1
|
Parkins A, Sandin SI, Knittel J, Franz AH, Ren J, de Alba E, Pantouris G. Underrepresented Impurities in 4-Hydroxyphenylpyruvate Affect the Catalytic Activity of Multiple Enzymes. Anal Chem 2023; 95:4957-4965. [PMID: 36877482 DOI: 10.1021/acs.analchem.2c04969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
Abstract
Macrophage migration inhibitory factor (MIF) is a key immunostimulatory protein with regulatory properties in several disorders, including inflammation and cancer. All the reported inhibitors that target the biological activities of MIF have been discovered by testing against its keto/enol tautomerase activity. While the natural substrate is still unknown, model MIF substrates are used for kinetic experiments. The most extensively used model substrate is 4-hydroxyphenyl pyruvate (4-HPP), a naturally occurring intermediate of tyrosine metabolism. Here, we examine the impact of 4-HPP impurities in the precise and reproducible determination of MIF kinetic data. To provide unbiased evaluation, we utilized 4-HPP powders from five different manufacturers. Biochemical and biophysical analyses showed that the enzymatic activity of MIF is highly influenced by underrepresented impurities found in 4-HPP. Besides providing inconsistent turnover results, the 4-HPP impurities also influence the accurate calculation of ISO-1's inhibition constant, an MIF inhibitor that is broadly used for in vitro and in vivo studies. The macromolecular NMR data show that 4-HPP samples from different manufacturers result in differential chemical shift perturbations of amino acids in MIF's active site. Our MIF-based conclusions were independently evaluated and confirmed by 4-hydroxyphenylpyruvate dioxygenase (HPPD) and D-dopachrome tautomerase (D-DT); two additional enzymes that utilize 4-HPP as a substrate. Collectively, these results explain inconsistencies in previously reported inhibition values, highlight the effect of impurities on the accurate determination of kinetic parameters, and serve as a tool for designing error-free in vitro and in vivo experiments.
Collapse
Affiliation(s)
- Andrew Parkins
- Department of Chemistry, University of the Pacific, Stockton, California 95211, United States
| | - Suzanne I Sandin
- Department of Bioengineering, University of California, Merced, California 95343, United States
- Chemistry and Biochemistry Graduate Program, University of California, Merced, California 95343, United States
| | - Jonathon Knittel
- Department of Chemistry, University of the Pacific, Stockton, California 95211, United States
| | - Andreas H Franz
- Department of Chemistry, University of the Pacific, Stockton, California 95211, United States
| | - Jianhua Ren
- Department of Chemistry, University of the Pacific, Stockton, California 95211, United States
| | - Eva de Alba
- Department of Bioengineering, University of California, Merced, California 95343, United States
| | - Georgios Pantouris
- Department of Chemistry, University of the Pacific, Stockton, California 95211, United States
| |
Collapse
|
2
|
Hoffer L, Garcia M, Leblanc R, Feracci M, Betzi S, Ben Yaala K, Daulat AM, Zimmermann P, Roche P, Barral K, Morelli X. Discovery of a PDZ Domain Inhibitor Targeting the Syndecan/Syntenin Protein-Protein Interaction: A Semi-Automated "Hit Identification-to-Optimization" Approach. J Med Chem 2023; 66:4633-4658. [PMID: 36939673 DOI: 10.1021/acs.jmedchem.2c01569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2023]
Abstract
The rapid identification of early hits by fragment-based approaches and subsequent hit-to-lead optimization represents a challenge for drug discovery. To address this challenge, we created a strategy called "DOTS" that combines molecular dynamic simulations, computer-based library design (chemoDOTS) with encoded medicinal chemistry reactions, constrained docking, and automated compound evaluation. To validate its utility, we applied our DOTS strategy to the challenging target syntenin, a PDZ domain containing protein and oncology target. Herein, we describe the creation of a "best-in-class" sub-micromolar small molecule inhibitor for the second PDZ domain of syntenin validated in cancer cell assays. Key to the success of our DOTS approach was the integration of protein conformational sampling during hit identification stage and the synthetic feasibility ranking of the designed compounds throughout the optimization process. This approach can be broadly applied to other protein targets with known 3D structures to rapidly identify and optimize compounds as chemical probes and therapeutic candidates.
