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Deng S, Shen S, Liu K, El-Ashram S, Alouffi A, Cenci-Goga BT, Ye G, Cao C, Luo T, Zhang H, Li W, Li S, Zhang W, Wu J, Chen C. Integrated bioinformatic analyses investigate macrophage-M1-related biomarkers and tuberculosis therapeutic drugs. Front Genet 2023; 14:1041892. [PMID: 36845395 PMCID: PMC9945105 DOI: 10.3389/fgene.2023.1041892] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 01/16/2023] [Indexed: 02/10/2023] Open
Abstract
Tuberculosis (TB) is a common infectious disease linked to host genetics and the innate immune response. It is vital to investigate new molecular mechanisms and efficient biomarkers for Tuberculosis because the pathophysiology of the disease is still unclear, and there aren't any precise diagnostic tools. This study downloaded three blood datasets from the GEO database, two of which (GSE19435 and 83456) were used to build a weighted gene co-expression network for searching hub genes associated with macrophage M1 by the CIBERSORT and WGCNA algorithms. Furthermore, 994 differentially expressed genes (DEGs) were extracted from healthy and TB samples, four of which were associated with macrophage M1, naming RTP4, CXCL10, CD38, and IFI44. They were confirmed as upregulation in TB samples by external dataset validation (GSE34608) and quantitative real-time PCR analysis (qRT-PCR). CMap was used to predict potential therapeutic compounds for tuberculosis using 300 differentially expressed genes (150 downregulated and 150 upregulated genes), and six small molecules (RWJ-21757, phenamil, benzanthrone, TG-101348, metyrapone, and WT-161) with a higher confidence value were extracted. We used in-depth bioinformatics analysis to investigate significant macrophage M1-related genes and promising anti-Tuberculosis therapeutic compounds. However, more clinical trials were necessary to determine their effect on Tuberculosis.
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Affiliation(s)
- Siqi Deng
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Shijie Shen
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Keyu Liu
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Saeed El-Ashram
- Faculty of Science, Kafrelsheikh University, Kafr El-Sheikh, Egypt
| | - Abdulaziz Alouffi
- King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | | | - Guomin Ye
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Chengzhang Cao
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Tingting Luo
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Hui Zhang
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Weimin Li
- Beijing Chest Hospital, Capital Medical University, Beijing, China
| | - Siyuan Li
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Wanjiang Zhang
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China
| | - Jiangdong Wu
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China,*Correspondence: Jiangdong Wu, ; Chuangfu Chen,
| | - Chuangfu Chen
- Key Laboratory of Xinjiang Endemic and Ethnic Diseases Cooperated by Education Ministry with Xinjiang Province, Shihezi University, Shihezi, China,*Correspondence: Jiangdong Wu, ; Chuangfu Chen,
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2
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Targeting Bacterial Gyrase with Cystobactamid, Fluoroquinolone, and Aminocoumarin Antibiotics Induces Distinct Molecular Signatures in Pseudomonas aeruginosa. mSystems 2021; 6:e0061021. [PMID: 34254824 PMCID: PMC8407119 DOI: 10.1128/msystems.00610-21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The design of novel antibiotics relies on a profound understanding of their mechanism of action. While it has been shown that cellular effects of antibiotics cluster according to their molecular targets, we investigated whether compounds binding to different sites of the same target can be differentiated by their transcriptome or metabolome signatures. The effects of three fluoroquinolones, two aminocoumarins, and two cystobactamids, all inhibiting bacterial gyrase, on Pseudomonas aeruginosa at subinhibitory concentrations could be distinguished clearly by RNA sequencing as well as metabolomics. We observed a strong (2.8- to 212-fold) induction of autolysis-triggering pyocins in all gyrase inhibitors, which correlated with extracellular DNA (eDNA) release. Gyrase B-binding aminocoumarins induced the most pronounced changes, including a strong downregulation of phenazine and rhamnolipid virulence factors. Cystobactamids led to a downregulation of a glucose catabolism pathway. The study implies that clustering cellular mechanisms of action according to the primary target needs to take class-dependent variances into account. IMPORTANCE Novel antibiotics are urgently needed to tackle the growing worldwide problem of antimicrobial resistance. Bacterial pathogens possess few privileged targets for a successful therapy: the majority of existing antibiotics as well as current candidates in development target the complex bacterial machinery for cell wall synthesis, protein synthesis, or DNA replication. An important mechanistic question addressed by this study is whether inhibiting such a complex target at different sites with different compounds has similar or differentiated cellular consequences. Using transcriptomics and metabolomics, we demonstrate that three different classes of gyrase inhibitors can be distinguished by their molecular signatures in P. aeruginosa. We describe the cellular effects of a promising, recently identified gyrase inhibitor class, the cystobactamids, in comparison to those of the established gyrase A-binding fluoroquinolones and the gyrase B-binding aminocoumarins. The study results have implications for mode-of-action discovery approaches based on target-specific reference compounds, as they highlight the intraclass variability of cellular compound effects.
