1
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Somsen B, Cossar P, Arkin M, Brunsveld L, Ottmann C. 14-3-3 Protein-Protein Interactions: From Mechanistic Understanding to their Small-molecule Stabilization. Chembiochem 2024:e202400214. [PMID: 38738787 DOI: 10.1002/cbic.202400214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 05/11/2024] [Accepted: 05/13/2024] [Indexed: 05/14/2024]
Abstract
Protein-protein interactions (PPIs) are of utmost importance for maintenance of cellular homeostasis. Herein, a central role can be found for 14-3-3 proteins. These hub-proteins are known to bind hundreds of interaction partners, thereby regulating their activity, localization, and/or stabilization. Due to their ability to bind a large variety of client proteins, studies of 14-3-3 protein complexes flourished over the last decades, aiming to gain greater molecular understanding of these complexes and their role in health and disease. Because of their crucial role within the cell, 14-3-3 protein complexes are recognized as highly interesting therapeutic targets, encouraging the discovery of small molecule modulators of these PPIs. We discuss various examples of 14-3-3-mediated regulation of its binding partners on a mechanistic level, highlighting the versatile and multi-functional role of 14-3-3 within the cell. Furthermore, an overview is given on the development of stabilizers of 14-3-3 protein complexes, from initially used natural products to fragment-based approaches. These studies show the potential of 14-3-3 PPI stabilizers as novel agents in drug discovery and as tool compounds to gain greater molecular understandings of the role of 14-3-3-based protein regulation.
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Affiliation(s)
- Bente Somsen
- Technische Universiteit Eindhoven, Biomedical Technology, NETHERLANDS
| | - Peter Cossar
- Technische Universiteit Eindhoven, Biomedical Technology, NETHERLANDS
| | - Michelle Arkin
- University of California San Francisco, Pharmacology, UNITED STATES
| | - Luc Brunsveld
- Technische Universiteit Eindhoven, Biomedical Technology, NETHERLANDS
| | - Christian Ottmann
- Technische Universiteit Eindhoven, Department of Biomedical Engineering, P.O. Box 513, 5600 MB, Eindhoven, NETHERLANDS
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2
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D’Ippolito R, Rabara D, Blanco MA, Alberico E, Drew MR, Ramakrishnan N, Sontan D, Widmeyer SRT, Scheidemantle GM, Messing S, Turner D, Arkin M, Maciag AE, Stephen AG, Esposito D, McCormick F, Nissley DV, DeHart CJ. A Top-Down Proteomic Assay to Evaluate KRAS4B-Compound Engagement. Anal Chem 2024; 96:5223-5231. [PMID: 38498381 PMCID: PMC10993199 DOI: 10.1021/acs.analchem.3c05626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 03/20/2024]
Abstract
Development of new targeted inhibitors for oncogenic KRAS mutants may benefit from insight into how a given mutation influences the accessibility of protein residues and how compounds interact with mutant or wild-type KRAS proteins. Targeted proteomic analysis, a key validation step in the KRAS inhibitor development process, typically involves both intact mass- and peptide-based methods to confirm compound localization or quantify binding. However, these methods may not always provide a clear picture of the compound binding affinity for KRAS, how specific the compound is to the target KRAS residue, and how experimental conditions may impact these factors. To address this, we have developed a novel top-down proteomic assay to evaluate in vitro KRAS4B-compound engagement while assessing relative quantitation in parallel. We present two applications to demonstrate the capabilities of our assay: maleimide-biotin labeling of a KRAS4BG12D cysteine mutant panel and treatment of three KRAS4B proteins (WT, G12C, and G13C) with small molecule compounds. Our results show the time- or concentration-dependence of KRAS4B-compound engagement in context of the intact protein molecule while directly mapping the compound binding site.
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Affiliation(s)
- Robert
A. D’Ippolito
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Dana Rabara
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Maria Abreu Blanco
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Emily Alberico
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Matthew R. Drew
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Nitya Ramakrishnan
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Dara Sontan
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Stephanie R. T. Widmeyer
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Grace M. Scheidemantle
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Simon Messing
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - David Turner
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Michelle Arkin
- Department
of Pharmaceutical Chemistry, University
of California, San Francisco, California 94143, United States
- Small
Molecule Discovery Center, University of
California, San Francisco, California 94143, United States
| | - Anna E. Maciag
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Andrew G. Stephen
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Dominic Esposito
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Frank McCormick
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
- Helen
Diller Family Comprehensive Cancer Center, University of California, San
Francisco, California 94158, United States
| | - Dwight V. Nissley
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Caroline J. DeHart
- NCI
RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
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3
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Andlovic B, Heilmann G, Ninck S, Andrei SA, Centorrino F, Higuchi Y, Kato N, Brunsveld L, Arkin M, Menninger S, Choidas A, Wolf A, Klebl B, Kaschani F, Kaiser M, Eickhoff J, Ottmann C. IFNα primes cancer cells for Fusicoccin-induced cell death via 14-3-3 PPI stabilization. Cell Chem Biol 2023; 30:573-590.e6. [PMID: 37130519 DOI: 10.1016/j.chembiol.2023.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 02/02/2023] [Accepted: 04/06/2023] [Indexed: 05/04/2023]
Abstract
The natural product family of the fusicoccanes (FCs) has been shown to display anti-cancer activity, especially when combined with established therapeutic agents. FCs stabilize 14-3-3 protein-protein interactions (PPIs). Here, we tested combinations of a small library of FCs with interferon α (IFNα) on different cancer cell lines and report a proteomics approach to identify the specific 14-3-3 PPIs that are induced by IFNα and stabilized by FCs in OVCAR-3 cells. Among the identified 14-3-3 target proteins are THEMIS2, receptor interacting protein kinase 2 (RIPK2), EIF2AK2, and several members of the LDB1 complex. Biophysical and structural biology studies confirm these 14-3-3 PPIs as physical targets of FC stabilization, and transcriptome as well as pathway analyses suggest possible explanations for the observed synergistic effect of IFNα/FC treatment on cancer cells. This study elucidates the polypharmacological effects of FCs in cancer cells and identifies potential targets from the vast interactome of 14-3-3s for therapeutic intervention in oncology.
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Affiliation(s)
- Blaž Andlovic
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5612 AZ Eindhoven, the Netherlands; Lead Discovery Center GmbH, 44227 Dortmund, Germany
| | - Geronimo Heilmann
- Chemical Biology, Center of Medical Biotechnology, Faculty of Biology, University of Duisburg-Essen, Universitätsstr. 2, 45117 Essen, Germany
| | - Sabrina Ninck
- Chemical Biology, Center of Medical Biotechnology, Faculty of Biology, University of Duisburg-Essen, Universitätsstr. 2, 45117 Essen, Germany
| | - Sebastian A Andrei
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5612 AZ Eindhoven, the Netherlands
| | - Federica Centorrino
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5612 AZ Eindhoven, the Netherlands
| | - Yusuke Higuchi
- The Institute of Scientific and Industrial Research, Osaka University, Osaka, Ibaraki, Japan
| | - Nobuo Kato
- The Institute of Scientific and Industrial Research, Osaka University, Osaka, Ibaraki, Japan
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5612 AZ Eindhoven, the Netherlands
| | - Michelle Arkin
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94143, USA
| | | | - Axel Choidas
- Lead Discovery Center GmbH, 44227 Dortmund, Germany
| | | | - Bert Klebl
- Lead Discovery Center GmbH, 44227 Dortmund, Germany
| | - Farnusch Kaschani
- Chemical Biology, Center of Medical Biotechnology, Faculty of Biology, University of Duisburg-Essen, Universitätsstr. 2, 45117 Essen, Germany
| | - Markus Kaiser
- Chemical Biology, Center of Medical Biotechnology, Faculty of Biology, University of Duisburg-Essen, Universitätsstr. 2, 45117 Essen, Germany
| | - Jan Eickhoff
- Lead Discovery Center GmbH, 44227 Dortmund, Germany
| | - Christian Ottmann
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5612 AZ Eindhoven, the Netherlands.
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4
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Sayles LC, Martell H, Koehne A, Ang KH, Wilson C, Arkin M, Sweet-Cordero EA. Abstract B004: ATR-CHK1-WEE1 pathway is a critical dependency in the context of DNA damage and replicative stress in osteosarcoma. Clin Cancer Res 2022. [DOI: 10.1158/1557-3265.sarcomas22-b004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Osteosarcoma (OS) is characterized by widespread somatic copy number alterations (SCNAs) and structural variations (SVs) with few recurrent point mutations. We previously demonstrated proof-of-principle for a genome-informed strategy for treatment of OS based on rank-ordering SCNAs within specific oncogenes identified by WGS and RNAseq. Although we identified several potentially effective therapeutic strategies using this approach, it is likely that effective therapy for OS will require use of combination therapies. To identify new combination therapy approaches for OS, we used a panel of PDX-derived cell lines (PDXC) and performed a combination drug screen. We assessed 5 drug backbones against 15 targeted agents in 8 PDXC and 2 established OS cell lines. When we combined Gemcitabine with agents that target the ATR-CHK1-WEE1 pathway, we observed strong synergy across all PDXC tested. These results were validated in a secondary screen using a combination matrix across 10 PDXC. Use of targeted agents inhibiting ATR, CHK1 or WEE1 in combination with Gemcitabine led to decreased proliferation and a marked increase in apoptosis in vitro. In subcutaneous tumor models, we observed that decreased tumor growth with either ATRi or Gemcitabine alone, whereas tumors shrank when treated with the combination. However, when we treated OS774 in vivo, there was no effect on tumor growth for either single agent alone or when in combination. This effect was dependent on the presence of ATR as a PDXC with no ATR detectable by western blotting showed not effect in vivo. In an orthotopic model in which PDXC are implanted along the tibia, this combination therapy effectively decreased tumor growth. In a lung metastasis model, ATRi and Gemcitabine resulted a durable reduction in metastatic lesions over time. In summary, we have identified a susceptibility to the ATR-CHK1-WEE1 pathway when combined with gemcitabine. These studies suggest that further investigation ATR-CHK1-WEE1 and gemcitabine are warranted to address the unmet need for new therapeutic approaches for relapsed and recurrent OS patients.
