained from a public database and analyzed. Considering their high similarity in structure and transcriptome profile, we focused on rescinnamine and syrosingopine. Decomposed effects predicted clear differences between the compounds. Two of the decomposed effects, SREBF1 activation and HDAC inhibition, were investigated experimentally because the relationship between these effects and the compounds had not yet been reported. Analyses in vitro validated these effects, and their strength was consistent with predicted scores. Moreover, the number of outliers in decomposed effects per compound was higher in natural products than in drugs in the data set, which is consistent with the nature of the effects of natural products.
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Affiliation(s)
- Shumpei Nemoto
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8654, Japan
| | - Katsuhisa Morita
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8654, Japan
| | - Tadahaya Mizuno
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8654, Japan
| | - Hiroyuki Kusuhara
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8654, Japan
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6
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Mizuno T, Morita K, Kusuhara H. Interesting Properties of Profile Data Analysis in the Understanding and Utilization of the Effects of Drugs. Biol Pharm Bull 2020; 43:1435-1442. [DOI: 10.1248/bpb.b20-00301] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Tadahaya Mizuno
- Graduate School of Pharmaceutical Sciences, the University of Tokyo
| | - Katsuhisa Morita
- Graduate School of Pharmaceutical Sciences, the University of Tokyo
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7
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Kawamura T, Futamura Y, Shang E, Muroi M, Janning P, Ueno M, Wilke J, Takeda S, Kondoh Y, Ziegler S, Watanabe N, Waldmann H, Osada H. Discovery of small-molecule modulator of heterotrimeric G i-protein by integrated phenotypic profiling and chemical proteomics. Biosci Biotechnol Biochem 2020; 84:2484-2490. [PMID: 32867616 DOI: 10.1080/09168451.2020.1812375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Discovery of small-molecule inducers of unique phenotypic changes combined with subsequent target identification often provides new insights into cellular functions. Here, we applied integrated profiling based on cellular morphological and proteomic changes to compound screening. We identified an indane derivative, NPD9055, which is mechanistically distinct from reference compounds with known modes of action. Employing a chemical proteomics approach, we then showed that NPD9055 binds subunits of heterotrimeric G-protein Gi. An in vitro [35S]GTPγS-binding assay revealed that NPD9055 inhibited GDP/GTP exchange on a Gαi subunit induced by a G-protein-coupled receptor agonist, but not on another G-protein from the Gαs family. In intact HeLa cells, NPD9055 induced an increase in intracellular Ca2+ levels and ERK/MAPK phosphorylation, both of which are regulated by Gβγ, following its dissociation from Gαi. Our observations suggest that NPD9055 targets Gαi and thus regulates Gβγ-dependent cellular processes, most likely by causing the dissociation of Gβγ from Gαi.
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Affiliation(s)
- Tatsuro Kawamura
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science , Saitama, Japan.,Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany
| | - Yushi Futamura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science , Saitama, Japan
| | - Erchang Shang
- Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany
| | - Makoto Muroi
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science , Saitama, Japan.,Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science , Saitama, Japan
| | - Petra Janning
- Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany
| | - Masayoshi Ueno
- Faculty of Science and Technology, Division of Molecular Science, Gunma University , Kiryu, Gunma, Japan
| | - Julian Wilke
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science , Saitama, Japan.,Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany.,Faculty of Chemistry and Chemical Biology, Technical University Dortmund , Dortmund, Germany
| | - Shigeki Takeda
- Faculty of Science and Technology, Division of Molecular Science, Gunma University , Kiryu, Gunma, Japan
| | - Yasumitsu Kondoh
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science , Saitama, Japan
| | - Slava Ziegler
- Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany
| | - Nobumoto Watanabe
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science , Saitama, Japan
| | - Herbert Waldmann
- Max Planck Institute of Molecular Physiology , Department of Chemical Biology, Dortmund, Germany.,Faculty of Chemistry and Chemical Biology, Technical University Dortmund , Dortmund, Germany
| | - Hiroyuki Osada
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science , Saitama, Japan.,Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science , Saitama, Japan
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8
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Tsushima M, Sato S, Nakane K, Nakamura H. Target Protein Identification on Photocatalyst-Functionalized Magnetic Affinity Beads. ACTA ACUST UNITED AC 2020; 101:e108. [PMID: 32603537 DOI: 10.1002/cpps.108] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Although various affinity chromatography and photoaffinity labeling methods have been developed for target protein identification of bioactive molecules, it is often difficult to detect proteins that bind the ligand with weak transient affinity using these techniques. We have developed single electron transfer-mediated tyrosine labeling using ruthenium photocatalysts. Proximity labeling using 1-methyl-4-aryl-urazole (MAUra) labels proteins in close proximity to the photocatalyst with high efficiency and selectivity. Performing this labeling reaction on affinity beads makes it possible to label proteins that bind the ligand with weak transient affinity. In this article, novel protocols are described for target protein identification using photocatalyst proximity labeling on ruthenium photocatalyst-functionalized magnetic affinity beads. © 2020 Wiley Periodicals LLC. Basic Protocol 1: Synthesis of ruthenium photocatalyst Basic Protocol 2: Synthesis of azide- or desthiobiotin-conjugated labeling reagents Basic Protocol 3: Preparation of photocatalyst and ligand-functionalized affinity beads Basic Protocol 4: Target protein labeling in cell lysate Basic Protocol 5: Enrichment of labeled proteins with MAUra-DTB for LC-MS/MS analysis Basic Protocol 6: 2D-DIGE analysis of fluorescence-labeled proteins.
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Affiliation(s)
- Michihiko Tsushima
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, Japan
| | - Shinichi Sato
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, Japan
| | - Keita Nakane
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, Japan
| | - Hiroyuki Nakamura
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, Japan
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9
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Nagasawa I, Muroi M, Kawatani M, Ohishi T, Ohba SI, Kawada M, Osada H. Identification of a Small Compound Targeting PKM2-Regulated Signaling Using 2D Gel Electrophoresis-Based Proteome-wide CETSA. Cell Chem Biol 2020; 27:186-196.e4. [PMID: 31813846 DOI: 10.1016/j.chembiol.2019.11.010] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Revised: 10/01/2019] [Accepted: 11/14/2019] [Indexed: 02/07/2023]
Abstract
The cellular thermal shift assay (CETSA) has recently been devised as a label-free method for target validation of small compounds and monitoring the thermal stabilization or destabilization of proteins due to binding with the compound. Herein, we developed a modified method by combining the CETSA and proteomics analysis based on 2D gel electrophoresis, namely 2DE-CETSA, to identify the thermal stability-shifted proteins by binding with a new compound. We applied the 2DE-CETSA for analysis of a target-unknown compound, NPD10084, which exerts anti-proliferative activity against colorectal cancer cells in vitro and in vivo, and identified pyruvate kinase muscle isoform 2 (PKM2) as a candidate target protein. Interestingly, NPD10084 interrupted protein-protein interactions between PKM2 and β-catenin or STAT3, with subsequent suppression of downstream signaling. We thus demonstrate that our 2DE-CETSA method is applicable for identification of target compounds discovered by phenotypic screening.