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3
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Conde J, Pumroy RA, Baker C, Rodrigues T, Guerreiro A, Sousa BB, Marques MC, de Almeida BP, Lee S, Leites EP, Picard D, Samanta A, Vaz SH, Sieglitz F, Langini M, Remke M, Roque R, Weiss T, Weller M, Liu Y, Han S, Corzana F, Morais VA, Faria C, Carvalho T, Filippakopoulos P, Snijder B, Barbosa-Morais NL, Moiseenkova-Bell VY, Bernardes GJL. Allosteric Antagonist Modulation of TRPV2 by Piperlongumine Impairs Glioblastoma Progression. ACS CENTRAL SCIENCE 2021; 7:868-881. [PMID: 34079902 PMCID: PMC8161495 DOI: 10.1021/acscentsci.1c00070] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Indexed: 05/04/2023]
Abstract
The use of computational tools to identify biological targets of natural products with anticancer properties and unknown modes of action is gaining momentum. We employed self-organizing maps to deconvolute the phenotypic effects of piperlongumine (PL) and establish a link to modulation of the human transient receptor potential vanilloid 2 (hTRPV2) channel. The structure of the PL-bound full-length rat TRPV2 channel was determined by cryo-EM. PL binds to a transient allosteric pocket responsible for a new mode of anticancer activity against glioblastoma (GBM) in which hTRPV2 is overexpressed. Calcium imaging experiments revealed the importance of Arg539 and Thr522 residues on the antagonistic effect of PL and calcium influx modulation of the TRPV2 channel. Downregulation of hTRPV2 reduces sensitivity to PL and decreases ROS production. Analysis of GBM patient samples associates hTRPV2 overexpression with tumor grade, disease progression, and poor prognosis. Extensive tumor abrogation and long term survival was achieved in two murine models of orthotopic GBM by formulating PL in an implantable scaffold/hydrogel for sustained local therapy. Furthermore, in primary tumor samples derived from GBM patients, we observed a selective reduction of malignant cells in response to PL ex vivo. Our results establish a broadly applicable strategy, leveraging data-motivated research hypotheses for the discovery of novel means tackling cancer.
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Affiliation(s)
- João Conde
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Ruth A. Pumroy
- Department
of Systems Pharmacology and Translational Therapeutics, Perelman School
of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Charlotte Baker
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Tiago Rodrigues
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Ana Guerreiro
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Bárbara B. Sousa
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Marta C. Marques
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Bernardo P. de Almeida
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Sohyon Lee
- Institute
of Molecular Systems Biology, ETH Zürich, Otto-Stern-Weg 3, 8093 Zürich, Switzerland
| | - Elvira P. Leites
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Daniel Picard
- Department
of Pediatric Neuro-Oncogenomics, DKFZ, Heidelberg 69120, Germany
- Department of Pediatric Neuro-Oncogenomics, DKTK, Essen D-45147, Germany
- Department
of Pediatric Oncology, Hematology, and Clinical Immunology, Medical
Faculty, University Hospital Düsseldorf, Düsseldorf 40225, Germany
| | - Amrita Samanta
- Department
of Systems Pharmacology and Translational Therapeutics, Perelman School
of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Sandra H. Vaz
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Florian Sieglitz
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Maike Langini
- Department
of Pediatric Neuro-Oncogenomics, DKFZ, Heidelberg 69120, Germany
- Department of Pediatric Neuro-Oncogenomics, DKTK, Essen D-45147, Germany
- Department
of Pediatric Oncology, Hematology, and Clinical Immunology, Medical
Faculty, University Hospital Düsseldorf, Düsseldorf 40225, Germany
| | - Marc Remke
- Department
of Pediatric Neuro-Oncogenomics, DKFZ, Heidelberg 69120, Germany
- Department of Pediatric Neuro-Oncogenomics, DKTK, Essen D-45147, Germany
- Department
of Pediatric Oncology, Hematology, and Clinical Immunology, Medical
Faculty, University Hospital Düsseldorf, Düsseldorf 40225, Germany
| | - Rafael Roque
- Laboratório
de Neuropatologia, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte (CHLN) EPE, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Tobias Weiss
- Department
of Neurology and Brain Tumour Center, University
Hospital Zürich and University of Zurich, Rämistrasse 100, 8091 Zürich, Switzerland
| | - Michael Weller
- Department
of Neurology and Brain Tumour Center, University
Hospital Zürich and University of Zurich, Rämistrasse 100, 8091 Zürich, Switzerland
| | - Yuhang Liu