Citation Format: Leanne C. Sayles, Henry Martell, Amanda Koehne, Kean-Hooi Ang, Chris Wilson, Michelle Arkin, E. Alejandro Sweet-Cordero. ATR-CHK1-WEE1 pathway is a critical dependency in the context of DNA damage and replicative stress in osteosarcoma [abstract]. In: Proceedings of the AACR Special Conference: Sarcomas; 2022 May 9-12; Montreal, QC, Canada. Philadelphia (PA): AACR; Clin Cancer Res 2022;28(18_Suppl):Abstract nr B004.
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Affiliation(s)
- Leanne C. Sayles
- 1University of California, San Francisco (UCSF), San Francisco, CA,
| | - Henry Martell
- 1University of California, San Francisco (UCSF), San Francisco, CA,
| | - Amanda Koehne
- 2Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Kean-Hooi Ang
- 1University of California, San Francisco (UCSF), San Francisco, CA,
| | - Chris Wilson
- 1University of California, San Francisco (UCSF), San Francisco, CA,
| | - Michelle Arkin
- 1University of California, San Francisco (UCSF), San Francisco, CA,
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5
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Braxton J, Altobelli C, Arkin M, Southworth D. Cryo-EM structures reveal dramatic remodeling of the p97 hexamer by the multi-domain adapter UBXD1. Acta Crystallogr A Found Adv 2022. [DOI: 10.1107/s2053273322097972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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6
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Kim GHJ, Mo H, Liu H, Okorie M, Chen S, Zheng J, Li H, Arkin M, Huang B, Guo S. In Vivo Dopamine Neuron Imaging-Based Small Molecule Screen Identifies Novel Neuroprotective Compounds and Targets. Front Pharmacol 2022; 13:837756. [PMID: 35370735 PMCID: PMC8971663 DOI: 10.3389/fphar.2022.837756] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 02/21/2022] [Indexed: 12/21/2022] Open
Abstract
Parkinson’s disease (PD) is the second most common neurodegenerative disorder with prominent dopamine (DA) neuron degeneration. PD affects millions of people worldwide, but currently available therapies are limited to temporary relief of symptoms. As an effort to discover disease-modifying therapeutics, we have conducted a screen of 1,403 bioactive small molecule compounds using an in vivo whole organism screening assay in transgenic larval zebrafish. The transgenic model expresses the bacterial enzyme nitroreductase (NTR) driven by the tyrosine hydroxylase (th) promotor. NTR converts the commonly used antibiotic pro-drug metronidazole (MTZ) to the toxic nitroso radical form to induce DA neuronal loss. 57 compounds were identified with a brain health score (BHS) that was significantly improved compared to the MTZ treatment alone after FDR adjustment (padj<0.05). Independently, we curated the high throughput screening (HTS) data by annotating each compound with pharmaceutical classification, known mechanism of action, indication, IC50, and target. Using the Reactome database, we performed pathway analysis, which uncovered previously unknown pathways in addition to validating previously known pathways associated with PD. Non-topology-based pathway analysis of the screening data further identified apoptosis, estrogen hormone, dipeptidyl-peptidase 4, and opioid receptor Mu1 to be potentially significant pathways and targets involved in neuroprotection. A total of 12 compounds were examined with a secondary assay that imaged DA neurons before and after compound treatment. The z’-factor of this secondary assay was determined to be 0.58, suggesting it is an excellent assay for screening. Etodolac, nepafenac, aloperine, protionamide, and olmesartan showed significant neuroprotection and was also validated by blinded manual DA neuronal counting. To determine whether these compounds are broadly relevant for neuroprotection, we tested them on a conduritol-b-epoxide (CBE)-induced Gaucher disease (GD) model, in which the activity of glucocerebrosidase (GBA), a commonly known genetic risk factor for PD, was inhibited. Aloperine, olmesartan, and nepafenac showed significant protection of DA neurons in this assay. Together, this work, which combines high content whole organism in vivo imaging-based screen and bioinformatic pathway analysis of the screening dataset, delineates a previously uncharted approach for identifying hit-to-lead candidates and for implicating previously unknown pathways and targets involved in DA neuron protection.
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Affiliation(s)
- Gha-hyun J. Kim
- Department of Bioengineering and Therapeutic Sciences and Programs in Biological Sciences and Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Graduate Program of Pharmaceutical Sciences and Pharmacogenomics, University of California San Francisco, San Francisco, CA, United States
- *Correspondence: Gha-hyun J. Kim, ; Su Guo,
| | - Han Mo
- Department of Bioengineering and Therapeutic Sciences and Programs in Biological Sciences and Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Tsinghua-Peking Center for Life Sciences, McGovern Institute for Brain Research, Tsinghua University, Beijing, China
| | - Harrison Liu
- Department of Pharmaceutical Chemistry, San Francisco, CA, United States
- Graduate Program of Bioengineering, San Francisco, CA, United States
| | - Meri Okorie
- Department of Bioengineering and Therapeutic Sciences and Programs in Biological Sciences and Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Graduate Program of Pharmaceutical Sciences and Pharmacogenomics, University of California San Francisco, San Francisco, CA, United States
| | - Steven Chen
- Department of Pharmaceutical Chemistry, San Francisco, CA, United States
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, CA, United States
| | - Jiashun Zheng
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA, United States
| | - Hao Li
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA, United States
| | - Michelle Arkin
- Department of Pharmaceutical Chemistry, San Francisco, CA, United States
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, CA, United States
| | - Bo Huang
- Department of Pharmaceutical Chemistry, San Francisco, CA, United States
- Graduate Program of Bioengineering, San Francisco, CA, United States
- Chan Zuckerberg Biohub, San Francisco, CA, United States
| | - Su Guo
- Department of Bioengineering and Therapeutic Sciences and Programs in Biological Sciences and Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Graduate Program of Pharmaceutical Sciences and Pharmacogenomics, University of California San Francisco, San Francisco, CA, United States
- *Correspondence: Gha-hyun J. Kim, ; Su Guo,
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7
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Piergies AMH, Theofilas P, Petersen C, Ehrenberg AJ, Li S, Morales DO, Eser RA, Yang T, Khan S, Chin B, Ng R, Arkin M, Grinberg LT. Caspase‐6‐mediated tau cleavage and pathology in Alzheimer’s disease and other tauopathies. Alzheimers Dement 2020. [DOI: 10.1002/alz.047716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Antonia MH Piergies
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Panos Theofilas
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Cathrine Petersen
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Alexander J Ehrenberg
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Song Li
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Dulce Ovando Morales
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Rana A Eser
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Teddy Yang
- Shanghai ChemPartner Co., Ltd Shanghai China
| | - Shireen Khan
- ChemPartner San Francisco South San Francisco CA USA
| | - Brian Chin
- Shanghai ChemPartner Co., Ltd Shanghai China
| | - Raymond Ng
- ChemPartner San Francisco South San Francisco CA USA
| | - Michelle Arkin
- UCSF School of Pharmacy University of California San Francisco San Francisco CA USA
| | - Lea Tenenholz Grinberg
- Memory and Aging Center UCSF Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
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Chen X, Li Y, Wang C, Tang Y, Mok SA, Tsai RM, Rojas JC, Karydas A, Miller BL, Boxer AL, Gestwicki JE, Arkin M, Cuervo AM, Gan L. Promoting tau secretion and propagation by hyperactive p300/CBP via autophagy-lysosomal pathway in tauopathy. Mol Neurodegener 2020; 15:2. [PMID: 31906970 PMCID: PMC6945522 DOI: 10.1186/s13024-019-0354-0] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 12/19/2019] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND The trans-neuronal propagation of tau has been implicated in the progression of tau-mediated neurodegeneration. There is critical knowledge gap in understanding how tau is released and transmitted, and how that is dysregulated in diseases. Previously, we reported that lysine acetyltransferase p300/CBP acetylates tau and regulates its degradation and toxicity. However, whether p300/CBP is involved in regulation of tau secretion and propagation is unknown. METHOD We investigated the relationship between p300/CBP activity, the autophagy-lysosomal pathway (ALP) and tau secretion in mouse models of tauopathy and in cultured rodent and human neurons. Through a high-through-put compound screen, we identified a new p300 inhibitor that promotes autophagic flux and reduces tau secretion. Using fibril-induced tau spreading models in vitro and in vivo, we examined how p300/CBP regulates tau propagation. RESULTS Increased p300/CBP activity was associated with aberrant accumulation of ALP markers in a tau transgenic mouse model. p300/CBP hyperactivation blocked autophagic flux and increased tau secretion in neurons. Conversely, inhibiting p300/CBP promoted autophagic flux, reduced tau secretion, and reduced tau propagation in fibril-induced tau spreading models in vitro and in vivo. CONCLUSIONS We report that p300/CBP, a lysine acetyltransferase aberrantly activated in tauopathies, causes impairment in ALP, leading to excess tau secretion. This effect, together with increased intracellular tau accumulation, contributes to enhanced spreading of tau. Our findings suggest that inhibition of p300/CBP as a novel approach to correct ALP dysfunction and block disease progression in tauopathy.