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Affiliation(s)
- Ikuko Nagasawa
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Kawatani
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Tomokazu Ohishi
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Shun-Ichi Ohba
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Manabu Kawada
- Institute of Microbial Chemistry (BIKAKEN), Numazu, Microbial Chemistry Research Foundation, 18-24 Miyamoto, Numazu, Shizuoka 410-0301, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan.
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10
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Asami Y, Kim SO, Jang JP, Ko SK, Kim BY, Osada H, Jang JH, Ahn JS. CRM646-A, a Fungal Metabolite, Induces Nucleus Condensation by Increasing Ca 2+ Levels in Rat 3Y1 Fibroblast Cells. J Microbiol Biotechnol 2020; 30:31-37. [PMID: 31752054 PMCID: PMC9728397 DOI: 10.4014/jmb.1908.08043] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 10/23/2019] [Accepted: 11/08/2019] [Indexed: 12/16/2022]
Abstract
We previously identified a new heparinase inhibitor fungal metabolite, named CRM646-A, which showed inhibition of heparinase and telomerase activities in an in vitro enzyme assay and antimetastatic activity in a cell-based assay. In this study, we elucidated the mechanism by which CRM646-A rapidly induced nucleus condensation, plasma membrane disruption and morphological changes by increasing intracellular Ca2+ levels. Furthermore, PD98059, a mitogen-activated protein kinase (MEK) inhibitor, inhibited CRM646-A-induced nucleus condensation through ERK1/2 activation in rat 3Y1 fibroblast cells. We identified CRM646-A as a Ca2+ ionophore-like agent with a distinctly different chemical structure from that of previously reported Ca2+ ionophores. These results indicate that CRM646-A has the potential to be used as a new and effective antimetastatic drug.
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Affiliation(s)
- Yukihiro Asami
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 286, Republic of Korea
- Chemical Biology Research Group, RIKEN CSRS, Saitama 351-0198, Japan
- Kitasato Institute for Life Sciences, Kitasato University, Tokyo 108-8641, Japan
| | - Sun-Ok Kim
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 286, Republic of Korea
| | - Jun-Pil Jang
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 286, Republic of Korea
| | - Sung-Kyun Ko
- Natural Medicine Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 8116, Republic of Korea
| | - Bo Yeon Kim
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 286, Republic of Korea
- Department of Biomolecular Science, KRIBB School of Bioscience, University of Science and Technology, Daejeon 411, Republic of Korea
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN CSRS, Saitama 351-0198, Japan
| | - Jae-Hyuk Jang
- Natural Medicine Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 8116, Republic of Korea
- Department of Biomolecular Science, KRIBB School of Bioscience, University of Science and Technology, Daejeon 411, Republic of Korea
| | - Jong Seog Ahn
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, Cheongju 286, Republic of Korea
- Department of Biomolecular Science, KRIBB School of Bioscience, University of Science and Technology, Daejeon 411, Republic of Korea
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11
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Kinoshita S, Mizuno T, Hori M, Kohno M, Kusuhara H. Development of a Novel Platform of Proteome Profiling Based on an Easy-to-Handle and Informative 2D-DIGE System. Biol Pharm Bull 2019; 42:2069-2075. [PMID: 31787721 DOI: 10.1248/bpb.b19-00571] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Proteome profiling based on two-dimensional (2D)-DIGE might be a useful tool for investigating drug-like compounds and the mode of action of drugs. However, obtaining data for profiling requires high labor costs, and it is difficult to control the reproducibility of spot positions because 2D-DIGE usually requires large-size glass plates and spot alignments are greatly affected by the quality of DryStrips and polyacrylamide gels (PAGs). Therefore, we have developed a novel platform by employing small size DryStrips and PAGs, and an image analysis strategy based on dual correction of spot alignment and volume. Our system can automatically detect a large number of consistent spots through all images. Cytosol fractions of HeLa cells treated with dimethyl sulfoxide (DMSO) or bortezomib were analyzed, 1697 consistent spots were detected, and 775 of them were significantly changed with the treatment. Deviations between different days and lot sets of DryStrips and PAGs were investigated by calculating the correlation coefficients. The mean values of the correlation between days and lot sets were 0.96 and 0.94, respectively. Clustering analysis of all the treatment data clearly separated the DMSO or bortezomib treated groups beyond day deviations. Thus, we have succeeded in developing an easy-to-handle 2D-DIGE system that can be a novel proteome profiling platform.
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Affiliation(s)
- Setsuo Kinoshita
- Graduate School of Pharmaceutical Sciences, the University of Tokyo.,ProMedico Co., Ltd.,Nippon Tect Systems Co., Ltd
| | - Tadahaya Mizuno
- Graduate School of Pharmaceutical Sciences, the University of Tokyo
| | | | - Michiaki Kohno
- Graduate School of Pharmaceutical Sciences, Kyoto University.,Senri Laboratory, WAKEN B TECH Co., Ltd
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12
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Proteomic Profiling for Target Identification of Biologically Active Small Molecules Using 2D DIGE. Methods Mol Biol 2019; 1888:127-139. [PMID: 30519944 DOI: 10.1007/978-1-4939-8891-4_7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Recent improvements in technologies such as omics analysis have enabled us to acquire a large amount of data regarding the biological changes in cells treated with bioactive small molecules. Using such data, a variety of profiling methods have been established for target identification of such bioactive compounds. In this chapter, we describe a proteomic profiling system, ChemProteoBase, based on proteome analysis using two-dimensional difference gel electrophoresis. This system compares the similarities in protein expression of 296 spots detected in the gel among the test compounds.
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13
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Zhang X, Selvaraju K, Saei AA, D'Arcy P, Zubarev RA, Arnér ES, Linder S. Repurposing of auranofin: Thioredoxin reductase remains a primary target of the drug. Biochimie 2019; 162:46-54. [PMID: 30946948 DOI: 10.1016/j.biochi.2019.03.015] [Citation(s) in RCA: 95] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Accepted: 03/24/2019] [Indexed: 12/11/2022]
Abstract
Auranofin is a gold (I)-containing compound used for the treatment of rheumatic arthritis. Auranofin has anticancer activity in animal models and is approved for clinical trials for lung and ovarian carcinomas. Both the cytosolic and mitochondrial forms of the selenoprotein thioredoxin reductase (TrxR) are well documented targets of auranofin. Auranofin was recently reported to also inhibit proteasome activity at the level of the proteasome-associated deubiquitinases (DUBs) UCHL5 and USP14. We here set out to re-examine the molecular mechanism underlying auranofin cytotoxicity towards cultured cancer cells. The effects of auranofin on the proteasome were examined in cells and in vitro, effects on DUB activity were assessed using different substrates. The cellular response to auranofin was compared to that of the 20S proteasome inhibitor bortezomib and the 19S DUB inhibitor b-AP15 using proteomics. Auranofin was found to inhibit mitochondrial activity and to an induce oxidative stress response at IC50 doses. At 2-3-fold higher doses, auranofin inhibits proteasome processing in cells. At such supra-pharmacological concentrations USP14 activity was inhibited. Analysis of protein expression profiles in drug-exposed tumor cells showed that auranofin induces a response distinct from that of the 20S proteasome inhibitor bortezomib and the DUB inhibitor b-AP15, both of which induced similar responses. Our results support the notion that the primary mechanism of action of auranofin is TrxR inhibition and suggest that proteasome DUB inhibition is an off-target effect. Whether proteasome inhibition will contribute to the antineoplastic effect of auranofin in treated patients is unclear but remains a possibility.