Collapse
Affiliation(s)
- Laurent Hoffer
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Manon Garcia
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Raphael Leblanc
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Mikael Feracci
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Stéphane Betzi
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Khaoula Ben Yaala
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Avais M Daulat
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Pascale Zimmermann
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Philippe Roche
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Karine Barral
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| | - Xavier Morelli
- Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, Inserm 1068, CNRS 7258, Institut Paoli Calmettes, Marseille 13009, France
| |
Collapse
|
3
|
Ganier L, Betzi S, Derviaux C, Roche P, Dessaux C, Muller C, Hoffer L, Morelli X, Borg JP. Discovery of Small-Molecule Inhibitors of the PTK7/β-Catenin Interaction Targeting the Wnt Signaling Pathway in Colorectal Cancer. ACS Chem Biol 2022; 17:1061-1072. [PMID: 35483008 DOI: 10.1021/acschembio.1c00826] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Colorectal cancer (CRC), the second cause of death due to cancer worldwide, is a major public health issue. The discovery of new therapeutic targets is thus essential. Pseudokinase PTK7 intervenes in the regulation of the Wnt/β-catenin pathway signaling, in part, through a kinase domain-dependent interaction with the β-catenin protein. PTK7 is overexpressed in CRC, an event associated with metastatic development and reduced survival of nonmetastatic patients. In addition, numerous alterations have been identified in CRC inducing constitutive activation of the Wnt/β-catenin pathway signaling through β-catenin accumulation. Thus, targeting the PTK7/β-catenin interaction could be of interest for future drug development. We have developed a NanoBRET screening assay recapitulating the interaction between PTK7 and β-catenin to identify compounds able to disrupt this protein-protein interaction. A high-throughput screening allowed us to identify small-molecule inhibitors targeting the Wnt pathway signaling and inducing antiproliferative and antitumor effects in vitro in CRC cells harboring β-catenin or adenomatous polyposis coli (APC) mutations. Thus, inhibition of the PTK7/β-catenin interaction could represent a new therapeutic strategy to inhibit cell growth dependent on the Wnt signaling pathway. Moreover, despite a lack of enzymatic activity of its tyrosine kinase domain, targeting the PTK7 kinase domain-dependent functions appears to be of interest for further therapeutic development.
Collapse
Affiliation(s)
- Laetitia Ganier
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Equipe labellisée Ligue “Cell Polarity, Cell Signaling and Cancer”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Team “Integrative Structural and Chemical Biology”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Stephane Betzi
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Team “Integrative Structural and Chemical Biology”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, “HiTS/IPCdd─High Throughput Screening Platform”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Carine Derviaux
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, “HiTS/IPCdd─High Throughput Screening Platform”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Philippe Roche
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Team “Integrative Structural and Chemical Biology”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, “HiTS/IPCdd─High Throughput Screening Platform”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Charlotte Dessaux
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Equipe labellisée Ligue “Cell Polarity, Cell Signaling and Cancer”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Christophe Muller
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, “HiTS/IPCdd─High Throughput Screening Platform”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Laurent Hoffer
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Team “Integrative Structural and Chemical Biology”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Xavier Morelli
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Team “Integrative Structural and Chemical Biology”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, “HiTS/IPCdd─High Throughput Screening Platform”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
| | - Jean-Paul Borg
- Aix Marseille Univ., CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Equipe labellisée Ligue “Cell Polarity, Cell Signaling and Cancer”, 27 Blvd Lei Roure CS30059, 13273 Marseille Cedex 9, France
- Institut Universitaire de France, 17 Rue de France, 69100 Villeurbanne, France
| |
Collapse
|
4
|
Trivedi-Parmar V, Jorgensen WL. Advances and Insights for Small Molecule Inhibition of Macrophage Migration Inhibitory Factor. J Med Chem 2018; 61:8104-8119. [PMID: 29812929 DOI: 10.1021/acs.jmedchem.8b00589] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Macrophage migration inhibitory factor (MIF) is an upstream regulator of the immune response whose dysregulation is tied to a broad spectrum of inflammatory and proliferative disorders. As its complex signaling pathways and pleiotropic nature have been elucidated, it has become an attractive target for drug discovery. Remarkably, MIF is both a cytokine and an enzyme that functions as a keto-enol tautomerase. Strategies including in silico modeling, virtual screening, high-throughput screening, and screening of anti-inflammatory natural products have led to a large and diverse catalogue of MIF inhibitors as well as some understanding of the structure-activity relationships for compounds binding MIF's tautomerase active site. With possible clinical trials of some MIF inhibitors on the horizon, it is an opportune time to review the literature to seek trends, address inconsistencies, and identify promising new avenues of research.
