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Martin HL, Turner AL, Higgins J, Tang AA, Tiede C, Taylor T, Siripanthong S, Adams TL, Manfield IW, Bell SM, Morrison EE, Bond J, Trinh CH, Hurst CD, Knowles MA, Bayliss RW, Tomlinson DC. Affimer-mediated locking of p21-activated kinase 5 in an intermediate activation state results in kinase inhibition. Cell Rep 2023; 42:113184. [PMID: 37776520 DOI: 10.1016/j.celrep.2023.113184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 07/17/2023] [Accepted: 09/13/2023] [Indexed: 10/02/2023] Open
Abstract
Kinases are important therapeutic targets, and their inhibitors are classified according to their mechanism of action, which range from blocking ATP binding to covalent inhibition. Here, a mechanism of inhibition is highlighted by capturing p21-activated kinase 5 (PAK5) in an intermediate state of activation using an Affimer reagent that binds in the P+1 pocket. PAK5 was identified from a non-hypothesis-driven high-content imaging RNAi screen in urothelial cancer cells. Silencing of PAK5 resulted in reduced cell number, G1/S arrest, and enlargement of cells, suggesting it to be important in urothelial cancer cell line survival and proliferation. Affimer reagents were isolated to identify mechanisms of inhibition. The Affimer PAK5-Af17 recapitulated the phenotype seen with siRNA. Co-crystallization revealed that PAK5-Af17 bound in the P+1 pocket of PAK5, locking the kinase into a partial activation state. This mechanism of inhibition indicates that another class of kinase inhibitors is possible.
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Affiliation(s)
- Heather L Martin
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK; Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK; School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Amy L Turner
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Julie Higgins
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK
| | - Anna A Tang
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Christian Tiede
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Thomas Taylor
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Sitthinon Siripanthong
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Thomas L Adams
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Iain W Manfield
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Sandra M Bell
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK; Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK
| | - Ewan E Morrison
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK; Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK
| | - Jacquelyn Bond
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK; Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK
| | - Chi H Trinh
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Carolyn D Hurst
- Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK
| | - Margaret A Knowles
- Division of Molecular Medicine, Leeds Institute of Medical Research at St James's University Hospital, University of Leeds, Leeds LS9 7TF, UK
| | - Richard W Bayliss
- School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Darren C Tomlinson
- BioScreening Technology Group, Leeds Institutes of Molecular Medicine, University of Leeds, Leeds LS9 7TF, UK; School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK; Astbury Centre for Structural and Molecular Biology, University of Leeds, Leeds LS2 9JT, UK.
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Yulak F, Filiz AK, Joha Z, Ergul M. Mechanism of anticancer effect of ETP-45658, a PI3K/AKT/mTOR pathway inhibitor on HT-29 Cells. Med Oncol 2023; 40:341. [PMID: 37891359 DOI: 10.1007/s12032-023-02221-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 10/12/2023] [Indexed: 10/29/2023]
Abstract
The PI3K pathway plays a crucial role in tumor cell proliferation across various cancers, including colon cancer, making it a promising treatment target. This study aims to investigate the antiproliferative activity of ETP-45658, a PI3K/AKT/mTOR pathway inhibitor, on colon cancer and elucidate the underlying mechanisms. HT-29 colon cancer cells were treated with varying doses of ETP 45658 and its cytotoxic effect assessed using the XTT cell viability assay.ELISA was also used to measure TAS, TOS, Bax, BCL-2, cleaved caspase 3, cleaved PARP, and 8-oxo-dG levels. Flow cytometry was performed to investigate apoptosis, cell cycle, caspase 3/7 activity, and mitochondrial membrane potential. Additionally, following the administration of DAPI (4,6-diamidino-2-phenylindole) dye, the cells were visualized using an immunofluorescence microscope. It was observed that ETP-45658 exerted a dose-dependent and statistically significant antiproliferative effect on HT-29 colon cancer cells. Further investigations using the IC50 dose showed that ETP-45658 decreased TAS levels and increased TOS levels and revealed that it upregulated apoptotic proteins while downregulating anti-apoptotic proteins. Our findings also showed that it increased Annexin V binding, arrested the cell cycle at G0/G1 phase, induced caspase 3/7 activity, impaired mitochondrial membrane potential, and ultimately triggered apoptosis in HT-29 cells. ETP-45658 shows promise against colon cancer by inducing cell death, and oxidative stress, and arresting the cell cycle. Targeting the PI3K/AKT/mTOR pathway with ETP-45658 offers exciting potential for colon cancer treatment.