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Affiliation(s)
- Xiaonan Zhang
- Department of Oncology-Pathology, Karolinska Institutet, SE-171 76, Stockholm, Sweden
| | - Karthik Selvaraju
- Department of Medical and Health Sciences, Linköping University, SE-581 83, Linköping, Sweden
| | - Amir Ata Saei
- Department of Medical Biochemistry and Biophysics, Division of Physiological Chemistry I, Karolinska Institutet, SE-171 77, Stockholm, Sweden
| | - Padraig D'Arcy
- Department of Medical and Health Sciences, Linköping University, SE-581 83, Linköping, Sweden
| | - Roman A Zubarev
- Department of Medical Biochemistry and Biophysics, Division of Physiological Chemistry I, Karolinska Institutet, SE-171 77, Stockholm, Sweden
| | - Elias Sj Arnér
- Division of Biochemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institute, SE-171 77, Stockholm, Sweden
| | - Stig Linder
- Department of Oncology-Pathology, Karolinska Institutet, SE-171 76, Stockholm, Sweden; Department of Medical and Health Sciences, Linköping University, SE-581 83, Linköping, Sweden.
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14
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Subedi A, Muroi M, Futamura Y, Kawamura T, Aono H, Nishi M, Ryo A, Watanabe N, Osada H. A novel inhibitor of tumorspheres reveals the activation of the serine biosynthetic pathway upon mitochondrial inhibition. FEBS Lett 2019; 593:763-776. [PMID: 30874300 DOI: 10.1002/1873-3468.13361] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2018] [Revised: 03/11/2019] [Accepted: 03/12/2019] [Indexed: 02/06/2023]
Abstract
Differences in the metabolism of cancer cells or cancer stem cells (CSCs) as compared to normal cells have provided avenues to safely target cancers. To discover metabolic inhibitors of CSCs, we performed alkaline phosphatase- and tumoursphere-based drug screening using induced cancer stem cell-like cells. From the screening of a RIKEN NPDepo chemical library, we discovered NPD2381 as a novel and selective cancer-stemness inhibitor that targets mitochondrial metabolism. Using our ChemProteoBase profiling, we found that NPD2381 increases the expression of enzymes within the serine biosynthesis pathway. We also found a role for serine in protecting cancer cells from mitochondrial inhibitors. Our results suggest the existence of a compensatory mechanism to increase the level of intracellular serine in response to mitochondrial inhibitors.
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Affiliation(s)
- Amit Subedi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Yushi Futamura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Tatsuro Kawamura
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Harumi Aono
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Mayuko Nishi
- Department of Microbiology, Yokohama City University School of Medicine, Japan
| | - Akihide Ryo
- Department of Microbiology, Yokohama City University School of Medicine, Japan
| | - Nobumoto Watanabe
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science, Wako, Japan.,Bio-Active Compounds Discovery Research Unit, RIKEN Center for Sustainable Resource Science, Wako, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako, Japan.,RIKEN-Max Planck Joint Research Division for Systems Chemical Biology, RIKEN Center for Sustainable Resource Science, Wako, Japan
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15
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Cheng L, Muroi M, Cao S, Bian L, Osada H, Xiang L, Qi J. 3β,23,28-Trihydroxy-12-oleanene 3β-Caffeate from Desmodium sambuense-Induced Neurogenesis in PC12 Cells Mediated by ER Stress and BDNF–TrkB Signaling Pathways. Mol Pharm 2019; 16:1423-1432. [DOI: 10.1021/acs.molpharmaceut.8b00939] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Lihong Cheng
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako-shi, Saitama 351-0198, Japan
| | - Shining Cao
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Linglin Bian
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Wako-shi, Saitama 351-0198, Japan
| | - Lan Xiang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Jianhua Qi
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
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16
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Mizuno T, Kinoshita S, Ito T, Maedera S, Kusuhara H. Development of Orthogonal Linear Separation Analysis (OLSA) to Decompose Drug Effects into Basic Components. Sci Rep 2019; 9:1824. [PMID: 30755704 PMCID: PMC6372619 DOI: 10.1038/s41598-019-38528-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Accepted: 12/27/2018] [Indexed: 01/06/2023] Open
Abstract
Drugs have multiple, not single, effects. Decomposition of drug effects into basic components helps us to understand the pharmacological properties of a drug and contributes to drug discovery. We have extended factor analysis and developed a novel profile data analysis method: orthogonal linear separation analysis (OLSA). OLSA contracted 11,911 genes to 118 factors from transcriptome data of MCF7 cells treated with 318 compounds in a Connectivity Map. Ontology of the main genes constituting the factors detected significant enrichment of the ontology in 65 of 118 factors and similar results were obtained in two other data sets. In further analysis of the Connectivity Map data set, one factor discriminated two Hsp90 inhibitors, geldanamycin and radicicol, while clustering analysis could not. Doxorubicin and other topoisomerase inhibitors were estimated to inhibit Na+/K+ ATPase, one of the suggested mechanisms of doxorubicin-induced cardiotoxicity. Based on the factor including PI3K/AKT/mTORC1 inhibition activity, 5 compounds were predicted to be novel inducers of autophagy, and other analyses including western blotting revealed that 4 of the 5 actually induced autophagy. These findings indicate the potential of OLSA to decompose the effects of a drug and identify its basic components.
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Affiliation(s)
- Tadahaya Mizuno
- Graduate School of Pharmaceutical Sciences, the University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan.
| | - Setsuo Kinoshita
- Graduate School of Pharmaceutical Sciences, the University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
- ProMedico Co., Ltd., Ota-ku, Tokyo, 143-0023, Japan
| | - Takuya Ito
- Graduate School of Pharmaceutical Sciences, the University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Shotaro Maedera
- Graduate School of Pharmaceutical Sciences, the University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Hiroyuki Kusuhara
- Graduate School of Pharmaceutical Sciences, the University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan.
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17
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Yoshida M. Recent advances in target identification of bioactive natural products. Biosci Biotechnol Biochem 2019; 83:1-9. [DOI: 10.1080/09168451.2018.1533804] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
ABSTRACT
Natural products are a tremendous source of tool discovery for basic science and drug discovery for clinical uses. In contrast to the large number of compounds isolated from nature, however, the number of compounds whose target molecules have been identified so far is fairly limited. Elucidation of the mechanism of how bioactive small molecules act in cells to induce biological activity (mode of action) is an attractive but challenging field of basic biology. At the same time, this is the major bottleneck for drug development of compounds identified in cell-based and phenotype-based screening. Although researchers’ experience and inspiration have been crucial for successful target identification, recent advancements in genomics, proteomics, and chemical genomics have made this challenging task possible in a systematic fashion.