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Affiliation(s)
- Xu Chen
- Gladstone Institute of Neurological Disease, University of California, San Francisco, CA 94158 USA
- Department of Neurology, University of California, San Francisco, CA 94158 USA
| | - Yaqiao Li
- Gladstone Institute of Neurological Disease, University of California, San Francisco, CA 94158 USA
| | - Chao Wang
- Gladstone Institute of Neurological Disease, University of California, San Francisco, CA 94158 USA
- Department of Neurology, University of California, San Francisco, CA 94158 USA
| | - Yinyan Tang
- Small Molecule Discovery Center, Department of Pharmaceutical Chemistry, University of California, San Francisco, CA 94158 USA
| | - Sue-Ann Mok
- Institute for Neurodegenerative Disease, Department of Pharmaceutical Chemistry, Weill Institute for Neurosciences, University of California, San Francisco, CA 94158 USA
| | - Richard M. Tsai
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Memory and Aging Center, University of California, San Francisco, CA 94158 USA
| | - Julio C. Rojas
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Memory and Aging Center, University of California, San Francisco, CA 94158 USA
| | - Anna Karydas
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Memory and Aging Center, University of California, San Francisco, CA 94158 USA
| | - Bruce L. Miller
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Memory and Aging Center, University of California, San Francisco, CA 94158 USA
| | - Adam L. Boxer
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Memory and Aging Center, University of California, San Francisco, CA 94158 USA
| | - Jason E. Gestwicki
- Institute for Neurodegenerative Disease, Department of Pharmaceutical Chemistry, Weill Institute for Neurosciences, University of California, San Francisco, CA 94158 USA
| | - Michelle Arkin
- Small Molecule Discovery Center, Department of Pharmaceutical Chemistry, University of California, San Francisco, CA 94158 USA
| | - Ana Maria Cuervo
- Department of Developmental and Molecular Biology, Albert Einstein College of Medicine, Bronx, NY 10461 USA
- Institute for Aging Studies, Albert Einstein College of Medicine, Bronx, NY 10461 USA
| | - Li Gan
- Gladstone Institute of Neurological Disease, University of California, San Francisco, CA 94158 USA
- Department of Neurology, University of California, San Francisco, CA 94158 USA
- Helen and Robert Appel Alzheimer’s Disease Research Institute, Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10065 USA
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9
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Walhart T, Isaacson-Wechsler E, Ang KH, Arkin M, Tugizov S, Palefsky JM. A Cell-Based Renilla Luminescence Reporter Plasmid Assay for High-Throughput Screening to Identify Novel FDA-Approved Drug Inhibitors of HPV-16 Infection. SLAS Discov 2020; 25:79-86. [PMID: 31361520 PMCID: PMC6925341 DOI: 10.1177/2472555219860771] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Like cervical cancer, anal cancer is caused by human papillomavirus (HPV). HPV is the most common sexually transmitted agent and is found in the anal canal of almost all HIV-positive men who have sex with men (MSM). Rates of HPV anal cancer are disproportionately higher in this population. Although the nanovalent HPV vaccine is efficacious in protecting against oncogenic HPV types, a substantial proportion of MSM remains unvaccinated and anal HPV infection continues to be an important public health burden. Therefore, it is important to identify strategies to prevent HPV infection. We report on two promising and interlinked strategies: (1) the development of a cell-based Renilla luminescence reporter assay using HPV-16 pseudovirions that encapsidate SV40-driven Renilla luminescence reporter expression plasmid and (2) use of this assay for high-throughput screening (HTS) of FDA- and internationally approved drugs to identify those that could be repurposed to prevent HPV infection. We conducted a screen of 1906 drugs. The assay was valid with a Z' of 0.67 ± 0.04, percent coefficient of variance of 10.0, and signal-to-background noise window of 424.0 ± 8.0. Five drugs were chosen for further analyses based on selection parameters of ≥77.0% infection of HPV-16 pseudovirion-driven Renilla expression with <20.0% cytotoxicity. Of these, the antifungal pentamidine and a gamma-amino butyric acid receptor agonist securinine exhibited ≥90.0% infection with <10.0% cytotoxicity. This luminescent cell-based reporter expression plasmid assay for HTS is a valid method to identify FDA- and internationally approved drugs with the potential to be repurposed into prevention modalities for HPV infection.
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Affiliation(s)
- Tara Walhart
- Department of Community Health Systems, School of Nursing, University of California, San Francisco, CA, USA
- Department of Infectious Disease, Palefsky Laboratory, School of Medicine, University of California, San Francisco, CA, USA
| | - Erin Isaacson-Wechsler
- Department of Infectious Disease, Palefsky Laboratory, School of Medicine, University of California, San Francisco, CA, USA
| | - Kean-Hooi Ang
- Department of Pharmaceutical Chemistry, Small Molecule Discovery Center, University of California, San Francisco, CA, USA
| | - Michelle Arkin
- Department of Pharmaceutical Chemistry, Small Molecule Discovery Center, University of California, San Francisco, CA, USA
| | - Sharof Tugizov
- Department of Infectious Disease, Palefsky Laboratory, School of Medicine, University of California, San Francisco, CA, USA
| | - Joel M. Palefsky
- Department of Infectious Disease, Palefsky Laboratory, School of Medicine, University of California, San Francisco, CA, USA
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10
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Ravalin M, Theofilas P, Basu K, Opoku-Nsiah KA, Assimon VA, Medina-Cleghorn D, Chen YF, Bohn MF, Arkin M, Grinberg LT, Craik CS, Gestwicki JE. Specificity for latent C termini links the E3 ubiquitin ligase CHIP to caspases. Nat Chem Biol 2019; 15:786-794. [PMID: 31320752 DOI: 10.1038/s41589-019-0322-6] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 06/11/2019] [Indexed: 12/21/2022]
Abstract
Protein-protein interactions between E3 ubiquitin ligases and protein termini help shape the proteome. These interactions are sensitive to proteolysis, which alters the ensemble of cellular N and C termini. Here we describe a mechanism wherein caspase activity reveals latent C termini that are then recognized by the E3 ubiquitin ligase CHIP. Using expanded knowledge of CHIP's binding specificity, we predicted hundreds of putative interactions arising from caspase activity. Subsequent validation experiments confirmed that CHIP binds the latent C termini at tauD421 and caspase-6D179. CHIP binding to tauD421, but not tauFL, promoted its ubiquitination, while binding to caspase-6D179 mediated ubiquitin-independent inhibition. Given that caspase activity generates tauD421 in Alzheimer's disease (AD), these results suggested a concise model for CHIP regulation of tau homeostasis. Indeed, we find that loss of CHIP expression in AD coincides with the accumulation of tauD421 and caspase-6D179. These results illustrate an unanticipated link between caspases and protein homeostasis.
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Affiliation(s)
- Matthew Ravalin
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Panagiotis Theofilas
- Department of Neurology, Memory and Aging Center, University of California at San Francisco, San Francisco, CA, USA
| | - Koli Basu
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Kwadwo A Opoku-Nsiah
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Victoria A Assimon
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Daniel Medina-Cleghorn
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Yi-Fan Chen
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA.,University of California San Francisco Summer Research Training Program, San Francisco, CA, USA
| | - Markus F Bohn
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Michelle Arkin
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA
| | - Lea T Grinberg
- Department of Neurology, Memory and Aging Center, University of California at San Francisco, San Francisco, CA, USA.,Sandler Neuroscience Center, University of California at San Francisco, San Francisco, CA, USA.,Department of Pathology, University of California at San Francisco, San Francisco, CA, USA.,Global Brain Health Institute, University of California at San Francisco, San Francisco, CA, USA
| | - Charles S Craik
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA.
| | - Jason E Gestwicki
- Department of Pharmaceutical Chemistry, University of California at San Francisco, San Francisco, CA, USA. .,Sandler Neuroscience Center, University of California at San Francisco, San Francisco, CA, USA.
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11
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Theofilas P, Hayath M, Wang C, Butler D, McAllen S, Arkin M, Gestwicki J, Cuervo AM, Kayed R, Karch CM, Temple S, Gan L, Grinberg LT. P3-200: TAU-MEDIATED CELL DEATH MECHANISMS IN MAPT V337M IPSC-DERIVED HUMAN NEURONS. Alzheimers Dement 2019. [DOI: 10.1016/j.jalz.2019.06.3229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Panos Theofilas
- University of California, San Francisco; San Francisco CA USA
| | - Mifrah Hayath
- University of California, San Francisco; San Francisco CA USA
| | - Chao Wang
- University of California, San Francisco; San Francisco CA USA
- Gladstone Institutes; San Francisco CA USA
| | | | | | - Michelle Arkin
- University of California, San Francisco; San Francisco CA USA
| | - Jason Gestwicki
- University of California, San Francisco; San Francisco CA USA
| | | | - Rakez Kayed
- University of Texas Medical Branch; Galveston TX USA
| | | | | | - Li Gan
- University of California San Francisco; San Francisco CA USA
- Gladstone Institute of Neurological Disease; San Francisco CA USA
| | - Lea T. Grinberg
- Global Brain Health Institute University of California San Francisco; San Francisco CA USA
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12
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Lee J, Pappalardo Z, Chopra DG, Hennings TG, Vaughn I, Lan C, Choe JJ, Ang K, Chen S, Arkin M, McManus MT, German MS, Ku GM. A Genetic Interaction Map of Insulin Production Identifies Mfi as an Inhibitor of Mitochondrial Fission. Endocrinology 2018; 159:3321-3330. [PMID: 30059978 PMCID: PMC6112596 DOI: 10.1210/en.2018-00426] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 07/23/2018] [Indexed: 11/19/2022]
Abstract
Insulin production by the pancreatic β cell is critical for the glucose homeostasis of the whole organism. Although the transcription factors required for insulin production are known, the upstream pathways that control insulin production are less clear. To further elucidate this regulatory network, we created a genetic interaction map of insulin production by performing ∼20,000 pairwise RNA interference knockdowns of insulin promoter regulators. Our map correctly predicted known physical complexes in the electron transport chain and a role for Spry2 in the unfolded protein response. To further validate our map, we used it to predict the function of an unannotated gene encoding a 37-kDa protein with no identifiable domains we have termed mitochondrial fission factor interactor (Mfi). We have shown that Mfi is a binding partner of the mitochondrial fission factor and that Mfi inhibits dynamin-like protein 1 recruitment to mitochondria. Our data provide a resource to understand the regulatory network of insulin promoter activity.