- Discovery
Sciences, Worldwide Research and Development, Pfizer Inc., Eastern Point Road, Groton, Connecticut 06340, United States
| | - Seungil Han
- Discovery
Sciences, Worldwide Research and Development, Pfizer Inc., Eastern Point Road, Groton, Connecticut 06340, United States
| | - Francisco Corzana
- Departamento
de Química, Universidad de La Rioja, 26006 Logroño, Spain
| | - Vanessa A. Morais
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Cláudia
C. Faria
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
- Department
of Neurosurgery, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte (CHULN) EPE, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Tânia Carvalho
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Panagis Filippakopoulos
- Structural
Genomics Consortium, Oxford University, Old Road Campus Research Building,
Roosevelt Drive, OX3 7DQ Oxford, United Kingdom
| | - Berend Snijder
- Institute
of Molecular Systems Biology, ETH Zürich, Otto-Stern-Weg 3, 8093 Zürich, Switzerland
| | - Nuno L. Barbosa-Morais
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
| | - Vera Y. Moiseenkova-Bell
- Department
of Systems Pharmacology and Translational Therapeutics, Perelman School
of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- E-mail:
| | - Gonçalo J. L. Bernardes
- Instituto
de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisboa, Portugal
- Yusuf
Hamied Department of Chemistry, University
of Cambridge, Lensfield Road, CB2 1EW Cambridge, United Kingdom
- E-mail: ;
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4
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Carnero Corrales MA, Zinken S, Konstantinidis G, Rafehi M, Abdelrahman A, Wu YW, Janning P, Müller CE, Laraia L, Waldmann H. Thermal proteome profiling identifies the membrane-bound purinergic receptor P2X4 as a target of the autophagy inhibitor indophagolin. Cell Chem Biol 2021; 28:1750-1757.e5. [PMID: 33725479 DOI: 10.1016/j.chembiol.2021.02.017] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 01/21/2021] [Accepted: 02/23/2021] [Indexed: 12/11/2022]
Abstract
Signaling pathways are frequently activated through signal-receiving membrane proteins, and the discovery of small molecules targeting these receptors may yield insights into their biology. However, due to their intrinsic properties, membrane protein targets often cannot be identified by means of established approaches, in particular affinity-based proteomics, calling for the exploration of new methods. Here, we report the identification of indophagolin as representative member of an indoline-based class of autophagy inhibitors through a target-agnostic phenotypic assay. Thermal proteome profiling and subsequent biochemical validation identified the purinergic receptor P2X4 as a target of indophagolin, and subsequent investigations suggest that indophagolin targets further purinergic receptors. These results demonstrate that thermal proteome profiling may enable the de novo identification of membrane-bound receptors as cellular targets of bioactive small molecules.
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Affiliation(s)
- Marjorie A Carnero Corrales
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Straße 11, 44227 Dortmund, Germany; Technische Universität Dortmund, Faculty of Chemistry and Chemical Biology, Otto-Hahn-Straße 6, 44227 Dortmund, Germany
| | - Sarah Zinken
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Straße 11, 44227 Dortmund, Germany; Technische Universität Dortmund, Faculty of Chemistry and Chemical Biology, Otto-Hahn-Straße 6, 44227 Dortmund, Germany
| | - Georgios Konstantinidis
- Chemical Genomics Center of the Max Planck Society, Otto-Hahn-Straße 15, 44227 Dortmund, Germany
| | - Muhammad Rafehi
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical Sciences Bonn (PSB), Pharmaceutical Chemistry I, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Aliaa Abdelrahman
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical Sciences Bonn (PSB), Pharmaceutical Chemistry I, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Yao-Wen Wu
- Chemical Genomics Center of the Max Planck Society, Otto-Hahn-Straße 15, 44227 Dortmund, Germany
| | - Petra Janning
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Straße 11, 44227 Dortmund, Germany; Technische Universität Dortmund, Faculty of Chemistry and Chemical Biology, Otto-Hahn-Straße 6, 44227 Dortmund, Germany
| | - Christa E Müller
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical Sciences Bonn (PSB), Pharmaceutical Chemistry I, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Luca Laraia
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Straße 11, 44227 Dortmund, Germany; Department of Chemistry, Technical University of Denmark, Kemitorvet 207, Room 124, 2800 Kongens Lyngby, Denmark.