Collapse
Affiliation(s)
- Vinay Trivedi-Parmar
- Department of Chemistry , Yale University , New Haven , Connecticut 06520-8107 , United States
| | - William L Jorgensen
- Department of Chemistry , Yale University , New Haven , Connecticut 06520-8107 , United States
| |
Collapse
|
5
|
Cisneros JA, Robertson MJ, Valhondo M, Jorgensen WL. Irregularities in enzyme assays: The case of macrophage migration inhibitory factor. Bioorg Med Chem Lett 2016; 26:2764-2767. [PMID: 27156768 DOI: 10.1016/j.bmcl.2016.04.074] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2016] [Revised: 04/21/2016] [Accepted: 04/23/2016] [Indexed: 12/17/2022]
Abstract
Inhibitors of human macrophage migration inhibitory factor (MIF) previously reported in the literature have been reexamined by synthesis, assaying for tautomerase activity, and protein crystallography. Substantial inconsistencies between prior and current assay results are noted. They appear to arise from difficulties with the tautomerase substrates, solubility issues, and especially covalent inhibition. Incubation time variation shows that 3, 4, 6, and 9 are covalent or slow-binding inhibitors. Two protein crystal structures are provided; one confirms that the twice-discovered 3 is a covalent inhibitor.
Collapse
Affiliation(s)
- José A Cisneros
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, United States
| | - Michael J Robertson
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, United States
| | - Margarita Valhondo
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, United States
| | - William L Jorgensen
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, United States.
| |
Collapse
|
6
|
Zhuang C, Liu D, Yang X, Wang H, Han L, Li Y. The immunotoxicity of aluminum trichloride on rat peritoneal macrophages via β2-adrenoceptors/cAMP pathway acted by norepinephrine. CHEMOSPHERE 2016; 149:34-40. [PMID: 26844663 DOI: 10.1016/j.chemosphere.2016.01.084] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2015] [Revised: 01/16/2016] [Accepted: 01/20/2016] [Indexed: 06/05/2023]
Abstract
The previous research found that norepinephrine (NE) enhanced the immunotoxicity of aluminum trichloride (AlCl3) on rat peritoneal macrophages in vitro through activating the β2-adrenoceptors (β2-AR)/cAMP pathway. On that basis, the experiment in vivo was conducted in this experiment. Eighty Wistar rats were orally exposed to 0 (control group); 0.4 mg/mL (low-dose group); 0.8 mg/mL (mid-dose group) and 1.6 mg/mL (high-dose group) AlCl3 for 120 days, respectively. Aluminum (Al), NE, macrophage migration inhibitory factor (MIF) and tumor necrosis factor-α (TNF-α) contents in serum, cAMP content, β2-AR density, mRNA expressions of TNF-α, MIF and β2-AR in rat peritoneal macrophages were examined. These results showed that AlCl3 increased serum Al and NE contents, peritoneal macrophages cAMP content, the density and mRNA expression of the β2-AR, and decreased serum MIF and TNF-α contents, peritoneal macrophages mRNA expressions of MIF and TNF-α. Serum NE content was negatively correlated with serum TNF-α and MIF contents and peritoneal macrophages mRNA expressions of TNF-α and MIF, but positively correlated with cAMP content, density of β2-AR and mRNA expression of β2-AR of peritoneal macrophages. It indicated that AlCl3 suppresses peritoneal macrophages function of rats through β2-AR/cAMP pathway acted by NE.