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Affiliation(s)
- Jessica Lee
- Diabetes Center, University of California, San Francisco, San Francisco, California
| | - Zachary Pappalardo
- Diabetes Center, University of California, San Francisco, San Francisco, California
| | | | - Thomas G Hennings
- Diabetes Center, University of California, San Francisco, San Francisco, California
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, California
| | - Ian Vaughn
- Diabetes Center, University of California, San Francisco, San Francisco, California
| | - Christopher Lan
- Diabetes Center, University of California, San Francisco, San Francisco, California
| | - Justin J Choe
- Diabetes Center, University of California, San Francisco, San Francisco, California
| | - Kenny Ang
- Small Molecules Discovery Center, University of California, San Francisco, San Francisco, California
| | - Steven Chen
- Small Molecules Discovery Center, University of California, San Francisco, San Francisco, California
| | - Michelle Arkin
- Small Molecules Discovery Center, University of California, San Francisco, San Francisco, California
| | - Michael T McManus
- Diabetes Center, University of California, San Francisco, San Francisco, California
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, California
| | - Michael S German
- Diabetes Center, University of California, San Francisco, San Francisco, California
- Division of Endocrinology and Metabolism, Department of Medicine, University of California San Francisco, San Francisco, California
| | - Gregory M Ku
- Diabetes Center, University of California, San Francisco, San Francisco, California
- Division of Endocrinology and Metabolism, Department of Medicine, University of California San Francisco, San Francisco, California
- Correspondence: Gregory M. Ku, MD, PhD, Diabetes Center, University of California, San Francisco, 513 Parnassus Avenue, HSW 1002A, Box 0534, San Francisco, California 94143. E-mail:
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13
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Coussens NP, Sittampalam GS, Guha R, Brimacombe K, Grossman A, Chung TDY, Weidner JR, Riss T, Trask OJ, Auld D, Dahlin JL, Devanaryan V, Foley TL, McGee J, Kahl SD, Kales SC, Arkin M, Baell J, Bejcek B, Gal-Edd N, Glicksman M, Haas JV, Iversen PW, Hoeppner M, Lathrop S, Sayers E, Liu H, Trawick B, McVey J, Lemmon VP, Li Z, McManus O, Minor L, Napper A, Wildey MJ, Pacifici R, Chin WW, Xia M, Xu X, Lal-Nag M, Hall MD, Michael S, Inglese J, Simeonov A, Austin CP. Assay Guidance Manual: Quantitative Biology and Pharmacology in Preclinical Drug Discovery. Clin Transl Sci 2018; 11:461-470. [PMID: 29877628 PMCID: PMC6132369 DOI: 10.1111/cts.12570] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2017] [Accepted: 05/14/2018] [Indexed: 12/30/2022] Open
Abstract
The Assay Guidance Manual (AGM) is an eBook of best practices for the design, development, and implementation of robust assays for early drug discovery. Initiated by pharmaceutical company scientists, the manual provides guidance for designing a “testing funnel” of assays to identify genuine hits using high‐throughput screening (HTS) and advancing them through preclinical development. Combined with a workshop/tutorial component, the overall goal of the AGM is to provide a valuable resource for training translational scientists.
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Affiliation(s)
- Nathan P Coussens
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - G Sitta Sittampalam
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Rajarshi Guha
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Kyle Brimacombe
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Abigail Grossman
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Thomas D Y Chung
- Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, California, United States
| | | | - Terry Riss
- Promega Corporation, Madison, Wisconsin, United States
| | - O Joseph Trask
- PerkinElmer, Inc., Waltham, Massachusetts, United States
| | - Douglas Auld
- Novartis Institutes for Biomedical Research, Cambridge, Massachusetts, United States
| | - Jayme L Dahlin
- Brigham and Women's Hospital, Boston, Massachusetts, United States
| | | | - Timothy L Foley
- Pfizer Worldwide Research and Development, Groton, Connecticut, United States
| | - James McGee
- Eli Lilly and Company, Indianapolis, Indiana, United States
| | - Steven D Kahl
- Eli Lilly and Company, Indianapolis, Indiana, United States
| | - Stephen C Kales
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Michelle Arkin
- Small Molecule Discovery Center, Department of Pharmaceutical Chemistry, University of California, San Francisco, California, United States
| | - Jonathan Baell
- Medicinal Chemistry, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Australia
| | - Bruce Bejcek
- Department of Biological Sciences, Western Michigan University, Kalamazoo, Michigan, United States
| | - Neely Gal-Edd
- MacroGenics, Inc., Rockville, Maryland, United States
| | | | - Joseph V Haas
- Eli Lilly and Company, Indianapolis, Indiana, United States
| | | | - Marilu Hoeppner
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Stacy Lathrop
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Eric Sayers
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Hanguan Liu
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Bart Trawick
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Julie McVey
- National Library of Medicine, National Center for Biotechnology Information, Bethesda, Maryland, United States
| | - Vance P Lemmon
- Miami Project to Cure Paralysis, University of Miami Miller School of Medicine, Miami, Florida, United States
| | - Zhuyin Li
- Bristol-Myers Squibb, Lead Discovery and Optimization, Princeton, New Jersey, United States
| | - Owen McManus
- Q-State Biosciences, Cambridge, Massachusetts, United States
| | - Lisa Minor
- In Vitro Strategies, LLC, Flemington, New Jersey, United States
| | - Andrew Napper
- FLX Bio, Inc., San Francisco, California, United States
| | - Mary Jo Wildey
- Merck Research Laboratories, Kenilworth, New Jersey, United States
| | - Robert Pacifici
- CHDI Management, Inc./CHDI Foundation, Inc., Los Angeles, California, United States
| | - William W Chin
- Harvard Medical School, Boston, Massachusetts, United States
| | - Menghang Xia
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Xin Xu
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Madhu Lal-Nag
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Matthew D Hall
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Sam Michael
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - James Inglese
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Anton Simeonov
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
| | - Christopher P Austin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, United States
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14
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Schmidt C, Chen S, IIkhanizadeh S, Sabelstrom H, Yuan E, Ding A, Weiss W, Berger MS, Arkin M, Persson A. EXTH-55. REPURPOSING THERAPEUTICS IN PATIENT-DERIVED GLIOMAS AND AN IDH1 MUTANT GLIOMA MODEL. Neuro Oncol 2017. [DOI: 10.1093/neuonc/nox168.347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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15
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16
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Theofilas P, Ehrenberg AJ, Nguy A, Thackrey JM, Dunlop S, Mejia MB, Alho AT, Paraizo Leite RE, Rodriguez RD, Suemoto CK, Nascimento CF, Chin M, Medina-Cleghorn D, Cuervo AM, Arkin M, Seeley WW, Miller BL, Nitrini R, Pasqualucci CA, Filho WJ, Rueb U, Neuhaus J, Heinsen H, Grinberg LT. Probing the correlation of neuronal loss, neurofibrillary tangles, and cell death markers across the Alzheimer's disease Braak stages: a quantitative study in humans. Neurobiol Aging 2017; 61:1-12. [PMID: 29031088 DOI: 10.1016/j.neurobiolaging.2017.09.007] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 09/08/2017] [Accepted: 09/08/2017] [Indexed: 12/30/2022]
Abstract
Clarifying the mechanisms connecting neurofibrillary tangle (NFT) neurotoxicity to neuronal dysfunction in humans is likely to be pivotal for developing effective treatments for Alzheimer's disease (AD). To model the temporal progression of AD in humans, we used a collection of brains with controls and individuals from each Braak stage to quantitatively investigate the correlation between intraneuronal caspase activation or macroautophagy markers, NFT burden, and neuronal loss, in the dorsal raphe nucleus and locus coeruleus, the earliest vulnerable areas to NFT accumulation. We fit linear regressions with each count as outcomes, with Braak score and age as the predictors. In progressive Braak stages, intraneuronal active caspase-6 positivity increases both alone and overlapping with NFTs. Likewise, the proportion of NFT-bearing neurons showing autophagosomes increases. Overall, caspases may be involved in upstream cascades in AD and are associated with higher NFTs. Macroautophagy changes correlate with increasing NFT burden from early AD stages.