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Affiliation(s)
- Minoru Yoshida
- RIKEN Center for Sustainable Resource Science, Wako, Japan
- Department of Biotechnology, The University of Tokyo, Tokyo, Japan
- Collaborative Research Institute for Innovative Microbiology, The University of Tokyo, Tokyo, Japan
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18
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Kubota K, Funabashi M, Ogura Y. Target deconvolution from phenotype-based drug discovery by using chemical proteomics approaches. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2019; 1867:22-27. [DOI: 10.1016/j.bbapap.2018.08.002] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Revised: 07/19/2018] [Accepted: 08/09/2018] [Indexed: 11/16/2022]
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19
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Bioenergetic and proteomic profiling to screen small molecule inhibitors that target cancer metabolisms. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2019; 1867:28-37. [DOI: 10.1016/j.bbapap.2018.06.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Revised: 05/30/2018] [Accepted: 06/01/2018] [Indexed: 12/14/2022]
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20
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Woods AG, Sokolowska I, Ngounou Wetie AG, Channaveerappa D, Dupree EJ, Jayathirtha M, Aslebagh R, Wormwood KL, Darie CC. Mass Spectrometry for Proteomics-Based Investigation. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2019; 1140:1-26. [DOI: 10.1007/978-3-030-15950-4_1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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21
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A framework for large-scale metabolome drug profiling links coenzyme A metabolism to the toxicity of anti-cancer drug dichloroacetate. Commun Biol 2018; 1:101. [PMID: 30271981 PMCID: PMC6123704 DOI: 10.1038/s42003-018-0111-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 07/16/2018] [Indexed: 12/15/2022] Open
Abstract
Metabolic profiling of cell line collections has become an invaluable tool to study disease etiology, drug modes of action and to select personalized treatments. However, large-scale in vitro dynamic metabolic profiling is limited by time-consuming sampling and complex measurement procedures. By adapting a mass spectrometry-based metabolomics workflow for high-throughput profiling of diverse adherent mammalian cells, we establish a framework for the rapid measurement and analysis of drug-induced dynamic changes in intracellular metabolites. This methodology is scalable to large compound libraries and is here applied to study the mechanism underlying the toxic effect of dichloroacetate in ovarian cancer cell lines. System-level analysis of the metabolic responses revealed a key and unexpected role of CoA biosynthesis in dichloroacetate toxicity and the more general importance of CoA homeostasis across diverse human cell lines. The herein-proposed strategy for high-content drug metabolic profiling is complementary to other molecular profiling techniques, opening new scientific and drug-discovery opportunities.
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22
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23
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Khalid A, Takagi H, Panthee S, Muroi M, Chappell J, Osada H, Takahashi S. Development of a Terpenoid-Production Platform in Streptomyces reveromyceticus SN-593. ACS Synth Biol 2017; 6:2339-2349. [PMID: 29019653 DOI: 10.1021/acssynbio.7b00249] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Terpenoids represent the largest class of natural products, some of which are resources for pharmaceuticals, fragrances, and fuels. Generally, mass production of valuable terpenoid compounds is hampered by their low production levels in organisms and difficulty of chemical synthesis. Therefore, the development of microbial biosynthetic platforms represents an alternative approach. Although microbial terpenoid-production platforms have been established in Escherichia coli and yeast, an optimal platform has not been developed for Streptomyces species, despite the large capacity to produce secondary metabolites, such as polyketide compounds. To explore this potential, we constructed a terpenoid-biosynthetic platform in Streptomyces reveromyceticus SN-593. This strain is unique in that it harbors the mevalonate gene cluster enabling the production of furaquinocin, which can be controlled by the pathway specific regulator Fur22. We simultaneously expressed the mevalonate gene cluster and subsequent terpenoid-biosynthetic genes under the control of Fur22. To achieve improved fur22 gene expression, we screened promoters from S. reveromyceticus SN-593. Our results showed that the promoter associated with rvr2030 gene enabled production of 212 ± 20 mg/L botryococcene to levels comparable to those previously reported for other microbial hosts. Given that the rvr2030 gene encodes for an enzyme involved in the primary metabolism, these results suggest that optimized expression of terpenoid-biosynthetic genes with primary and secondary metabolism might be as important for high yields of terpenoid compounds as is the absolute expression level of a target gene(s).
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Affiliation(s)
- Ammara Khalid
- Chemical
Biology Research Group, RIKEN Centre for Sustainable Resource Science, Hirosawa, 2-1, Wako, Saitama 351-0198, Japan
- Graduate
School of Science and Engineering, Saitama University, Saitama 338-8570, Japan
| | - Hiroshi Takagi
- Natural
Product Biosynthesis Research Unit, RIKEN Centre for Sustainable Resource Science, Hirosawa 2-1, Wako, Saitama 351-0198, Japan
| | - Suresh Panthee
- Natural
Product Biosynthesis Research Unit, RIKEN Centre for Sustainable Resource Science, Hirosawa 2-1, Wako, Saitama 351-0198, Japan
| | - Makoto Muroi
- Chemical
Biology Research Group, RIKEN Centre for Sustainable Resource Science, Hirosawa, 2-1, Wako, Saitama 351-0198, Japan
| | - Joe Chappell
- Pharmaceutical
Sciences, University of Kentucky, 789 S Limestone Street, Lexington, Kentucky 40536-0596, United States
| | - Hiroyuki Osada
- Chemical
Biology Research Group, RIKEN Centre for Sustainable Resource Science, Hirosawa, 2-1, Wako, Saitama 351-0198, Japan
- Graduate
School of Science and Engineering, Saitama University, Saitama 338-8570, Japan
| | - Shunji Takahashi
- Natural
Product Biosynthesis Research Unit, RIKEN Centre for Sustainable Resource Science, Hirosawa 2-1, Wako, Saitama 351-0198, Japan
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24
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Chandra S, Kalaivani R, Kumar M, Srinivasan N, Sarkar DP. Sendai virus recruits cellular villin to remodel actin cytoskeleton during fusion with hepatocytes. Mol Biol Cell 2017; 28:3801-3814. [PMID: 29074568 PMCID: PMC5739296 DOI: 10.1091/mbc.e17-06-0400] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Revised: 10/10/2017] [Accepted: 10/20/2017] [Indexed: 01/23/2023] Open
Abstract
Reconstituted Sendai viral envelopes (virosomes) are well recognized for their promising potential in membrane fusion-mediated delivery of bioactive molecules to liver cells. Despite the known function of viral envelope glycoproteins in catalyzing fusion with cellular membrane, the role of host cell proteins remains elusive. Here, we used two-dimensional differential in-gel electrophoresis to analyze hepatic cells in early response to virosome-induced membrane fusion. Quantitative mass spectrometry together with biochemical analysis revealed that villin, an actin-modifying protein, is differentially up-regulated and phosphorylated at threonine 206-an early molecular event during membrane fusion. We found that villin influences actin dynamics and that this influence, in turn, promotes membrane mixing through active participation of Sendai viral envelope glycoproteins. Modulation of villin in host cells also resulted in a discernible effect on the entry and egress of progeny Sendai virus. Taken together, these results suggest a novel mechanism of regulated viral entry in animal cells mediated by host factor villin.