Collapse
Affiliation(s)
- Cuicui Zhuang
- College of Veterinary Medicine, Northeast Agricultural University, Harbin 150030, China
| | - Dawei Liu
- Heilongjiang Province Hospital, Harbin 150036, China; School Basic Medical Sciences, Heilongjiang University of Chinese Medicine, Harbin 150040, China
| | - Xu Yang
- College of Veterinary Medicine, Northeast Agricultural University, Harbin 150030, China
| | - Haoran Wang
- College of Veterinary Medicine, Northeast Agricultural University, Harbin 150030, China
| | - Lulu Han
- ICareVet Pet Hospital, Shenyang 110014, China
| | - Yanfei Li
- College of Veterinary Medicine, Northeast Agricultural University, Harbin 150030, China.
| |
Collapse
|
7
|
Lang T, Foote A, Lee JPW, Morand EF, Harris J. MIF: Implications in the Pathoetiology of Systemic Lupus Erythematosus. Front Immunol 2015; 6:577. [PMID: 26617609 PMCID: PMC4641160 DOI: 10.3389/fimmu.2015.00577] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2015] [Accepted: 10/28/2015] [Indexed: 12/25/2022] Open
Abstract
Macrophage migration Inhibitory factor (MIF) was one of the earliest pro-inflammatory cytokines to be identified. Increasing interest in this cytokine in recent decades has followed the cloning of human MIF and the generation of Mif−/− mice. Deepening understanding of signaling pathways utilized by MIF and putative receptor mechanisms have followed. MIF is distinct from all other cytokines by virtue of its unique induction by and counter regulation of glucocorticoids (GCs). MIF is further differentiated from other cytokines by its structural homology to specific tautomerase and isomerase enzymes and correlative in vitro enzymatic functions. The role of MIF in immune and inflammatory states, including a range of human autoimmune diseases, is now well established, as are the relationships between MIF polymorphisms and a number of inflammatory diseases. Here, we review the known pleiotropic activities of MIF, in addition to novel functions of MIF in processes including autophagy and autophagic cell death. In addition, recent developments in the understanding of the role of MIF in systemic lupus erythematosus (SLE) are reviewed. Finally, we discuss the potential application of anti-MIF strategies to treat human diseases such as SLE, which will require a comprehensive understanding of the unique and complex activities of this ubiquitously expressed cytokine.
Collapse
Affiliation(s)
- Tali Lang
- Lupus Research Group, Monash Centre for Inflammatory Diseases, School of Clinical Sciences at Monash Health, Faculty of Medicine, Nursing and Health Sciences, Monash Medical Centre , Clayton, VIC , Australia
| | - Andrew Foote
- Lupus Research Group, Monash Centre for Inflammatory Diseases, School of Clinical Sciences at Monash Health, Faculty of Medicine, Nursing and Health Sciences, Monash Medical Centre , Clayton, VIC , Australia
| | - Jacinta P W Lee
- Lupus Research Group, Monash Centre for Inflammatory Diseases, School of Clinical Sciences at Monash Health, Faculty of Medicine, Nursing and Health Sciences, Monash Medical Centre , Clayton, VIC , Australia
| | - Eric F Morand
- Lupus Research Group, Monash Centre for Inflammatory Diseases, School of Clinical Sciences at Monash Health, Faculty of Medicine, Nursing and Health Sciences, Monash Medical Centre , Clayton, VIC , Australia