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Affiliation(s)
- Panos Theofilas
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Alexander J Ehrenberg
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Austin Nguy
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Julia M Thackrey
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Sara Dunlop
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Maria B Mejia
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Ana T Alho
- Hospital Albert Einstein, São Paulo, Brazil; Department of Pathology, LIM-22, University of São Paulo Medical School, São Paulo, Brazil
| | | | | | - Claudia K Suemoto
- Division of Geriatrics, LIM-22, University of São Paulo Medical School, São Paulo, Brazil
| | - Camila F Nascimento
- Department of Pathology, LIM-22, University of São Paulo Medical School, São Paulo, Brazil
| | - Marcus Chin
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Daniel Medina-Cleghorn
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Ana Maria Cuervo
- Departments of Developmental and Molecular Biology, Anatomy and Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Michelle Arkin
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - William W Seeley
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Bruce L Miller
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Ricardo Nitrini
- Department of Neurology, University of São Paulo Medical School, São Paulo, Brazil
| | | | - Wilson Jacob Filho
- Division of Geriatrics, LIM-22, University of São Paulo Medical School, São Paulo, Brazil
| | - Udo Rueb
- Dr. Senckenbergisches Chronomedizinisches Institut, Department of Anatomy, J. W. Goethe University Frankfurt am Main, Frankfurt, Germany
| | - John Neuhaus
- Department of Epidemiology & Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Helmut Heinsen
- Department of Pathology, LIM-22, University of São Paulo Medical School, São Paulo, Brazil; Department of Psychiatry, University of Wuerzburg, Wuerzburg, Germany
| | - Lea T Grinberg
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA; Department of Pathology, LIM-22, University of São Paulo Medical School, São Paulo, Brazil.
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17
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Pappalardo Z, Gambhir Chopra D, Hennings TG, Richards H, Choe J, Yang K, Baeyens L, Ang K, Chen S, Arkin M, German MS, McManus MT, Ku GM. A Whole-Genome RNA Interference Screen Reveals a Role for Spry2 in Insulin Transcription and the Unfolded Protein Response. Diabetes 2017; 66:1703-1712. [PMID: 28246293 PMCID: PMC5440024 DOI: 10.2337/db16-0962] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2016] [Accepted: 02/16/2017] [Indexed: 12/18/2022]
Abstract
Insulin production by the pancreatic β-cell is required for normal glucose homeostasis. While key transcription factors that bind to the insulin promoter are known, relatively little is known about the upstream regulators of insulin transcription. Using a whole-genome RNA interference screen, we uncovered 26 novel regulators of insulin transcription that regulate diverse processes including oxidative phosphorylation, vesicle traffic, and the unfolded protein response (UPR). We focused on Spry2-a gene implicated in human type 2 diabetes by genome-wide association studies but without a clear connection to glucose homeostasis. We showed that Spry2 is a novel UPR target and its upregulation is dependent on PERK. Knockdown of Spry2 resulted in reduced expression of Serca2, reduced endoplasmic reticulum calcium levels, and induction of the UPR. Spry2 deletion in the adult mouse β-cell caused hyperglycemia and hypoinsulinemia. Our study greatly expands the compendium of insulin promoter regulators and demonstrates a novel β-cell link between Spry2 and human diabetes.
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Affiliation(s)
- Zachary Pappalardo
- Diabetes Center, University of California, San Francisco, San Francisco, CA
| | | | - Thomas G Hennings
- Diabetes Center, University of California, San Francisco, San Francisco, CA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA
| | - Hunter Richards
- Diabetes Center, University of California, San Francisco, San Francisco, CA
| | - Justin Choe
- Diabetes Center, University of California, San Francisco, San Francisco, CA
| | - Katherine Yang
- Diabetes Center, University of California, San Francisco, San Francisco, CA
| | - Luc Baeyens
- Diabetes Center, University of California, San Francisco, San Francisco, CA
| | - Kenny Ang
- Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA
| | - Steven Chen
- Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA
| | - Michelle Arkin
- Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA
| | - Michael S German
- Diabetes Center, University of California, San Francisco, San Francisco, CA
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Michael T McManus
- Diabetes Center, University of California, San Francisco, San Francisco, CA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA
| | - Gregory M Ku
- Diabetes Center, University of California, San Francisco, San Francisco, CA
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Francisco, San Francisco, CA
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18
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Hallenbeck K, Turner D, Renslo A, Arkin M. Targeting Non-Catalytic Cysteine Residues Through Structure-Guided Drug Discovery. Curr Top Med Chem 2016; 17:4-15. [DOI: 10.2174/1568026616666160719163839] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 03/04/2015] [Accepted: 03/20/2016] [Indexed: 11/22/2022]
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19
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Liu H, Chen S, Huang K, Kim J, Mo H, Iovine R, Gendre J, Pascal P, Li Q, Sun Y, Dong Z, Arkin M, Guo S, Huang B. A High-Content Larval Zebrafish Brain Imaging Method for Small Molecule Drug Discovery. PLoS One 2016; 11:e0164645. [PMID: 27732643 PMCID: PMC5061318 DOI: 10.1371/journal.pone.0164645] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 09/28/2016] [Indexed: 01/01/2023] Open
Abstract
Drug discovery in whole-organisms such as zebrafish is a promising approach for identifying biologically-relevant lead compounds. However, high content imaging of zebrafish at cellular resolution is challenging due to the difficulty in orienting larvae en masse such that the cell type of interest is in clear view. We report the development of the multi-pose imaging method, which uses 96-well round bottom plates combined with a standard liquid handler to repose the larvae within each well multiple times, such that an image in a specific orientation can be acquired. We have validated this method in a chemo-genetic zebrafish model of dopaminergic neuron degeneration. For this purpose, we have developed an analysis pipeline that identifies the larval brain in each image and then quantifies neuronal health in CellProfiler. Our method achieves a SSMD* score of 6.96 (robust Z’-factor of 0.56) and is suitable for screening libraries up to 105 compounds in size.
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Affiliation(s)
- Harrison Liu
- Joint Graduate Program in Bioengineering, University of California, San Francisco and University of California, Berkeley, California, United States of America
| | - Steven Chen
- Small Molecule Discovery Center, University of California, San Francisco, San Francisco, California, United States of America
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California, United States of America
| | - Kevin Huang
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Jeffrey Kim
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Han Mo
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Raffael Iovine
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Julie Gendre
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Pauline Pascal
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Qiang Li
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Yaping Sun
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Zhiqiang Dong
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
| | - Michelle Arkin
- Small Molecule Discovery Center, University of California, San Francisco, San Francisco, California, United States of America
| | - Su Guo
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, United States of America
- * E-mail: (SG); (BH)
| | - Bo Huang
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California, United States of America
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California, United States of America
- * E-mail: (SG); (BH)
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20
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Banerjee S, Bartesaghi A, Merk A, Rao P, Bulfer SL, Yan Y, Green N, Mroczkowski B, Neitz RJ, Wipf P, Falconieri V, Deshaies RJ, Milne JLS, Huryn D, Arkin M, Subramaniam S. 2.3 Å resolution cryo-EM structure of human p97 and mechanism of allosteric inhibition. Science 2016; 351:871-5. [PMID: 26822609 DOI: 10.1126/science.aad7974] [Citation(s) in RCA: 250] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Accepted: 01/14/2016] [Indexed: 12/13/2022]
Abstract
p97 is a hexameric AAA+ adenosine triphosphatase (ATPase) that is an attractive target for cancer drug development. We report cryo-electron microscopy (cryo-EM) structures for adenosine diphosphate (ADP)-bound, full-length, hexameric wild-type p97 in the presence and absence of an allosteric inhibitor at resolutions of 2.3 and 2.4 angstroms, respectively. We also report cryo-EM structures (at resolutions of ~3.3, 3.2, and 3.3 angstroms, respectively) for three distinct, coexisting functional states of p97 with occupancies of zero, one, or two molecules of adenosine 5'-O-(3-thiotriphosphate) (ATPγS) per protomer. A large corkscrew-like change in molecular architecture, coupled with upward displacement of the N-terminal domain, is observed only when ATPγS is bound to both the D1 and D2 domains of the protomer. These cryo-EM structures establish the sequence of nucleotide-driven structural changes in p97 at atomic resolution. They also enable elucidation of the binding mode of an allosteric small-molecule inhibitor to p97 and illustrate how inhibitor binding at the interface between the D1 and D2 domains prevents propagation of the conformational changes necessary for p97 function.
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Affiliation(s)
- Soojay Banerjee
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA
| | - Alberto Bartesaghi
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA
| | - Alan Merk
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA
| | - Prashant Rao
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA
| | - Stacie L Bulfer
- Small Molecule Discovery Center, Pharmaceutical Chemistry, School of Pharmacy, University of California, San Francisco, CA 94143, USA
| | - Yongzhao Yan
- University of Pittsburgh Chemical Diversity Center, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Neal Green
- Leidos Biomedical Research Inc., Frederick, MD 21702, USA
| | - Barbara Mroczkowski
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD 20892, USA
| | - R Jeffrey Neitz
- Small Molecule Discovery Center, Pharmaceutical Chemistry, School of Pharmacy, University of California, San Francisco, CA 94143, USA
| | - Peter Wipf
- University of Pittsburgh Chemical Diversity Center, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Veronica Falconieri
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA
| | - Raymond J Deshaies
- Division of Biology and Biological Engineering and Howard Hughes Medical Institute, California Institute of Technology, Pasadena, CA 91107, USA
| | | | - Donna Huryn
- University of Pittsburgh Chemical Diversity Center, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Michelle Arkin
- Small Molecule Discovery Center, Pharmaceutical Chemistry, School of Pharmacy, University of California, San Francisco, CA 94143, USA
| | - Sriram Subramaniam
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, MD 20892, USA.