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Affiliation(s)
- Fatih Yulak
- Departments of Physiology, School of Medicine, Cumhuriyet University, Sivas, Turkey
| | - Ahmet Kemal Filiz
- Departments of Physiology, School of Medicine, Cumhuriyet University, Sivas, Turkey
| | - Zıad Joha
- Department of Pharmacology, Faculty of Pharmacy, Sivas Cumhuriyet University, Sivas, Turkey
| | - Mustafa Ergul
- Department of Biochemistry, Faculty of Pharmacy, Sivas Cumhuriyet University, Sivas, Turkey.
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Mensa-Wilmot K. How Physiologic Targets Can Be Distinguished from Drug-Binding Proteins. Mol Pharmacol 2021; 100:1-6. [PMID: 33941662 DOI: 10.1124/molpharm.120.000186] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 04/09/2021] [Indexed: 01/04/2023] Open
Abstract
In clinical trials, some drugs owe their effectiveness to off-target activity. This and other observations raise a possibility that many studies identifying targets of drugs are incomplete. If off-target proteins are pharmacologically important, it will be worthwhile to identify them early in the development process to gain a better understanding of the molecular basis of drug action. Herein, we outline a multidisciplinary strategy for systematic identification of physiologic targets of drugs in cells. A drug-binding protein whose genetic disruption yields very similar molecular effects as treatment of cells with the drug may be defined as a physiologic target of the drug. For a drug developed with a rational approach, it is desirable to verify experimentally that a protein used for hit optimization in vitro remains the sole polypeptide recognized by the drug in a cell. SIGNIFICANCE STATEMENT: A body of evidence indicates that inactivation of many drug-binding proteins may not cause the pharmacological effects triggered by the drugs. A multidisciplinary cell-based approach can be of great value in identifying the physiologic targets of drugs, including those developed with target-based strategies.
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Affiliation(s)
- Kojo Mensa-Wilmot
- Department of Molecular and Cellular Biology, Kennesaw State University, Kennesaw, Georgia, and Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, Georgia
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Pimenta RCA, Viana NI, Amaral GQ, Park R, Morais DR, Pontes J, Guimaraes VR, Camargo JA, Leite KRM, Nahas WC, Srougi M, Reis ST. MicroRNA-23b and microRNA-27b plus flutamide treatment enhances apoptosis rate and decreases CCNG1 expression in a castration-resistant prostate cancer cell line. Tumour Biol 2018; 40:1010428318803011. [DOI: 10.1177/1010428318803011] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
The acquisition of a castration-resistant prostate cancer phenotype by prostate cancer cells is the alteration that has the worst prognosis for patients. The aim of this study was to evaluate the role of the microRNAs-23b/-27b as well as the possible CCNG1 target gene in tissue samples from patients with localized prostate cancer that progressed to castration-resistant prostate cancer and in a castration-resistant prostate cancer cell line (PC-3). The microRNAs and target gene expression levels of the surgical specimens were analyzed by quantitative real-time polymerase chain reaction. The prostate cancer cell line, PC-3, was transfected with pre-miR-23b, pre-miR-27b, and their respective controls using Lipofectamine RNAiMAX and exposed or not to flutamide. After transfections, expression levels of both the microRNAs and the gene, CCNG1, were analyzed by quantitative real-time polymerase chain reaction. The apoptosis and cell cycle assays were performed on the mini MUSE cytometer. MicroRNAs-23b/-27b were underexpressed in surgical specimens of prostate cancer; however, their target gene, CCNG1, was overexpressed in 69% of the cases. After transfection with the microRNAs-23b/-27b and flutamide, we observed a reduction in gene expression compared with cells that were treated only with microRNAs or only with flutamide. In the apoptosis assay, we demonstrated cell sensitization following transfection with microRNAs-23b/-27b and potentiation when co-administered with flutamide. The number of cells in apoptosis was almost three times higher with the simultaneous treatments (miR + flutamide) compared with the control (p < 0.05). In the cell cycle assay, only flutamide treatment showed better results; a higher number of cells were found in the G0-G1 phase, and a lower percentage of cells completed the final phase of the cycle (p < 0.05). We conclude that microRNAs-23b/-27b are downexpressed in prostate cancer, and their target gene, CCNG1, is overexpressed. We postulated that microRNAs-23b/-27b sensitize the PC-3 cell line and that after the addition of flutamide in the apoptosis assay, we would observe synergism in the treatments between miR and flutamide. In the cell cycle assay, the use of flutamide was sufficient to decrease the number of cells in mitosis. Therefore, we postulate that microRNAs, along with other drugs, may become very useful therapeutic tools in the treatment of castration-resistant prostate cancer.