| | - James Harris
- Lupus Research Group, Monash Centre for Inflammatory Diseases, School of Clinical Sciences at Monash Health, Faculty of Medicine, Nursing and Health Sciences, Monash Medical Centre , Clayton, VIC , Australia
| |
Collapse
|
8
|
Gordon-Weeks AN, Lim SY, Yuzhalin AE, Jones K, Muschel R. Macrophage migration inhibitory factor: a key cytokine and therapeutic target in colon cancer. Cytokine Growth Factor Rev 2015; 26:451-61. [PMID: 25882738 DOI: 10.1016/j.cytogfr.2015.03.002] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2015] [Accepted: 03/25/2015] [Indexed: 02/07/2023]
Abstract
Macrophage migration inhibitory factor (MIF) was one of the first cytokines to be discovered, over 40 years ago. Since that time a burgeoning interest has developed in the role that MIF plays in both the regulation of normal physiology and the response to pathology. MIF is a pleotropic cytokine that functions to promote inflammation, drive cellular proliferation, inhibit apoptosis and regulate the migration and activation state of immune cells. These functions are particularly relevant for the development of cancer and it is notable that various solid tumours over express MIF. This includes tumours of the gastrointestinal tract and MIF appears to play a particularly prominent role in the development and progression of colonic adenocarcinoma. Here we review the role that MIF plays in colonic carcinogenesis through the promotion of colonic inflammation, as well as the progression of primary and metastatic colon cancer. The recent development of various antagonists and antibodies that inhibit MIF activity indicates that we may soon be able to classify MIF as a therapeutic target in colon cancer patients.
Collapse
Affiliation(s)
- A N Gordon-Weeks
- CRUK/MRC Gray Institute for Radiation Oncology & Biology, University of Oxford, UK.
| | - S Y Lim
- CRUK/MRC Gray Institute for Radiation Oncology & Biology, University of Oxford, UK
| | - A E Yuzhalin
- CRUK/MRC Gray Institute for Radiation Oncology & Biology, University of Oxford, UK
| | - K Jones
- CRUK/MRC Gray Institute for Radiation Oncology & Biology, University of Oxford, UK
| | - R Muschel
- CRUK/MRC Gray Institute for Radiation Oncology & Biology, University of Oxford, UK
| |
Collapse
|
9
|
Pantouris G, Rajasekaran D, Garcia AB, Ruiz VG, Leng L, Jorgensen WL, Bucala R, Lolis EJ. Crystallographic and Receptor Binding Characterization of Plasmodium falciparum Macrophage Migration Inhibitory Factor Complexed to Two Potent Inhibitors. J Med Chem 2014; 57:8652-6. [PMID: 25268646 PMCID: PMC4207548 DOI: 10.1021/jm501168q] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
![]()
We
report the crystal structures of two inhibitors of Plasmodium falciparum macrophage migration inhibitory
factor (PfMIF) with nanomolar Ki’s, analyze their interactions with the active site
of PfMIF, and provide explanations regarding their
selectivity of PfMIF versus human MIF. These inhibitors
were also found to selectively inhibit interactions between PfMIF and the human MIF receptor CD74. The results of this
study provide the framework for the development of new therapeutics
that target PfMIF.