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Ekins S, Lage de Siqueira-Neto J, McCall LI, Sarker M, Yadav M, Ponder EL, Kallel EA, Kellar D, Chen S, Arkin M, Bunin BA, McKerrow JH, Talcott C. Machine Learning Models and Pathway Genome Data Base for Trypanosoma cruzi Drug Discovery. PLoS Negl Trop Dis 2015; 9:e0003878. [PMID: 26114876 PMCID: PMC4482694 DOI: 10.1371/journal.pntd.0003878] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Accepted: 06/05/2015] [Indexed: 12/21/2022] Open
Abstract
Background Chagas disease is a neglected tropical disease (NTD) caused by the eukaryotic parasite Trypanosoma cruzi. The current clinical and preclinical pipeline for T. cruzi is extremely sparse and lacks drug target diversity. Methodology/Principal Findings In the present study we developed a computational approach that utilized data from several public whole-cell, phenotypic high throughput screens that have been completed for T. cruzi by the Broad Institute, including a single screen of over 300,000 molecules in the search for chemical probes as part of the NIH Molecular Libraries program. We have also compiled and curated relevant biological and chemical compound screening data including (i) compounds and biological activity data from the literature, (ii) high throughput screening datasets, and (iii) predicted metabolites of T. cruzi metabolic pathways. This information was used to help us identify compounds and their potential targets. We have constructed a Pathway Genome Data Base for T. cruzi. In addition, we have developed Bayesian machine learning models that were used to virtually screen libraries of compounds. Ninety-seven compounds were selected for in vitro testing, and 11 of these were found to have EC50 < 10μM. We progressed five compounds to an in vivo mouse efficacy model of Chagas disease and validated that the machine learning model could identify in vitro active compounds not in the training set, as well as known positive controls. The antimalarial pyronaridine possessed 85.2% efficacy in the acute Chagas mouse model. We have also proposed potential targets (for future verification) for this compound based on structural similarity to known compounds with targets in T. cruzi. Conclusions/ Significance We have demonstrated how combining chemoinformatics and bioinformatics for T. cruzi drug discovery can bring interesting in vivo active molecules to light that may have been overlooked. The approach we have taken is broadly applicable to other NTDs. Chagas disease is a neglected tropical disease (NTD) caused by the eukaryotic parasite Trypanosoma cruzi. The disease is endemic to Latin America but is increasingly found in North America and Europe, primarily through immigration, and the spread of this disease is bringing new attention to the need for novel, safe, and effective therapeutics to treat T. cruzi infection. We have used data from a phenotypic screen to build Bayesian models to predict anti-parasitic activity against T. cruzi in vitro. These models were used to score various small libraries of molecules. We selected less than 100 compounds for testing and found in vitro actives, some of which were tested in an in vivo efficacy model. We identified the antimalarial pyronaridine as having in vivo efficacy and provides us with a new starting point for further investigation and optimization.
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Affiliation(s)
- Sean Ekins
- Collaborative Drug Discovery, Burlingame, California, United States of America
- Collaborations in Chemistry, Fuquay-Varina, North Carolina, United States of America
- * E-mail:
| | - Jair Lage de Siqueira-Neto
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, California, United States of America
| | - Laura-Isobel McCall
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, California, United States of America
| | - Malabika Sarker
- SRI International, Menlo Park, California, United States of America
| | - Maneesh Yadav
- SRI International, Menlo Park, California, United States of America
| | - Elizabeth L. Ponder
- Chemistry, Engineering & Medicine for Human Health (ChEM-H), Stanford, California, United States of America
| | - E. Adam Kallel
- Collaborative Drug Discovery, Burlingame, California, United States of America
| | - Danielle Kellar
- Department of Pathology, University of California, San Francisco, San Francisco, California, United States of America
| | - Steven Chen
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California, United States of America
| | - Michelle Arkin
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California, United States of America
| | - Barry A. Bunin
- Collaborative Drug Discovery, Burlingame, California, United States of America
| | - James H. McKerrow
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, California, United States of America
| | - Carolyn Talcott
- SRI International, Menlo Park, California, United States of America
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22
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Bulman CA, Bidlow CM, Lustigman S, Cho-Ngwa F, Williams D, Rascón, Jr AA, Tricoche N, Samje M, Bell A, Suzuki B, Lim KC, Supakorndej N, Supakorndej P, Wolfe AR, Knudsen GM, Chen S, Wilson C, Ang KH, Arkin M, Gut J, Franklin C, Marcellino C, McKerrow JH, Debnath A, Sakanari JA. Repurposing auranofin as a lead candidate for treatment of lymphatic filariasis and onchocerciasis. PLoS Negl Trop Dis 2015; 9:e0003534. [PMID: 25700363 PMCID: PMC4336141 DOI: 10.1371/journal.pntd.0003534] [Citation(s) in RCA: 68] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Accepted: 01/12/2015] [Indexed: 02/03/2023] Open
Abstract
Two major human diseases caused by filariid nematodes are onchocerciasis, or river blindness, and lymphatic filariasis, which can lead to elephantiasis. The drugs ivermectin, diethylcarbamazine (DEC), and albendazole are used in control programs for these diseases, but are mainly effective against the microfilarial stage and have minimal or no effect on adult worms. Adult Onchocerca volvulus and Brugia malayi worms (macrofilariae) can live for up to 15 years, reproducing and allowing the infection to persist in a population. Therefore, to support control or elimination of these two diseases, effective macrofilaricidal drugs are necessary, in addition to current drugs. In an effort to identify macrofilaricidal drugs, we screened an FDA-approved library with adult worms of Brugia spp. and Onchocerca ochengi, third-stage larvae (L3s) of Onchocerca volvulus, and the microfilariae of both O. ochengi and Loa loa. We found that auranofin, a gold-containing drug used for rheumatoid arthritis, was effective in vitro in killing both Brugia spp. and O. ochengi adult worms and in inhibiting the molting of L3s of O. volvulus with IC50 values in the low micromolar to nanomolar range. Auranofin had an approximately 43-fold higher IC50 against the microfilariae of L. loa compared with the IC50 for adult female O. ochengi, which may be beneficial if used in areas where Onchocerca and Brugia are co-endemic with L. loa, to prevent severe adverse reactions to the drug-induced death of L. loa microfilariae. Further testing indicated that auranofin is also effective in reducing Brugia adult worm burden in infected gerbils and that auranofin may be targeting the thioredoxin reductase in this nematode. Onchocerciasis or river blindness, and lymphatic filariasis, which can lead to disfiguring elephantiasis, are two neglected tropical diseases that affect millions of people, primarily in developing countries. Both diseases are caused by filariid nematodes; onchocerciasis is caused by Onchocerca volvulus and lymphatic filariasis is caused by Brugia malayi, B. timori, and Wuchereria bancrofti. Currently, there are no drugs available that are highly efficacious against adult worms; existing drugs mainly kill the first-stage larvae (microfilariae). While these drugs can reduce the transmission of infections in a population, the adult filariids (macrofilariae) can continue to produce microfilariae and perpetuate the cycle of infection. Finding a drug that could kill the adult worms would be an important tool in eliminating onchocerciasis and lymphatic filariasis. To identify potential macrofilaricidal drugs, we developed a high throughput screening method to test FDA-approved drugs on adult Brugia spp., which serves as a model for O. volvulus. Using this screening method, we identified a drug called auranofin that kills adult Onchocerca and adult Brugia spp. in vitro, inhibits the molting of O. volvulus L3s, and reduces the worm burden in an in vivo gerbil-B. pahangi model system. Auranofin is known to inhibit a critical enzyme called thioredoxin reductase in some parasite species, and subsequent testing of the effects of auranofin on the thioredoxin reductase of Brugia indicates that this may be auranofin’s mode of action in this nematode as well.
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Affiliation(s)
- Christina A. Bulman
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | - Chelsea M. Bidlow
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | - Sara Lustigman
- Lindsley F. Kimball Research Institute, New York Blood Center, New York, New York, United States of America
| | - Fidelis Cho-Ngwa
- Department of Biochemistry and Molecular Biology, University of Buea, Buea, SW Region, Cameroon
| | - David Williams
- Department of Immunology and Microbiology, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Alberto A. Rascón, Jr
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
- Department of Chemistry, San Jose State University, San Jose, California, United States of America
| | - Nancy Tricoche
- Lindsley F. Kimball Research Institute, New York Blood Center, New York, New York, United States of America
| | - Moses Samje
- Department of Biochemistry and Molecular Biology, University of Buea, Buea, SW Region, Cameroon
| | - Aaron Bell
- Lindsley F. Kimball Research Institute, New York Blood Center, New York, New York, United States of America
| | - Brian Suzuki
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | - K. C. Lim
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | | | - Prasit Supakorndej
- Department of Infectious Diseases, University of Georgia, Athens, Georgia, United States of America
| | - Alan R. Wolfe
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Giselle M. Knudsen
- UCSF Mass Spectrometry Facility, Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, California, United States of America
| | - Steven Chen
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, California, United States of America
| | - Chris Wilson
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, California, United States of America
| | - Kean-Hooi Ang
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, California, United States of America
| | - Michelle Arkin
- Small Molecule Discovery Center, University of California San Francisco, San Francisco, California, United States of America
| | - Jiri Gut
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | - Chris Franklin
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
| | - Chris Marcellino
- Case Western Reserve University School of Medicine, Cleveland, Ohio, United States of America
| | - James H. McKerrow
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, California, United States of America
| | - Anjan Debnath
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, California, United States of America
| | - Judy A. Sakanari
- Center for Discovery and Innovation in Parasitic Diseases, University of California San Francisco, San Francisco, California, United States of America
- * E-mail:
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23
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Neitz RJ, Chen S, Supek F, Yeh V, Kellar D, Gut J, Bryant C, Gallardo-Godoy A, Molteni V, Roach SL, Chatterjee AK, Robertson S, Renslo AR, Arkin M, Glynne R, McKerrow J, Siqueira-Neto JL. Lead Identification to Clinical Candidate Selection. ACTA ACUST UNITED AC 2014; 20:101-11. [DOI: 10.1177/1087057114553103] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Chagas disease affects 8 million people worldwide and remains a main cause of death due to heart failure in Latin America. The number of cases in the United States is now estimated to be 300,000, but there are currently no Food and Drug Administration (FDA)–approved drugs available for patients with Chagas disease. To fill this gap, we have established a public-private partnership between the University of California, San Francisco and the Genomics Institute of the Novartis Research Foundation (GNF) with the goal of delivering clinical candidates to treat Chagas disease. The discovery phase, based on the screening of more than 160,000 compounds from the GNF Academic Collaboration Library, led to the identification of new anti-Chagas scaffolds. Part of the screening campaign used and compared two screening methods, including a colorimetric-based assay using Trypanosoma cruzi expressing β-galactosidase and an image-based, high-content screening (HCS) assay using the CA-I/72 strain of T. cruzi. Comparing molecules tested in both assays, we found that ergosterol biosynthesis inhibitors had greater potency in the colorimetric assay than in the HCS assay. Both assays were used to inform structure-activity relationships for antiparasitic efficacy and pharmacokinetics. A new anti– T. cruzi scaffold derived from xanthine was identified, and we describe its development as lead series.