| | - Herbert Waldmann
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Straße 11, 44227 Dortmund, Germany; Technische Universität Dortmund, Faculty of Chemistry and Chemical Biology, Otto-Hahn-Straße 6, 44227 Dortmund, Germany.
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5
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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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6
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Marker SC, King AP, Swanda RV, Vaughn B, Boros E, Qian SB, Wilson JJ. Exploring Ovarian Cancer Cell Resistance to Rhenium Anticancer Complexes. Angew Chem Int Ed Engl 2020; 59:13391-13400. [PMID: 32396709 PMCID: PMC7482417 DOI: 10.1002/anie.202004883] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 05/11/2020] [Indexed: 11/09/2022]
Abstract
Rhenium tricarbonyl complexes have been recently investigated as novel anticancer agents. However, little is understood about their mechanisms of action, as well as the means by which cancer cells respond to chronic exposure to these compounds. To gain a deeper mechanistic insight into these rhenium anticancer agents, we developed and characterized an ovarian cancer cell line that is resistant to a previously studied compound [Re(CO)3 (dmphen)(ptolICN)]+ , where dmphen=2,9-dimethyl-1,10-phenanthroline and ptolICN=para-tolyl isonitrile, called TRIP. This TRIP-resistant ovarian cancer cell line, A2780TR, was found to be 9 times less sensitive to TRIP compared to the wild-type A2780 ovarian cancer cell line. Furthermore, the cytotoxicities of established drugs and other rhenium anticancer agents in the TRIP-resistant cell line were determined. Notably, the drug taxol was found to exhibit a 184-fold decrease in activity in the A2780TR cell line, suggesting that mechanisms of resistance towards TRIP and this drug are similar. Accordingly, expression levels of the ATP-binding cassette transporter P-glycoprotein, an efflux transporter known to detoxify taxol, were found to be elevated in the A2780TR cell line. Additionally, a gene expression analysis using the National Cancer Institute 60 cell line panel identified the MT1E gene to be overexpressed in cells that are less sensitive to TRIP. Because this gene encodes for metallothioneins, this result suggests that detoxification by this class of proteins is another mechanism for resistance to TRIP. The importance of this gene in the A2780TR cell line was assessed, confirming that its expression is elevated in this cell line as well. As the first study to investigate and identify the cancer cell resistance pathways in response to a rhenium complex, this report highlights important similarities and differences in the resistance responses of ovarian cancer cells to TRIP and conventional drugs.
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Affiliation(s)
- Sierra C. Marker
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - A. Paden King
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Robert V. Swanda
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, 14853, United States
| | - Brett Vaughn
- Department of Chemistry, Stony Brook University, Stony Brook, New York, 11794, United States
| | - Eszter Boros
- Department of Chemistry, Stony Brook University, Stony Brook, New York, 11794, United States
| | - Shu-Bing Qian
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, 14853, United States
| | - Justin J. Wilson
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
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7
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Marker SC, King AP, Swanda RV, Vaughn B, Boros E, Qian SB, Wilson JJ. Exploring ovarian cancer cell resistance to rhenium anticancer complexes. ANGEWANDTE CHEMIE (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2020; 132:13493-13502. [PMID: 34366495 PMCID: PMC8340908 DOI: 10.1002/ange.202004883] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Indexed: 12/29/2022]
Abstract
Rhenium tricarbonyl complexes have been recently investigated as novel anticancer agents. However, little is understood about their mechanisms of action, as well as the means by which cancer cells respond to chronic exposure to these compounds. To gain a deeper mechanistic insight into these rhenium anticancer agents, we developed and characterized an ovarian cancer cell line that is resistant to a previously studied compound [Re(CO)3(dmphen)(ptolICN)]+, where dmphen = 2,9-dimethyl-1,10-phenanthroline and ptolICN = para-tolyl isonitrile, called TRIP. This TRIP-resistant ovarian cancer cell line, A2780TR, was found to be 9 times less sensitive to TRIP compared to the wild-type A2780 ovarian cancer cell line. Furthermore, the cytotoxicities of established drugs and other rhenium anticancer agents in the TRIP-resistant cell line were determined. Notably, the drug taxol was found to exhibit a 184-fold decrease in activity in the A2780TR cell line, suggesting that mechanisms of resistance towards TRIP and this drug are similar. Accordingly, expression levels of the ATP-binding cassette transporter P-glycoprotein, an efflux transporter known to detoxify taxol, were found to be elevated in the A2780TR cell line. Additionally, a gene expression analysis using the National Cancer Institute 60 cell line panel identified the MT1E gene to be overexpressed in cells that are less sensitive to TRIP. Because this gene encodes for metallothioneins, this result suggests that detoxification by this class of proteins is another mechanism for resistance to TRIP. The importance of this gene in the A2780TR cell line was assessed, confirming that its expression is elevated in this cell line as well. As the first study to investigate and identify the cancer cell resistance pathways in response to a rhenium complex, this report high-lights important similarities and differences in the resistance responses of ovarian cancer cells to TRIP and conventional drugs.