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Affiliation(s)
- Sunandini Chandra
- Department of Biochemistry, University of Delhi, New Delhi 110021, India
| | - Raju Kalaivani
- Molecular Biophysics Unit, Indian Institute of Science, Bengaluru 560012, India
- MRC Laboratory of Molecular Biology, Cambridge CB20QH, UK
| | - Manoj Kumar
- Department of Biochemistry, University of Delhi, New Delhi 110021, India
| | | | - Debi P Sarkar
- Department of Biochemistry, University of Delhi, New Delhi 110021, India
- Indian Institute of Science Education and Research, Mohali, Manauli PO 140306, Punjab, India
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25
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Feng K, Wang LY, Liao DJ, Lu XP, Hu DJ, Liang X, Zhao J, Mo ZY, Li SP. Potential molecular mechanisms for fruiting body formation of Cordyceps illustrated in the case of Cordyceps sinensis. Mycology 2017; 8:231-258. [PMID: 30123644 PMCID: PMC6059060 DOI: 10.1080/21501203.2017.1365314] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2017] [Accepted: 08/04/2017] [Indexed: 11/30/2022] Open
Abstract
The fruiting body formation mechanisms of Cordyceps sinensis are still unclear. To explore the mechanisms, proteins potentially related to the fruiting body formation, proteins from fruiting bodies, and mycelia of Cordyceps species were assessed by using two-dimensional fluorescence difference gel electrophoresis, and the differential expression proteins were identified by matrix-assisted laser desorption/ionisation tandem time of flight mass spectrometry. The results showed that 198 differential expression proteins (252 protein spots) were identified during the fruiting body formation of Cordyceps species, and 24 of them involved in fruiting body development in both C. sinensis and other microorganisms. Especially, enolase and malate dehydrogenase were first found to play an important role in fruiting body development in macro-fungus. The results implied that cAMP signal pathway involved in fruiting body development of C. sinensis, meanwhile glycometabolism, protein metabolism, energy metabolism, and cell reconstruction were more active during fruiting body development. It has become evident that fruiting body formation of C. sinensis is a highly complex differentiation process and requires precise integration of a number of fundamental biological processes. Although the fruiting body formation mechanisms for all these activities remain to be further elucidated, the possible mechanism provides insights into the culture of C. sinensis.
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Affiliation(s)
- Kun Feng
- State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao, China
| | - Lan-Ying Wang
- State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao, China.,Department of Chemistry and Pharmacy, Zhuhai College of Jilin University, Zhuhai, China
| | - Dong-Jiang Liao
- The State Key Laboratory of Respiratory Diseases, Guangzhou Medical University, Guangzhou, China
| | - Xin-Peng Lu
- The State Key Laboratory of Respiratory Diseases, Guangzhou Medical University, Guangzhou, China
| | - De-Jun Hu
- State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao, China
| | | | - Jing Zhao
- State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao, China
| | - Zi-Yao Mo
- The State Key Laboratory of Respiratory Diseases, Guangzhou Medical University, Guangzhou, China
| | - Shao-Ping Li
- State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao, China
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26
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Blagg J, Workman P. Choose and Use Your Chemical Probe Wisely to Explore Cancer Biology. Cancer Cell 2017; 32:9-25. [PMID: 28697345 PMCID: PMC5511331 DOI: 10.1016/j.ccell.2017.06.005] [Citation(s) in RCA: 121] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 05/31/2017] [Accepted: 06/09/2017] [Indexed: 01/15/2023]
Abstract
Small-molecule chemical probes or tools have become progressively more important in recent years as valuable reagents to investigate fundamental biological mechanisms and processes causing disease, including cancer. Chemical probes have also achieved greater prominence alongside complementary biological reagents for target validation in drug discovery. However, there is evidence of widespread continuing misuse and promulgation of poor-quality and insufficiently selective chemical probes, perpetuating a worrisome and misleading pollution of the scientific literature. We discuss current challenges with the selection and use of chemical probes, and suggest how biologists can and should be more discriminating in the probes they employ.
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Affiliation(s)
- Julian Blagg
- Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SM2 5NG, UK.
| | - Paul Workman
- Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SM2 5NG, UK.
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27
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28
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Futamura Y, Yamamoto K, Osada H. Phenotypic screening meets natural products in drug discovery†. Biosci Biotechnol Biochem 2017; 81:28-31. [DOI: 10.1080/09168451.2016.1248365] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Abstract
The Nobel Prize in Physiology or Medicine 2015 was awarded for discoveries related to the control of parasitic diseases using natural products of microbial and plant origin. In current drug discovery programs, synthesized compounds are widely used as a screening source; however, this award reminds us of the importance of natural products. Here, we introduce our phenotypic screening methods based on changes in cell morphology and discuss their effectiveness and impact for natural products in drug discovery.
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Affiliation(s)
- Yushi Futamura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Saitama, Japan
| | - Kai Yamamoto
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Saitama, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science, Saitama, Japan
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29
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Páez-Franco JC, González-Sánchez I, Gutiérrez-Nájera NA, Valencia-Turcotte LG, Lira-Rocha A, Cerbón MA, Rodríguez-Sotres R. Proteomic Profiling Reveals the Induction of UPR in Addition to DNA Damage Response in HeLa Cells Treated With the Thiazolo[5,4-b]Quinoline Derivative D3ClP. J Cell Biochem 2016; 118:1164-1173. [DOI: 10.1002/jcb.25753] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2016] [Accepted: 09/28/2016] [Indexed: 12/27/2022]
Affiliation(s)
- José Carlos Páez-Franco
- Departamento de Bioquímica; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
| | - Ignacio González-Sánchez
- Departamento de Biología; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
| | - Nora A. Gutiérrez-Nájera
- Consorcio de Estructura de Proteínas; Instituto Nacional de Medicina Genómica; Mexico City Mexico
| | - Lilián G. Valencia-Turcotte
- Departamento de Bioquímica; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
| | - Alfonso Lira-Rocha
- Departamento de Farmacia; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
| | - Marco A. Cerbón
- Departamento de Biología; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
- Unidad de Investigación en Reproducción Humana; Instituto Nacional de Perinatología; Mexico City Mexico
| | - Rogelio Rodríguez-Sotres
- Departamento de Bioquímica; Facultad de Química; Universidad Nacional Autónoma de México; Mexico City Mexico
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30
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Proteomic profiling reveals that collismycin A is an iron chelator. Sci Rep 2016; 6:38385. [PMID: 27922079 PMCID: PMC5138588 DOI: 10.1038/srep38385] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 11/09/2016] [Indexed: 12/13/2022] Open
Abstract
Collismycin A (CMA), a microbial product, has anti-proliferative activity against cancer cells, but the mechanism of its action remains unknown. Here, we report the identification of the molecular target of CMA by ChemProteoBase, a proteome-based approach for drug target identification. ChemProteoBase profiling showed that CMA is closely clustered with di-2-pyridylketone 4,4-dimethyl-3-thiosemicarbazone, an iron chelator. CMA bound to both Fe(II) and Fe(III) ions and formed a 2:1 chelator-iron complex with a redox-inactive center. CMA-induced cell growth inhibition was completely canceled by Fe(II) and Fe(III) ions, but not by other metal ions such as Zn(II) or Cu(II). Proteomic and transcriptomic analyses showed that CMA affects the glycolytic pathway due to the accumulation of HIF-1α. These results suggest that CMA acts as a specific iron chelator, leading to the inhibition of cancer cell growth.