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Affiliation(s)
- R. Jeffrey Neitz
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Steven Chen
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Frantisek Supek
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
| | - Vince Yeh
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
| | - Danielle Kellar
- Center for Discovery and Innovation in Parasitic Diseases, University of California, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, CA, USA
- Five Prime Therapeutics, San Francisco, CA, USA
| | - Jiri Gut
- Center for Discovery and Innovation in Parasitic Diseases, University of California, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, CA, USA
| | - Clifford Bryant
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Alejandra Gallardo-Godoy
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Valentina Molteni
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
| | - Steven L. Roach
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
- Dart Neuroscience, San Diego, CA, USA
| | - Arnab K. Chatterjee
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
- California Institute for Biomedical Research (Calibr), San Diego, CA, USA
| | - Stephanie Robertson
- Innovation, Technology, and Alliances, University of California, San Francisco, CA, USA
| | - Adam R. Renslo
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Michelle Arkin
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Richard Glynne
- Genomics Institute of the Novartis Research Foundation (GNF), San Diego, CA, USA
| | - James McKerrow
- Center for Discovery and Innovation in Parasitic Diseases, University of California, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, CA, USA
- Skaggs School of Pharmacy and Pharmaceutical Science, University of California, San Diego, CA, USA
| | - Jair L. Siqueira-Neto
- Center for Discovery and Innovation in Parasitic Diseases, University of California, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, CA, USA
- Skaggs School of Pharmacy and Pharmaceutical Science, University of California, San Diego, CA, USA
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24
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Abstract
The newly formed Academic Drug Discovery Consortium (ADDC) aims to support the growing numbers of university centres engaged in drug discovery that have emerged in response to recent changes in the drug discovery ecosystem.
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Affiliation(s)
- Barbara S Slusher
- 1] ADDC President. She is also the Director of the Brain Science Institute Neuro Translational Drug Discovery Program, Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA. [2]
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25
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Hong WX, Akutagawa J, Chen S, Arkin M, Braun BS. Abstract 5524: Library screen to rapidly determine activity against normal and mutant bone marrow progenitor cells. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-5524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Aberrant signal transduction plays a central role in the pathogenesis of myelodysplastic syndrome/ myeloproliferative neoplasm (MDS/MPN), as indicated by the high prevalence of mutations that activate Ras signaling. Yet despite the key role of Ras signaling in hematopoietic neoplasms, there are currently no signal transduction inhibitors with established efficacy. This necessitates a screen of inhibitors that may potentially reveal novel therapeutic strategies and inform efforts to treat neoplasms driven by hyperactive Ras signaling.
Unfractionated bone marrow cells harvested from Mx1-Cre, KrasD12 (n= 10) and wildtype (WT) mice (n=18) were utilized in the screening of 94 different inhibitors. A disease relevant, homogenous population of PreGM cells identified as Lineage lo/- Sca1- c-kit+ CD34+ FcγRII/III- CD105- CD150- was purified from bone marrow using flow cytometry. The PreGM cells were then sorted into 96 well plates containing various inhibitors at set concentrations ranging from 1E-7× (5E-7ug/ml) to 1× (5ug/ml). DMSO and cytotoxic agents (Cytarabine, Adriamycin, Gemcitabine) served as negative and positive controls respectively. The freshly sorted PreGM cells were exposed to inhibitors for 3 days under standard culture conditions. At the end of that period, cell growth was quantified using the IN Cell Analyzer 2000 and dose response curves constructed for WT and mutant cells. WT and mutant IC50s for each compound were calculated using the ‘drc’ package from the R Project for Statistical Computing.
The 94 drug candidates tested in this screen included cytotoxic agents, tyrosine kinase inhibitors, PI3K family inhibitors, mitotic kinase inhibitors, epigenetic modifiers, hedgehog signaling inhibitors, and others. Candidates were screened for preferential activity against Mx1-Cre, KrasD12 cells. However, none of the compounds tested were found to demonstrate preferential inhibitory activity against Mx1-Cre, KrasD12 cells when compared to WT cells. Furthermore, the IC50s calculated for mutant and WT cells were not significantly different across all inhibitors tested.
The majority of compounds tested were either FDA approved drugs or agents used in recent clinical trials. Hyperactive Kras signaling is a major underlying etiology for MDS/MPN, and thus we designed our study to test the efficacy of these candidates against mutant Kras cells. Our results indicate that mutant cells have similar drug sensitivities as normal cells over a broad range of mechanistic approaches. This leads us to believe that "synthetic" lethal opportunities may not be the approach of choice for treating Kras driven neoplasms. However, these findings have directed our efforts towards compounds that target upstream mediators of Kras signaling and future endeavors are currently underway to use the assay system to assess the activity of a highly curated library of kinase inhibitors on mutant and WT proliferation.
Citation Format: Wan Xing Hong, Jon Akutagawa, Steven Chen, Michelle Arkin, Benjamin S. Braun. Library screen to rapidly determine activity against normal and mutant bone marrow progenitor cells. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 5524. doi:10.1158/1538-7445.AM2013-5524
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Affiliation(s)
- Wan Xing Hong
- 1University of Central Florida College of Medicine, Orlando, FL
| | - Jon Akutagawa
- 2University of California, San Francisco, San Francisco, CA
| | - Steven Chen
- 2University of California, San Francisco, San Francisco, CA
| | - Michelle Arkin
- 2University of California, San Francisco, San Francisco, CA
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Pu M, Hayashi T, Cottam H, Mulvaney J, Arkin M, Corr M, Carson D, Messer K. Analysis of high-throughput screening assays using cluster enrichment. Stat Med 2012; 31:4175-89. [PMID: 22763983 DOI: 10.1002/sim.5455] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2011] [Accepted: 05/07/2012] [Indexed: 11/09/2022]
Abstract
In this paper, we describe the implementation and evaluation of a cluster-based enrichment strategy to call hits from a high-throughput screen using a typical cell-based assay of 160,000 chemical compounds. Our focus is on statistical properties of the prospective design choices throughout the analysis, including how to choose the number of clusters for optimal power, the choice of test statistic, the significance thresholds for clusters and the activity threshold for candidate hits, how to rank selected hits for carry-forward to the confirmation screen, and how to identify confirmed hits in a data-driven manner. Whereas previously the literature has focused on choice of test statistic or chemical descriptors, our studies suggest that cluster size is the more important design choice. We recommend clusters to be ranked by enrichment odds ratio, not by p-value. Our conceptually simple test statistic is seen to identify the same set of hits as more complex scoring methods proposed in the literature do. We prospectively confirm that such a cluster-based approach can outperform the naive top X approach and estimate that we improved confirmation rates by about 31.5% from 813 using the top X approach to 1187 using our cluster-based method.
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Affiliation(s)
- Minya Pu
- Biostatistics/Bioinformatics Shared Resources, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093-0901, USA
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27
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Lee H, Moody-Davis A, Saha U, Suzuki BM, Asarnow D, Chen S, Arkin M, Caffrey CR, Singh R. Quantification and clustering of phenotypic screening data using time-series analysis for chemotherapy of schistosomiasis. BMC Genomics 2012; 13 Suppl 1:S4. [PMID: 22369037 PMCID: PMC3471343 DOI: 10.1186/1471-2164-13-s1-s4] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background Neglected tropical diseases, especially those caused by helminths, constitute some of the most common infections of the world's poorest people. Development of techniques for automated, high-throughput drug screening against these diseases, especially in whole-organism settings, constitutes one of the great challenges of modern drug discovery. Method We present a method for enabling high-throughput phenotypic drug screening against diseases caused by helminths with a focus on schistosomiasis. The proposed method allows for a quantitative analysis of the systemic impact of a drug molecule on the pathogen as exhibited by the complex continuum of its phenotypic responses. This method consists of two key parts: first, biological image analysis is employed to automatically monitor and quantify shape-, appearance-, and motion-based phenotypes of the parasites. Next, we represent these phenotypes as time-series and show how to compare, cluster, and quantitatively reason about them using techniques of time-series analysis. Results We present results on a number of algorithmic issues pertinent to the time-series representation of phenotypes. These include results on appropriate representation of phenotypic time-series, analysis of different time-series similarity measures for comparing phenotypic responses over time, and techniques for clustering such responses by similarity. Finally, we show how these algorithmic techniques can be used for quantifying the complex continuum of phenotypic responses of parasites. An important corollary is the ability of our method to recognize and rigorously group parasites based on the variability of their phenotypic response to different drugs. Conclusions The methods and results presented in this paper enable automatic and quantitative scoring of high-throughput phenotypic screens focused on helmintic diseases. Furthermore, these methods allow us to analyze and stratify parasites based on their phenotypic response to drugs. Together, these advancements represent a significant breakthrough for the process of drug discovery against schistosomiasis in particular and can be extended to other helmintic diseases which together afflict a large part of humankind.