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Affiliation(s)
- Sierra C. Marker
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - A. Paden King
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Robert V. Swanda
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, 14853, United States
| | - Brett Vaughn
- Department of Chemistry, Stony Brook University, Stony Brook, New York, 11794, United States
| | - Eszter Boros
- Department of Chemistry, Stony Brook University, Stony Brook, New York, 11794, United States
| | - Shu-Bing Qian
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, 14853, United States
| | - Justin J. Wilson
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
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8
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Friese A, Ursu A, Hochheimer A, Schöler HR, Waldmann H, Bruder JM. The Convergence of Stem Cell Technologies and Phenotypic Drug Discovery. Cell Chem Biol 2019; 26:1050-1066. [PMID: 31231030 DOI: 10.1016/j.chembiol.2019.05.007] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 04/04/2019] [Accepted: 05/20/2019] [Indexed: 02/06/2023]
Abstract
Recent advances in induced pluripotent stem cell technologies and phenotypic screening shape the future of bioactive small-molecule discovery. In this review we analyze the impact of small-molecule phenotypic screens on drug discovery as well as on the investigation of human development and disease biology. We further examine the role of 3D spheroid/organoid structures, microfluidic systems, and miniaturized on-a-chip systems for future discovery strategies. In highlighting representative examples, we analyze how recent achievements can translate into future therapies. Finally, we discuss remaining challenges that need to be overcome for the adaptation of the next generation of screening approaches.
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Affiliation(s)
- Alexandra Friese
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, 44227 Dortmund, Germany
| | - Andrei Ursu
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, 44227 Dortmund, Germany; Department of Chemistry, The Scripps Research Institute, Jupiter, FL 33458, USA; Faculty of Chemistry and Chemical Biology, TU Dortmund, Otto-Hahn-Str. 4a, 44227 Dortmund, Germany
| | - Andreas Hochheimer
- ISAR Bioscience GmbH, Institute for Stem Cell & Applied Regenerative Medicine Research, 82152 Planegg, Germany
| | - Hans R Schöler
- Department of Cell and Developmental Biology, Max Planck Institute for Molecular Biomedicine, 48149 Münster, Germany; Medical Faculty, University of Münster, Domagkstrasse 3, 48149 Münster, Germany.
| | - Herbert Waldmann
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, 44227 Dortmund, Germany; Faculty of Chemistry and Chemical Biology, TU Dortmund, Otto-Hahn-Str. 4a, 44227 Dortmund, Germany.
| | - Jan M Bruder
- Department of Cell and Developmental Biology, Max Planck Institute for Molecular Biomedicine, 48149 Münster, Germany.
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9
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Abstract
Identification of the protein targets of bioactive small molecules is a routine challenge in chemical biology and phenotype-based drug discovery. Recent years have seen an explosion of approaches to meeting this challenge, but the traditional method of affinity pulldowns remains a practical choice in many contexts. This technique can be used as long as an affinity probe can be synthesized, usually with a crosslinking moiety to enable photo-affinity pulldowns. It can be applied to varied tissue types and can be performed with minimal specialized equipment. Here, we provide our protocol for photo-affinity pulldown experiments, with notes on making this method generally applicable to varied target identification challenges.