Collapse
Affiliation(s)
- Georgios Pantouris
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Deepa Rajasekaran
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Alvaro Baeza Garcia
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Victor G. Ruiz
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Lin Leng
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - William L. Jorgensen
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Richard Bucala
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| | - Elias J. Lolis
- Departments
of Pharmacology, ‡Internal Medicine, §Chemistry, and the ∥Yale Cancer Center, Yale University, New Haven, Connecticut 06520-8066, United States
| |
Collapse
|
10
|
Xu L, Zhang Y, Zheng L, Qiao C, Li Y, Li D, Zhen X, Hou T. Discovery of Novel Inhibitors Targeting the Macrophage Migration Inhibitory Factor via Structure-Based Virtual Screening and Bioassays. J Med Chem 2014; 57:3737-45. [DOI: 10.1021/jm401908w] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Lei Xu
- College
of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, People’s Republic of China
| | | | | | | | | | - Dan Li
- College
of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, People’s Republic of China
| | | | - Tingjun Hou
- College
of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, People’s Republic of China
| |
Collapse
|
11
|
Tsai TL, Lin TH. Virtual Screening of Some Active Human Macrophage Migration Inhibitory Factor Antagonists. ACTA ACUST UNITED AC 2014; 19:1116-23. [PMID: 24554444 DOI: 10.1177/1087057114523317] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2013] [Accepted: 01/18/2014] [Indexed: 11/17/2022]
Abstract
Macrophage migration inhibitory factor (MIF) is an autocrine- and paracrine-acting cytokine that is involved in several inflammatory, autoimmune, infectious, and oncogenic diseases. Clinical data have shown that inhibition of MIF, especially its tautomerase activity, with small compounds has been beneficial in some disease models. A virtual screening (VS) experiment is conducted for searching some active compounds to inhibit the tautomerase activity of MIF from the ZINC database. By using an x-ray-determined structure OXIM-11 as the query and an in-house developed two-dimensional scaffold comparing method designated as Sfilter, we have screened out some 1500 compounds for ranking by our previously published docking method ADDock. After further ranking by ADDock on 119 compounds screened, we have decided to choose 17 of them for measuring their inhibitory activity IC50 against the MIF tautomerase experimentally. The IC50's are measured using both human monocytic THP-1 cell lysate and purified recombinant human MIF protein. We have found that the IC50's measured for three searched compounds (namely, ZINC02693801, ZINC00141102, and ZINC12368346) are better than that determined for ISO-1, a known MIF tautomerase inhibitor and standard used throughout our VS experiment. Moreover, the scaffolds of most of our active compounds searched are also quite different from those searched and published by others previously.
Collapse
Affiliation(s)
- Tsung-Lin Tsai
- Institute of Molecular Medicine and Department of Life Science, National Tsing Hua University, HsinChu, Taiwan, R.O.C
| | - Thy-Hou Lin
- Institute of Molecular Medicine and Department of Life Science, National Tsing Hua University, HsinChu, Taiwan, R.O.C.
| |
Collapse
|
12
|
Coleman RG, Carchia M, Sterling T, Irwin JJ, Shoichet BK. Ligand pose and orientational sampling in molecular docking. PLoS One 2013; 8:e75992. [PMID: 24098414 PMCID: PMC3787967 DOI: 10.1371/journal.pone.0075992] [Citation(s) in RCA: 120] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Accepted: 08/13/2013] [Indexed: 12/19/2022] Open
Abstract
Molecular docking remains an important tool for structure-based screening to find new ligands and chemical probes. As docking ambitions grow to include new scoring function terms, and to address ever more targets, the reliability and extendability of the orientation sampling, and the throughput of the method, become pressing. Here we explore sampling techniques that eliminate stochastic behavior in DOCK3.6, allowing us to optimize the method for regularly variable sampling of orientations. This also enabled a focused effort to optimize the code for efficiency, with a three-fold increase in the speed of the program. This, in turn, facilitated extensive testing of the method on the 102 targets, 22,805 ligands and 1,411,214 decoys of the Directory of Useful Decoys - Enhanced (DUD-E) benchmarking set, at multiple levels of sampling. Encouragingly, we observe that as sampling increases from 50 to 500 to 2000 to 5000 to 20000 molecular orientations in the binding site (and so from about 1×1010 to 4×1010 to 1×1011 to 2×1011 to 5×1011 mean atoms scored per target, since multiple conformations are sampled per orientation), the enrichment of ligands over decoys monotonically increases for most DUD-E targets. Meanwhile, including internal electrostatics in the evaluation ligand conformational energies, and restricting aromatic hydroxyls to low energy rotamers, further improved enrichment values. Several of the strategies used here to improve the efficiency of the code are broadly applicable in the field.