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31
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Chemical and biological studies of reveromycin A. J Antibiot (Tokyo) 2016; 69:723-730. [PMID: 27270304 DOI: 10.1038/ja.2016.57] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2016] [Revised: 03/21/2016] [Accepted: 03/22/2016] [Indexed: 12/12/2022]
Abstract
The research on antibiotics requires the integration of broad areas, such as microbiology, organic chemistry, biochemistry and pharmacology. It is similar to the field of chemical biology that is recently popular as an approach for drug discovery. When we isolate a new compound from a microorganism, we can pursue the interesting research on chemistry and biology. In this review, I would like to introduce our achievements in relation to reveromycin A.
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32
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Allantopyrone A activates Keap1–Nrf2 pathway and protects PC12 cells from oxidative stress-induced cell death. J Antibiot (Tokyo) 2016; 70:429-434. [DOI: 10.1038/ja.2016.99] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2016] [Revised: 05/10/2016] [Accepted: 06/16/2016] [Indexed: 02/03/2023]
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33
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Kapoor S, Waldmann H, Ziegler S. Novel approaches to map small molecule–target interactions. Bioorg Med Chem 2016; 24:3232-45. [DOI: 10.1016/j.bmc.2016.05.020] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2016] [Revised: 05/10/2016] [Accepted: 05/12/2016] [Indexed: 10/24/2022]
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34
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Kawamura T, Kawatani M, Muroi M, Kondoh Y, Futamura Y, Aono H, Tanaka M, Honda K, Osada H. Proteomic profiling of small-molecule inhibitors reveals dispensability of MTH1 for cancer cell survival. Sci Rep 2016; 6:26521. [PMID: 27210421 PMCID: PMC4876372 DOI: 10.1038/srep26521] [Citation(s) in RCA: 79] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2016] [Accepted: 04/29/2016] [Indexed: 01/04/2023] Open
Abstract
Since recent publications suggested that the survival of cancer cells depends on MTH1 to avoid incorporation of oxidized nucleotides into the cellular DNA, MTH1 has attracted attention as a potential cancer therapeutic target. In this study, we identified new purine-based MTH1 inhibitors by chemical array screening. However, although the MTH1 inhibitors identified in this study targeted cellular MTH1, they exhibited only weak cytotoxicity against cancer cells compared to recently reported first-in-class inhibitors. We performed proteomic profiling to investigate the modes of action by which chemically distinct MTH1 inhibitors induce cancer cell death, and found mechanistic differences among the first-in-class MTH1 inhibitors. In particular, we identified tubulin as the primary target of TH287 and TH588 responsible for the antitumor effects despite the nanomolar MTH1-inhibitory activity in vitro. Furthermore, overexpression of MTH1 did not rescue cells from MTH1 inhibitor–induced cell death, and siRNA-mediated knockdown of MTH1 did not suppress cancer cell growth. Taken together, we conclude that the cytotoxicity of MTH1 inhibitors is attributable to off-target effects and that MTH1 is not essential for cancer cell survival.
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Affiliation(s)
- Tatsuro Kawamura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Kawatani
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Muroi
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Yasumitsu Kondoh
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Yushi Futamura
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Harumi Aono
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Miho Tanaka
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Kaori Honda
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group, RIKEN Center for Sustainable Resource Science (CSRS), 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
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35
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Kanoh N. Photo-cross-linked small-molecule affinity matrix as a tool for target identification of bioactive small molecules. Nat Prod Rep 2016; 33:709-18. [DOI: 10.1039/c5np00117j] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
This review describes the status of the photo-cross-linked small-molecule affinity matrix while providing a useful tutorial for academic and industrial chemical biologists who are involved or interested in drug target identification.
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Affiliation(s)
- Naoki Kanoh
- Graduate School of Pharmaceutical Sciences
- Tohoku University
- Sendai 980-8578
- Japan
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36
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Muroi M, Futamura Y, Osada H. Integrated profiling methods for identifying the targets of bioactive compounds: MorphoBase and ChemProteoBase. Nat Prod Rep 2016; 33:621-5. [DOI: 10.1039/c5np00106d] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Target identification of new bioactive compounds has been achieved by both our direct and indirect approaches. Here, we highlight the utility of the latter approaches, MorphoBase and ChemProteoBase.
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Affiliation(s)
- Makoto Muroi
- Chemical Biology Research Group
- RIKEN CSRS
- Saitama 351-0198
- Japan
| | - Yushi Futamura
- Chemical Biology Research Group
- RIKEN CSRS
- Saitama 351-0198
- Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group
- RIKEN CSRS
- Saitama 351-0198
- Japan
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37
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Improving drug discovery with high-content phenotypic screens by systematic selection of reporter cell lines. Nat Biotechnol 2015; 34:70-77. [PMID: 26655497 PMCID: PMC4844861 DOI: 10.1038/nbt.3419] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Accepted: 10/28/2015] [Indexed: 11/08/2022]
Abstract
High-content, image-based screens enable the identification of compounds that induce cellular responses similar to those of known drugs but through different chemical structures or targets. A central challenge in designing phenotypic screens is choosing suitable imaging biomarkers. Here we present a method for systematically identifying optimal reporter cell lines for annotating compound libraries (ORACLs), whose phenotypic profiles most accurately classify a training set of known drugs. We generate a library of fluorescently tagged reporter cell lines, and let analytical criteria determine which among them--the ORACL--best classifies compounds into multiple, diverse drug classes. We demonstrate that an ORACL can functionally annotate large compound libraries across diverse drug classes in a single-pass screen and confirm high prediction accuracy by means of orthogonal, secondary validation assays. Our approach will increase the efficiency, scale and accuracy of phenotypic screens by maximizing their discriminatory power.
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38
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Minegishi H, Futamura Y, Fukashiro S, Muroi M, Kawatani M, Osada H, Nakamura H. Methyl 3-((6-methoxy-1,4-dihydroindeno[1,2-c]pyrazol-3-yl)amino)benzoate (GN39482) as a tubulin polymerization inhibitor identified by MorphoBase and ChemProteoBase profiling methods. J Med Chem 2015; 58:4230-41. [PMID: 25938266 DOI: 10.1021/acs.jmedchem.5b00035] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A series of indenopyrazoles was synthesized from the corresponding indanones and phenyl isothiocyanates in two steps. Among the compounds synthesized, methyl 3-((6-methoxy-1,4-dihydroindeno[1,2-c]pyrazol-3-yl)amino)benzoate 6m (GN39482) was found to possess a promising antiproliferative activity toward human cancer cells without affecting any antimicrobial and antimalarial activities at 100 nM. Both a methoxy group at R(1) position and a methoxycarbonyl group at R(2) position of the anilinoquinazoline framework are essential for the high cell growth inhibition. Both MorphoBase and ChemProteoBase profiling analyses suggested that compound 6m was classified as a tubulin inhibitor. Indeed, compound 6m inhibited the acetylated tubulin accumulation and the microtubule formation and induced G2/M cell cycle arrest in HeLa cells, revealing that a promising antiproliferative activity of compound 6m toward human cancer cells is probably caused by the tubulin polymerization inhibition.