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Affiliation(s)
- Seung-Yong Seo
- College of Pharmacy, Gachon University, Incheon, South Korea
| | - Timothy W Corson
- Indiana University School of Medicine, Indianapolis, IN, United States.
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10
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Reckzeh ES, Brockmeyer A, Metz M, Waldmann H, Janning P. Target Engagement of Small Molecules: Thermal Profiling Approaches on Different Levels. Methods Mol Biol 2019; 1888:73-98. [PMID: 30519941 DOI: 10.1007/978-1-4939-8891-4_4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The identification of protein targets and the elucidation of the molecular mechanism of action (MMoA) of bioactive small molecules are central goals of chemical biology. Many different techniques for target identification and engagement are developed, but none of them is generic. Here we describe one of these techniques-the cellular thermal shift assay (CETSA). The assay works without any labeling of proteins or small molecules, which allows the investigation of the unaltered interaction between the interaction partners. Briefly, the influence of small molecules on the thermal stability of proteins within whole cell lysates is investigated. We describe this approach in two variants: the conventional immunoblot-based approach (CETSA), as well as an unbiased approach based on a proteome-wide mass spectrometric analysis (thermal proteome profiling, TPP). The CETSA approach requires preknowledge about possible target proteins and can only detect a few proteins at once. Although TPP is technically more demanding, it allows for the identification of multiple (off)targets without any preknowledge.
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Affiliation(s)
- Elena S Reckzeh
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, Dortmund, Germany
| | - Andreas Brockmeyer
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, Dortmund, Germany
| | - Malte Metz
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, Dortmund, Germany
| | - Herbert Waldmann
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, Dortmund, Germany
| | - Petra Janning
- Department of Chemical Biology, Max Planck Institute of Molecular Physiology, Dortmund, Germany.
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11
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Cathepsin B: Active site mapping with peptidic substrates and inhibitors. Bioorg Med Chem 2018; 27:1-15. [PMID: 30473362 DOI: 10.1016/j.bmc.2018.10.017] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 10/16/2018] [Accepted: 10/18/2018] [Indexed: 12/11/2022]
Abstract
The potential of papain-like cysteine proteases, such as cathepsin B, as drug discovery targets for systemic human diseases has prevailed over the past years. The development of potent and selective low-molecular cathepsin B inhibitors relies on the detailed expertise on preferred amino acid and inhibitor residues interacting with the corresponding specificity pockets of cathepsin B. Such knowledge might be obtained by mapping the active site of the protease with combinatorial libraries of peptidic substrates and peptidomimetic inhibitors. This review, for the first time, summarizes a wide spectrum of active site mapping approaches. It considers relevant X-ray crystallographic data and discloses propensities towards favorable protein-ligand interactions in case of the therapeutically relevant protease cathepsin B.
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12
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Brand S, Roy S, Schröder P, Rathmer B, Roos J, Kapoor S, Patil S, Pommerenke C, Maier T, Janning P, Eberth S, Steinhilber D, Schade D, Schneider G, Kumar K, Ziegler S, Waldmann H. Combined Proteomic and In Silico Target Identification Reveal a Role for 5-Lipoxygenase in Developmental Signaling Pathways. Cell Chem Biol 2018; 25:1095-1106.e23. [PMID: 30251630 DOI: 10.1016/j.chembiol.2018.05.016] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 02/26/2018] [Accepted: 05/22/2018] [Indexed: 12/21/2022]
Abstract
Identification and validation of the targets of bioactive small molecules identified in cell-based screening is challenging and often meets with failure, calling for the development of new methodology. We demonstrate that a combination of chemical proteomics with in silico target prediction employing the SPiDER method may provide efficient guidance for target candidate selection and prioritization for experimental in-depth evaluation. We identify 5-lipoxygenase (5-LO) as the target of the Wnt pathway inhibitor Lipoxygenin. Lipoxygenin is a non-redox 5-LO inhibitor, modulates the β-catenin-5-LO complex and induces reduction of both β-catenin and 5-LO levels in the nucleus. Lipoxygenin and the structurally unrelated 5-LO inhibitor CJ-13,610 promote cardiac differentiation of human induced pluripotent stem cells and inhibit Hedgehog, TGF-β, BMP, and Activin A signaling, suggesting an unexpected and yet unknown role of 5-LO in these developmental pathways.