Collapse
Affiliation(s)
- Ryan G. Coleman
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, California, United States of America
| | - Michael Carchia
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, California, United States of America
| | - Teague Sterling
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, California, United States of America
| | - John J. Irwin
- Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
| | - Brian K. Shoichet
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, California, United States of America
- Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
- * E-mail:
| |
Collapse
|
13
|
Current developments of macrophage migration inhibitory factor (MIF) inhibitors. Drug Discov Today 2013; 18:592-600. [DOI: 10.1016/j.drudis.2012.12.013] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2012] [Revised: 12/14/2012] [Accepted: 12/20/2012] [Indexed: 12/21/2022]
|
14
|
Al-Sha'er MA, VanPatten S, Al-Abed Y, Taha MO. Elaborate ligand-based modeling reveal new migration inhibitory factor inhibitors. J Mol Graph Model 2013; 42:104-14. [PMID: 23603608 DOI: 10.1016/j.jmgm.2013.03.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2013] [Revised: 03/14/2013] [Accepted: 03/16/2013] [Indexed: 11/19/2022]
Abstract
Recent research suggested the involvement of migration inhibitor factor (MIF) in cancer and inflammatory diseases, which prompted several attempts to develop new MIF inhibitors. Accordingly, we investigated the pharmacophoric space of 79 MIF inhibitors using seven diverse subsets of inhibitors to identify plausible binding hypotheses (pharmacophores). Subsequently, we implemented genetic algorithm and multiple linear regression analysis to select optimal combination of pharmacophores and physicochemical descriptors capable of explaining bioactivity variation within the training compounds (QSAR model, r63=0.62, F=42.8, rLOO(2)=0.721,rPRESS(2) against 16 external test inhibitors=0.58). Two orthogonal pharmacophores appeared in the optimal QSAR model suggestive of at least two binding modes available to ligands inside MIF binding pocket. Subsequent validation using receiver operating characteristic (ROC) curves analysis established the validity of these two pharmacophores. We employed these pharmacophoric models and associated QSAR equation to screen the National Cancer Institute (NCI) list of compounds. Eight compounds gave >50% inhibition at 100μM. Two molecules illustrated >75% inhibition at 10μM.
Collapse
|
15
|
Fukuoka M, Minakuchi M, Kawaguchi A, Nagata K, Kamatari YO, Kuwata K. Structure-based discovery of anti-influenza virus A compounds among medicines. Biochim Biophys Acta Gen Subj 2011; 1820:90-5. [PMID: 22108550 DOI: 10.1016/j.bbagen.2011.11.003] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2011] [Revised: 11/04/2011] [Accepted: 11/07/2011] [Indexed: 12/26/2022]
Abstract
BACKGROUND Influenza A virus (IAV) infection is nowadays a major public health concern, in particular since the 2009 H1N1 flu pandemic. The outbreak of IAV strains resistant to currently available drugs, such as oseltamivir or zanamivir targeting the neuraminidase, is a real threat for humans as well as for animals. Thus the development of anti-IAV drugs with a novel action mechanism may be an urgent theme. METHODS We performed a docking simulation targeting the interface of PA interacting with PB1 using a drug database including ~4000 compounds. We then conducted cell viability assay and plaque assay using IAV/WSN/33. Finally we examined their anti-IAV mechanism by surface plasmon resonance and IAV replicon assay. RESULTS We found that benzbromarone, diclazuril, and trenbolone acetate had strong anti-IAV activities. We confirmed that benzbromarone and diclazuril bound with PA subunit, and decreased the transcriptional activity of the viral RNA polymerase. CONCLUSIONS Benzbromarone and diclazuril had strong anti-IAV activities with novel action mechanism, i.e. inhibition of viral RNA polymerase. GENERAL SIGNIFICANCE Since benzbromarone and diclazuril are already used in public as medicines, these could be the candidates for alternatives in case of an outbreak of IAV which is resistant to pre-existing anti-IAV drugs.
Collapse
Affiliation(s)
- Mayuko Fukuoka
- United Graduate School of Drug Discovery and Medical Information Sciences, Gifu University, 1-1Yanagido, Gifu 501-1193, Japan
| | | | | | | | | | | |
Collapse
|