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Affiliation(s)
- Hidemitsu Minegishi
- †Chemical Resources Laboratory, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan.,‡Department of Life Science, Faculty of Science, Gakushuin University, Mejiro, Toshima-ku, Tokyo 171-8588, Japan
| | - Yushi Futamura
- §Chemical Biology Research Group, RIKEN Center for Sustainable Resource Center, Hirosawa, Wako, Saitama 351-0198, Japan
| | - Shinji Fukashiro
- ‡Department of Life Science, Faculty of Science, Gakushuin University, Mejiro, Toshima-ku, Tokyo 171-8588, Japan
| | - Makoto Muroi
- §Chemical Biology Research Group, RIKEN Center for Sustainable Resource Center, Hirosawa, Wako, Saitama 351-0198, Japan
| | - Makoto Kawatani
- §Chemical Biology Research Group, RIKEN Center for Sustainable Resource Center, Hirosawa, Wako, Saitama 351-0198, Japan
| | - Hiroyuki Osada
- §Chemical Biology Research Group, RIKEN Center for Sustainable Resource Center, Hirosawa, Wako, Saitama 351-0198, Japan
| | - Hiroyuki Nakamura
- †Chemical Resources Laboratory, Tokyo Institute of Technology, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan
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Kurita KL, Linington RG. Connecting phenotype and chemotype: high-content discovery strategies for natural products research. JOURNAL OF NATURAL PRODUCTS 2015; 78:587-96. [PMID: 25728167 PMCID: PMC7505086 DOI: 10.1021/acs.jnatprod.5b00017] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
In recent years, the field of natural products has seen an explosion in the breadth, resolution, and accuracy of profiling platforms for compound discovery, including many new chemical and biological annotation methods. With these new tools come opportunities to examine extract libraries using systematized profiling approaches that were not previously available to the field and which offer new approaches for the detailed characterization of the chemical and biological attributes of complex natural products mixtures. This review will present a summary of some of these untargeted profiling methods and provide perspective on the future opportunities offered by integrating these tools for novel natural products discovery.
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Affiliation(s)
- Kenji L. Kurita
- Department of Chemistry and Biochemistry, University of California Santa Cruz, 1156 High Street, Santa Cruz, California 95064, United States
| | - Roger G. Linington
- Department of Chemistry and Biochemistry, University of California Santa Cruz, 1156 High Street, Santa Cruz, California 95064, United States
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40
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A small molecule that induces reactive oxygen species via cellular glutathione depletion. Biochem J 2014; 463:53-63. [DOI: 10.1042/bj20140669] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
A new cytotoxic compound was found in our chemical library. We revealed that the compound induced reactive oxygen species through glutathione depletion. Moreover, the compound was effective against several cancer cell lines including those harbouring KRAS.
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41
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Brunschweiger A. Report from the Third Annual Symposium of the RIKEN-Max Planck Joint Research Center for Systems Chemical Biology. ACS Chem Biol 2014; 9:1649-52. [PMID: 25123304 DOI: 10.1021/cb500579u] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The third Annual Symposium of the RIKEN-Max Planck Joint Research Center for Systems Chemical Biology was held at Ringberg castle, May 21-24, 2014. At this meeting 45 scientists from Japan and Germany presented the latest results from their research spanning a broad range of topics in chemical biology and glycobiology.
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Affiliation(s)
- Andreas Brunschweiger
- Fakultät
Chemie - Chemische
Biologie, Technische Universität Dortmund, Otto-Hahn-Str.
6, 44227 Dortmund, Germany
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42
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Nouri-Nigjeh E, Sukumaran S, Tu C, Li J, Shen X, Duan X, DuBois DC, Almon RR, Jusko WJ, Qu J. Highly multiplexed and reproducible ion-current-based strategy for large-scale quantitative proteomics and the application to protein expression dynamics induced by methylprednisolone in 60 rats. Anal Chem 2014; 86:8149-57. [PMID: 25072516 PMCID: PMC4139173 DOI: 10.1021/ac501380s] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
![]()
A proteome-level time-series study
of drug effects (i.e., pharmacodynamics)
is critical for understanding mechanisms of action and systems pharmacology,
but is challenging, because of the requirement of a proteomics method
for reliable quantification of many biological samples. Here, we describe a highly reproducible strategy, enabling a global,
large-scale investigation of the expression dynamics of corticosteroid-regulated
proteins in livers from adrenalectomized rats over 11 time points
after drug dosing (0.5–66 h, N = 5/point).
The analytical advances include (i) exhaustive tissue extraction with
a Polytron/sonication procedure in a detergent cocktail buffer, and
a cleanup/digestion procedure providing very consistent protein yields
(relative standard deviation (RSD%) of 2.7%–6.4%) and peptide
recoveries (4.1–9.0%) across the 60 animals; (ii) an ultrahigh-pressure
nano-LC setup with substantially improved temperature stabilization,
pump-noise suppression, and programmed interface cleaning, enabling
excellent reproducibility for continuous analyses of numerous samples;
(iii) separation on a 100-cm-long column (2-μm particles) with
high reproducibility for days to enable both in-depth profiling and
accurate peptide ion-current match; and (iv) well-controlled ion-current-based
quantification. To obtain high-quality quantitative data necessary
to describe the 11 time-points protein expression temporal profiles,
strict criteria were used to define “quantifiable proteins”.
A total of 323 drug-responsive proteins were revealed with confidence,
and the time profiles of these proteins provided new insights into
the diverse temporal changes of biological cascades associated with
hepatic metabolism, response to hormone stimuli, gluconeogenesis,
inflammatory responses, and protein translation processes. Most profile
changes persisted well after the drug was eliminated. The developed
strategy can also be broadly applied in preclinical and clinical research,
where the analysis of numerous biological replicates is crucial.
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Affiliation(s)
- Eslam Nouri-Nigjeh
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York , Buffalo, New York 14214, United States
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Abstract
Osteosarcoma (OS) is the most common primary malignant tumor of bone and the third most common cancer in childhood and adolescence. Nowadays, early diagnosis, drug resistance and recurrence of the disease represent the major challenges in OS treatment. Post-genomics, and in particular proteomic technologies, offer an invaluable opportunity to address the level of biological complexity expressed by OS. Although the main goal of OS oncoproteomics is focused on diagnostic and prognostic biomarker discovery, in this review we describe and discuss global protein profiling approaches to other aspects of OS biology and pathophysiology, or to investigate the mechanism of action of chemotherapeutics. In addition, we present proteomic analyses carried out on OS cell lines as in vitro models for studying osteoblastic cell biology and the attractive opportunity offered by proteomics of OS cancer stem cells.