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Affiliation(s)
- Silke Brand
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany; Technische Universität Dortmund, Fakultät für Chemie und Chemische Biologie, Otto-Hahn-Strasse 6, Dortmund 44227, Germany
| | - Sayantani Roy
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Peter Schröder
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany; Technische Universität Dortmund, Fakultät für Chemie und Chemische Biologie, Otto-Hahn-Strasse 6, Dortmund 44227, Germany
| | - Bernd Rathmer
- Technische Universität Dortmund, Fakultät für Chemie und Chemische Biologie, Otto-Hahn-Strasse 6, Dortmund 44227, Germany
| | - Jessica Roos
- Goethe Universität, Institut für Pharmazeutische Chemie, Max-von-Laue-Strasse 9, Frankfurt am Main 60438, Germany
| | - Shobhna Kapoor
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Sumersing Patil
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Claudia Pommerenke
- Leibniz-Institut DSMZ-Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH, Inhoffenstraße 7B, Braunschweig 38124, Germany
| | - Thorsten Maier
- Department for Anesthesiology, Intensive Care Medicine and Pain Therapy, University Hospital Frankfurt, Theodor-Stern-Kai 7, Frankfurt 60590, Germany; Aarhus University, Department of Biomedicine, Bartholins Allé 6, Aarhus C 8000, Denmark
| | - Petra Janning
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Sonja Eberth
- Leibniz-Institut DSMZ-Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH, Inhoffenstraße 7B, Braunschweig 38124, Germany
| | - Dieter Steinhilber
- Goethe Universität, Institut für Pharmazeutische Chemie, Max-von-Laue-Strasse 9, Frankfurt am Main 60438, Germany
| | - Dennis Schade
- Technische Universität Dortmund, Fakultät für Chemie und Chemische Biologie, Otto-Hahn-Strasse 6, Dortmund 44227, Germany
| | - Gisbert Schneider
- ETH Zürich, Institut für Pharmazeutische Wissenschaften, Vladimir-Prelog-Weg 1-5/10, Zürich CH-8093, Switzerland
| | - Kamal Kumar
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Slava Ziegler
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany
| | - Herbert Waldmann
- Max Planck Institut für Molekulare Physiologie, Otto-Hahn-Strasse 11, Dortmund 44227, Germany; Technische Universität Dortmund, Fakultät für Chemie und Chemische Biologie, Otto-Hahn-Strasse 6, Dortmund 44227, Germany.
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13
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Fujii S, Mori S, Kagechika H, Mendoza Parra MA, Gronemeyer H. Development of biotin-retinoid conjugates as chemical probes for analysis of retinoid function. Bioorg Med Chem Lett 2018; 28:2442-2445. [PMID: 29908657 DOI: 10.1016/j.bmcl.2018.06.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2018] [Revised: 06/04/2018] [Accepted: 06/05/2018] [Indexed: 12/19/2022]
Abstract
Herein, we report the rational design, synthesis and biological evaluation of conjugates consisting of the synthetic retinoid Am580 and biotin connected via a linker moiety. We found that the linking substructure between the retinoid part and the biotin part is critical for retaining the biological activity. Conjugate 4 with a shorter linker showed similar potency to endogenous retinoid ATRA (1) and the parent compound Am580 (2) for neural differentiation of mouse embryotic carcinoma P19 cells, and showed the same pattern of induction of gene expression. It is expected to be useful as a probe for investigations of retinoid function. The design rationale and structure-activity relationship of the linker moiety are expected to be helpful for developing biotin conjugates of other nuclear receptor ligands.
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Affiliation(s)
- Shinya Fujii
- Institute for Quantitative Biosciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Japan; Institute of Biomaterials and Bioengineering, Tokyo Medical and Dental University, 2-3-10 Kanda-Surugadai, Chiyoda-ku, Tokyo 101-0062, Japan.
| | - Shuichi Mori
- Institute of Biomaterials and Bioengineering, Tokyo Medical and Dental University, 2-3-10 Kanda-Surugadai, Chiyoda-ku, Tokyo 101-0062, Japan
| | - Hiroyuki Kagechika
- Institute of Biomaterials and Bioengineering, Tokyo Medical and Dental University, 2-3-10 Kanda-Surugadai, Chiyoda-ku, Tokyo 101-0062, Japan
| | - Marco Antonio Mendoza Parra
- Department of Functional Genomics and Cancer, Institute of Genetics and Molecular and Cellular Biology, (IGBMC), Centre National de la Recherche Scientifique UMR7104, Institut National de la Santé et de la Recherche Médicale U964, Université de Strasbourg, BP 10142, Illkirch Cedex 67404, France.