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Affiliation(s)
- Hyokyeong Lee
- Department of Computer Science, San Francisco State University, San Francisco, CA 94132, USA
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28
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Ben Khalaf N, De Muylder G, Ratnam J, Kean-Hooi Ang K, Arkin M, McKerrow J, Chenik M. A high-throughput turbidometric assay for screening inhibitors of Leishmania major protein disulfide isomerase. ACTA ACUST UNITED AC 2011; 16:545-51. [PMID: 21441416 DOI: 10.1177/1087057111401026] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
The use of a high-throughput technique to perform a pilot screen for Leishmania major protein disulfide isomerase (LmPDI) inhibitors identification is reported. In eukaryotic cells, protein disulfide isomerase (PDI) plays a crucial role in protein folding by catalyzing the rearrangement of disulfide bonds in substrate proteins following their synthesis. LmPDI displays similar domain structure organization and functional properties to other PDI family members and is involved in Leishmania virulence. The authors used a method based on the enzyme-catalyzed reduction of insulin in the presence of dithiothreitol. The screen of a small library of 1920 compounds was performed in a 384-well format and led to the identification of 27 compounds with inhibitory activity against LmPDI. The authors further tested the cytotoxicity of these compounds using Jurkat cells as well as their effect on Leishmania donovani amastigotes using high-content analysis. Results show hexachlorophene and a mixture of theaflavin monogallates inhibit Leishmania multiplication in infected macrophages derived from THP-1 cells, although the inhibitory effect on LmPDI enzymatic activity does not necessarily correlate with the antileishmanial activity.
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Affiliation(s)
- Noureddine Ben Khalaf
- Laboratory of Immunopathology Vaccinology and Molecular Genetics (LIVGM), Institut Pasteur de Tunis, Tunis-Belvédère, Tunisia
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McKerrow JH, Doyle PS, Engel JC, Podust LM, Robertson SA, Ferreira R, Saxton T, Arkin M, Kerr ID, Brinen LS, Craik CS. Two approaches to discovering and developing new drugs for Chagas disease. Mem Inst Oswaldo Cruz 2010; 104 Suppl 1:263-9. [PMID: 19753483 DOI: 10.1590/s0074-02762009000900034] [Citation(s) in RCA: 119] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2009] [Accepted: 06/09/2009] [Indexed: 11/21/2022] Open
Abstract
This review will focus on two general approaches carried out at the Sandler Center, University of California, San Francisco, to address the challenge of developing new drugs for the treatment of Chagas disease. The first approach is target-based drug discovery, and two specific targets, cytochrome P450 CYP51 and cruzain (aka cruzipain), are discussed. A 'proof of concept' molecule, the vinyl sulfone inhibitor K777, is now a clinical candidate. The preclinical assessment compliance for filing as an Investigational New Drug with the United States Food and Drug Administration (FDA) is presented, and an outline of potential clinical trials is given. The second approach to identifying new drug leads is parasite phenotypic screens in culture. The development of an assay allowing high throughput screening of Trypanosoma cruzi amastigotes in skeletal muscle cells is presented. This screen has the advantage of not requiring specific strains of parasites, so it could be used with field isolates, drug resistant strains or laboratory strains. It is optimized for robotic liquid handling and has been validated through a screen of a library of FDA-approved drugs identifying 65 hits.
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Affiliation(s)
- J H McKerrow
- Sandler Center at Mission Bay, University of California, San Francisco, CA 94158-2330, USA.
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Arkin M. Finding Small Molecule Ligands for Protein-Protein Interactions and Other “Undruggable” Targets. Biophys J 2010. [DOI: 10.1016/j.bpj.2009.12.2216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
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Rubio BK, Tenney K, Ang KH, Abdulla M, Arkin M, McKerrow JH, Crews P. The marine sponge Diacarnus bismarckensis as a source of peroxiterpene inhibitors of Trypanosoma brucei, the causative agent of sleeping sickness. J Nat Prod 2009; 72:218-222. [PMID: 19159277 PMCID: PMC2880650 DOI: 10.1021/np800711a] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Human African trypanosomiasis, also known as African sleeping sickness, is a neglected tropical disease with inadequate therapeutic options. We have launched a collaborative new lead discovery venture using our repository of extracts and natural product compounds as input into our growth inhibition primary screen against Trypanosoma brucei. Careful evaluation of the spectral data of the natural products and derivatives allowed for the elucidation of the absolute configuration (using the modified Mosher's method) of two new peroxiterpenes: (+)-muqubilone B (1a) and (-)-ent-muqubilone (3a). Five known compounds were also isolated: (+)-sigmosceptrellin A (4a), (+)-sigmosceptrellin A methyl ester (4b), (-)-sigmosceptrellin B (5), (+)-epi-muqubillin A (6), and (-)-epi-nuapapuin B methyl ester (7). The isolated peroxiterpenes demonstrated activities in the range IC(50) = 0.2-2 mug/mL.
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Affiliation(s)
| | | | | | | | | | | | - Phillip Crews
- To whom correspondence should be addressed. . Tel: (831) 459-2603. Fax: (831) 459-2935
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Arkin M, Moasser MM. HER-2-directed, small-molecule antagonists. Curr Opin Investig Drugs 2008; 9:1264-1276. [PMID: 19037833 PMCID: PMC3031872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Inactivation of the human epidermal growth factor receptor-2 (HER-2) tyrosine kinase holds significant promise as a cancer treatment hypothesis, making it a high-value target for drug discovery. Screening and structure-based efforts have led to the development of several classes of ATP analog inhibitors of the HER-2 tyrosine kinase. These efforts have been further enhanced by detailed structural information regarding its sibling kinase, the EGF receptor, and structural properties that can be exploited to confer activity and even selectivity toward HER-2 kinase. Signaling and structural studies also suggest a critical involvement of the kinase inactive HER-3 in the regulation of HER-2, creating unique challenges in the efforts to inactivate the latter.
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Affiliation(s)
- Michelle Arkin
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA 94143
| | - Mark M. Moasser
- Department of Medicine and Comprehensive Cancer Center, University of California, San Francisco San Francisco, CA 94143
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Abstract
There has been much progress in the discovery of small, organic molecules that inhibit protein-protein interactions, particularly in the field of cancer. Tubulin polymerization represents a classic target whose function can be allosterically modulated by small molecules. Several protein-protein complexes that regulate apoptosis, or programmed cell death, appear to be particularly amenable to inhibition by small molecules, and recently described compounds have helped to characterize Bcl-2, MDM2 and XIAP as drug targets. Additionally, small-molecule antagonists have recently been described for several new targets, including Rac1-Tiam1, beta-catenin-T cell factor (Tcf), and Sur-2-ESX. Not only is the list of protein-protein inhibitors growing, but the inhibitors themselves are moving closer to treating disease.
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Affiliation(s)
- Michelle Arkin
- Sunesis Pharmaceuticals, 341 Oyster Point Blvd, South San Francisco, California 94080, USA.
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Wells J, Arkin M, Braisted A, DeLano W, McDowell B, Oslob J, Raimundo B, Randal M. Drug discovery at signaling interfaces. Ernst Schering Res Found Workshop 2003:19-27. [PMID: 12664533 DOI: 10.1007/978-3-662-05314-0_3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Affiliation(s)
- J Wells
- Sunesis Pharmaceutical Inc., 341 Oyster Point Boulevard, South San Francisco, CA 94080, USA.
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Arkin M, Lear JD. A new data analysis method to determine binding constants of small molecules to proteins using equilibrium analytical ultracentrifugation with absorption optics. Anal Biochem 2001; 299:98-107. [PMID: 11726190 DOI: 10.1006/abio.2001.5396] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
In principle, equilibrium analytical ultracentrifugation (AU) can be used to quantify the binding stoichiometry and affinity between small-molecule ligands and proteins in aqueous solution. We show here that heteromeric binding constants can be determined using a data-fitting procedure which utilizes a postfitting computation of the total amount of each component in the centrifuge cell. The method avoids overconstraining the fitting of the radial concentration profiles, but still permits unique binding constants to be determined using measurements at a single wavelength. The computational program is demonstrated by applying it to data obtained with mixtures of a 500-Da molecule and interleukin-2, a 16-kDa protein. The 1:1 binding stoichiometry and heteromeric dissociation constants (K(ab)) determined from centrifuge data at two different wavelengths are within the 4-9 microM range independently determined from a functional assay. Values for K(ab) have been obtained for ligands with affinities as weak as 500 microM. This AU method is applicable to compounds with significant UV absorbance (approximately 0.2) at concentrations within approximately 5- to 10-fold of their K(ab). The method, which has been incorporated into a user procedure for IgorPro (Wavemetrics, Oswego, OR), is included as supplementary material.
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Affiliation(s)
- M Arkin
- Sunesis Pharmaceuticals Inc., 341 Oyster Point Boulevard, South San Francisco, California 94080, USA
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