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Affiliation(s)
- Giulia Bernardini
- Dipartimento di Biotecnologie, Chimica e Farmacia, via Fiorentina 1, Università degli Studi di Siena, 53100 Siena, Italy
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44
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Tarui Y, Chinen T, Nagumo Y, Motoyama T, Hayashi T, Hirota H, Muroi M, Ishii Y, Kondo H, Osada H, Usui T. Terpendole E and its Derivative Inhibit STLC- and GSK-1-Resistant Eg5. Chembiochem 2014; 15:934-8. [DOI: 10.1002/cbic.201300808] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2013] [Indexed: 12/23/2022]
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45
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Silva A, Luís D, Santos S, Silva J, Mendo AS, Coito L, Silva TFS, da Silva MFCG, Martins LMDRS, Pombeiro AJL, Borralho PM, Rodrigues CMP, Cabral MG, Videira PA, Monteiro C, Fernandes AR. Biological characterization of the antiproliferative potential of Co(II) and Sn(IV) coordination compounds in human cancer cell lines: a comparative proteomic approach. ACTA ACUST UNITED AC 2014; 28:167-76. [PMID: 23800656 DOI: 10.1515/dmdi-2013-0015] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2013] [Accepted: 05/29/2013] [Indexed: 11/15/2022]
Abstract
BACKGROUND The discovery of cisplatin's antitumor activity led to a great interest in the potential application of coordination compounds as chemotherapeutic agents. It is essential to identify new compounds that selectively inhibit tumor proliferation, evading secondary effects and resistance associated with chemotherapeutics. METHODS The in vitro antiproliferative potential of an organotin(IV) compound was evaluated using colorectal and hepatocellular carcinoma, mammary gland adenocarcinoma cell lines, and human fibroblasts. Tumor cell death was evaluated by fluorescence microscopy and flow cytometry for the Sn(IV) compound and also for a Co(II) compound bearing 1,10-phenanthroline-5,6-dione as ligand. Comparative proteomic analysis for both compounds was assessed in the colorectal cancer cell line. RESULTS The Sn(IV) compound presented a high cytotoxic effect in colorectal and hepatocellular carcinoma cell lines (IC50 of 0.238 ± 0.011 μM, 0.199 ± 0.003 μM, respectively), and a lower cytotoxicity in human fibroblasts. Both compounds induced cell apoptosis and promoted the overexpression of oxidative stress-related enzyme superoxide dismutase [Cu-Zn] (SODC). The Co(II) compound induced a decreased expression of anti-apoptotic proteins (translationally-controlled tumor protein and endoplasmin), and the Sn(IV) compound decreased expression of proteins involved in microtubule stabilization, TCTP, and cofilin-1. CONCLUSIONS Our data reveals a high in vitro antiproliferative potential against cancer cell lines and a moderate selectivity promoted by the Sn(IV) compound. Proteomic analysis of Sn(IV) and Co(II) compounds in the colorectal cancer cell line allowed an insight to their mechanisms of action, particularly by affecting the expression of proteins typically deregulated in cancer, and also suggesting a promising therapeutic potential for both compounds.
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46
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Woods AG, Sokolowska I, Ngounou Wetie AG, Wormwood K, Aslebagh R, Patel S, Darie CC. Mass spectrometry for proteomics-based investigation. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2014; 806:1-32. [PMID: 24952176 DOI: 10.1007/978-3-319-06068-2_1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Within the past years, we have witnessed a great improvement in mass spectrometry (MS) and proteomics approaches in terms of instrumentation, protein fractionation, and bioinformatics. With the current technology, protein identification alone is no longer sufficient. Both scientists and clinicians want not only to identify proteins but also to identify the protein's posttranslational modifications (PTMs), protein isoforms, protein truncation, protein-protein interaction (PPI), and protein quantitation. Here, we describe the principle of MS and proteomics and strategies to identify proteins, protein's PTMs, protein isoforms, protein truncation, PPIs, and protein quantitation. We also discuss the strengths and weaknesses within this field. Finally, in our concluding remarks we assess the role of mass spectrometry and proteomics in scientific and clinical settings in the near future. This chapter provides an introduction and overview for subsequent chapters that will discuss specific MS proteomic methodologies and their application to specific medical conditions. Other chapters will also touch upon areas that expand beyond proteomics, such as lipidomics and metabolomics.
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Affiliation(s)
- Alisa G Woods
- Biochemistry & Proteomics Group, Department of Chemistry & Biomolecular Science, Clarkson University, 8 Clarkson Avenue, Potsdam, NY, 13699-5810, USA
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47
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Wolpaw AJ, Stockwell BR. Multidimensional profiling in the investigation of small-molecule-induced cell death. Methods Enzymol 2014; 545:265-302. [PMID: 25065894 DOI: 10.1016/b978-0-12-801430-1.00011-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Numerous morphological variations of cell death have been described. These processes depend on a complex and overlapping cellular signaling network, making molecular definition of the pathways challenging. This review describes one solution to this problem for small-molecule-induced death, the creation of high-dimensionality profiles for compounds that can be used to define and compare pathways. Such profiles have been assembled from gene expression measurements, protein quantification, chemical-genetic interactions, chemical combination interactions, cancer cell line sensitivity profiling, quantitative imaging, and modulatory profiling. We discuss the advantages and limitations of these techniques in the study of cell death.
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Affiliation(s)
- Adam J Wolpaw
- Residency Program in Pediatrics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Brent R Stockwell
- Department of Biological Sciences, Columbia University, New York, USA; Department of Chemistry, Columbia University, New York, USA; Howard Hughes Medical Institute, Columbia University, New York, USA.
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48
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Kawatani M, Osada H. Affinity-based target identification for bioactive small molecules. MEDCHEMCOMM 2014. [DOI: 10.1039/c3md00276d] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
A variety of new approaches of affinity-based target identification for bioactive small molecules are being developed, facilitating drug development and understanding complicated biological processes.
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49
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Futamura Y, Kawatani M, Muroi M, Aono H, Nogawa T, Osada H. Identification of a Molecular Target of a Novel Fungal Metabolite, Pyrrolizilactone, by Phenotypic Profiling Systems. Chembiochem 2013; 14:2456-63. [DOI: 10.1002/cbic.201300499] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2013] [Indexed: 11/11/2022]
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50
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Futamura Y, Muroi M, Osada H. Target identification of small molecules based on chemical biology approaches. MOLECULAR BIOSYSTEMS 2013; 9:897-914. [PMID: 23354001 DOI: 10.1039/c2mb25468a] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Recently, a phenotypic approach-screens that assess the effects of compounds on cells, tissues, or whole organisms-has been reconsidered and reintroduced as a complementary strategy of a target-based approach for drug discovery. Although the finding of novel bioactive compounds from large chemical libraries has become routine, the identification of their molecular targets is still a time-consuming and difficult process, making this step rate-limiting in drug development. In the last decade, we and other researchers have amassed a large amount of phenotypic data through progress in omics research and advances in instrumentation. Accordingly, the profiling methodologies using these datasets expertly have emerged to identify and validate specific molecular targets of drug candidates, attaining some progress in current drug discovery (e.g., eribulin). In the case of a compound that shows an unprecedented phenotype likely by inhibiting a first-in-class target, however, such phenotypic profiling is invalid. Under the circumstances, a photo-crosslinking affinity approach should be beneficial. In this review, we describe and summarize recent progress in both affinity-based (direct) and phenotypic profiling (indirect) approaches for chemical biology target identification.
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Affiliation(s)
- Yushi Futamura
- Chemical Biology Core Facility, Chemical Biology Department, RIKEN Advanced Science Institute, Wako-shi, Saitama 351-0198, Japan
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