| | - Hinrich Gronemeyer
- Department of Functional Genomics and Cancer, Institute of Genetics and Molecular and Cellular Biology, (IGBMC), Centre National de la Recherche Scientifique UMR7104, Institut National de la Santé et de la Recherche Médicale U964, Université de Strasbourg, BP 10142, Illkirch Cedex 67404, France
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14
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15
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Joining Forces: The Chemical Biology–Medicinal Chemistry Continuum. Cell Chem Biol 2017; 24:1058-1065. [DOI: 10.1016/j.chembiol.2017.05.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Revised: 04/10/2017] [Accepted: 05/15/2017] [Indexed: 12/14/2022]
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16
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Identifying relationships between unrelated pharmaceutical target proteins on the basis of shared active compounds. Future Sci OA 2017; 3:FSO212. [PMID: 28884009 PMCID: PMC5583696 DOI: 10.4155/fsoa-2017-0037] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Accepted: 04/26/2017] [Indexed: 12/31/2022] Open
Abstract
Aim: Computational exploration of small-molecule-based relationships between target proteins from different families. Materials & methods: Target annotations of drugs and other bioactive compounds were systematically analyzed on the basis of high-confidence activity data. Results: A total of 286 novel chemical links were established between distantly related or unrelated target proteins. These relationships involved a total of 1859 bioactive compounds including 147 drugs and 141 targets. Conclusion: Computational analysis of large amounts of compounds and activity data has revealed unexpected relationships between diverse target proteins on the basis of compounds they share. These relationships are relevant for drug discovery efforts. Target pairs that we have identified and associated compound information are made freely available. Relationships between proteins are usually studied by comparing their sequences and functions. However, in addition to biological relationships, chemical links between proteins can also be established by searching for active compounds they share. If proteins have active compounds in common, they are likely to interact with small molecules in similar ways, which provides important clues for drug discovery. Therefore, we have systematically searched for unexpected compound-based relationships between proteins. Shown here are exemplary small molecules that are active against two targets with different functions. Thus, these compounds establish an unexpected chemical/ligand-binding relationship between these targets.
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17
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Laraia L, Waldmann H. Natural product inspired compound collections: evolutionary principle, chemical synthesis, phenotypic screening, and target identification. DRUG DISCOVERY TODAY. TECHNOLOGIES 2017; 23:75-82. [PMID: 28647090 DOI: 10.1016/j.ddtec.2017.03.003] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Revised: 03/16/2017] [Accepted: 03/22/2017] [Indexed: 05/20/2023]
Abstract
Natural products have been an excellent and abundant source of therapeutics for many decades. To expand on their success, and explore areas of chemical space not covered by biosynthesis, the synthesis of natural product-inspired compound collections has emerged as a viable strategy. Herein we describe the principles behind biology-oriented synthesis and related approaches, the requirements for development of novel chemistry and how phenotypic screens are a very fruitful way to explore the bioactivity of compounds made using these approaches. Finally, we summarize state-of-the-art techniques to identify the biological targets of any hits identified.
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Affiliation(s)
- Luca Laraia
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Str. 11, 44227 Dortmund, Germany
| | - Herbert Waldmann
- Max Planck Institute of Molecular Physiology, Department of Chemical Biology, Otto-Hahn-Str. 11, 44227 Dortmund, Germany; Technische Universität Dortmund, Fakultät Chemie und Chemische Biologie, Otto-Hahn-Str. 6, 44227 Dortmund, Germany.
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18
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Schneider P, Schneider G. De-orphaning the marine natural product (±)-marinopyrrole A by computational target prediction and biochemical validation. Chem Commun (Camb) 2017; 53:2272-2274. [DOI: 10.1039/c6cc09693j] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
A machine-learning method led to the discovery of the macromolecular targets of the natural anticancer compound marinopyrrol A.
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Affiliation(s)
- P. Schneider
- Department of Chemistry and Applied Biosciences
- Swiss Federal Institute of Technology (ETH)
- Zurich
- Switzerland
- inSili.com LLC
| | - G. Schneider
- Department of Chemistry and Applied Biosciences
- Swiss Federal Institute of Technology (ETH)
- Zurich
- Switzerland
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