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Affiliation(s)
- Ruan CA Pimenta
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Nayara I Viana
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Gabriela Q Amaral
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Rubens Park
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Denis R Morais
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - José Pontes
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
- Uro-Oncology Group, Urology Department, University of Sao Paulo Medical School and Institute of Cancer Estate of Sao Paulo (ICESP), Sao Paulo, Brazil
| | - Vanessa R Guimaraes
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Juliana A Camargo
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Kátia RM Leite
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - William C Nahas
- Uro-Oncology Group, Urology Department, University of Sao Paulo Medical School and Institute of Cancer Estate of Sao Paulo (ICESP), Sao Paulo, Brazil
| | - Miguel Srougi
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Sabrina T Reis
- Laboratory of Medical Investigation (LIM55), Urology Department, University of Sao Paulo Medical School, Sao Paulo, Brazil
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Tülüce Y, Ahmed BA, Koyuncu İ, Durgun M. The cytotoxic, apoptotic and oxidative effects of carbonic anhydrase IX inhibitor on colorectal cancer cells. J Bioenerg Biomembr 2018. [PMID: 29520697 DOI: 10.1007/s10863-018-9749-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Colorectal cancer (CRC) is the third most common tumor, malignant and has developed one of the main reasons of cancer mortality. According to studies conducted recently; carbonic anhydrase 9 (CAIX) is an especially attractive target for cancer therapy, in part since it is limited way expressed in normal tissues on the other hand in a wide variety of solid neoplasia are overexpressed. The aim of this study was to appreciate the effects of CAIX inhibitor, namely novel synthesized sulfonamide derivative (H-4i) with high affinity for CAIX, in CAIX-positive human colorectal cancer cell (HT-29) and CAIX-negative human normal embryonic kidney cell line (HEK-293). For this reason, we planned to investigate apoptotic, cytotoxic and oxidative stress activity of H-4i on HT-29 and HEK-293 cell lines. Cell viability determined by WST-1 assay afterwards IC50 values, apoptosis and cell cycle induction measured by flow cytometric analysis, intracellular free radical induction performed by reactive oxygen species (ROS) analyses. The IC50 value of the sulfonamide derivative compound was found to be very low, especially in HT-29 cells, when compared to human normal cells. This research found that H-4i significantly increased cytotoxicity and ROS production, caused significant signs of apoptosis level. High level of ROS and apoptosis lead to arrest the cell cycle and reduce cell survival. The most obvious finding to emerge from the analysis that novel synthesized sulfonamide derivative H-4i is effective on HT-29 more than HEK-293. Therefore, novel derivative H-4i might be used as an anti-cancer potential compound on CRC.
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Affiliation(s)
- Yasin Tülüce
- Faculty of Medicine, Department of Medical Biology, Van Yuzuncu Yil University, Van, Turkey.
| | - Bewar Ali Ahmed
- Faculty of Medicine, Department of Medical Biology, Van Yuzuncu Yil University, Van, Turkey
| | - İsmail Koyuncu
- Faculty of Medicine, Department of Biochemistry, Harran University, Şanlıurfa, Turkey
| | - Mustafa Durgun
- Faculty of Science and Art, Department of Chemistry, Harran University, Şanlıurfa, Turkey
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LY3009120, a panRAF inhibitor, has significant anti-tumor activity in BRAF and KRAS mutant preclinical models of colorectal cancer. Oncotarget 2018; 8:9251-9266. [PMID: 27999210 PMCID: PMC5354729 DOI: 10.18632/oncotarget.14002] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Accepted: 12/13/2016] [Indexed: 12/13/2022] Open
Abstract
Activating mutations in the KRAS and BRAF genes, leading to hyperactivation of the RAS/RAF/MAPK oncogenic signaling cascade, are common in patients with colorectal cancer (CRC). While selective BRAF inhibitors are efficacious in BRAFmut melanoma, they have limited efficacy in BRAFmut CRC patients. In a RASmut background, selective BRAF inhibitors are contraindicated due to paradoxical activation of the MAPK pathway through potentiation of CRAF kinase activity. A way to overcome such paradoxical activation is through concurrent inhibition of the kinase activity of both RAF isoforms. Here, we further examined the effects of LY3009120, a panRAF and RAF dimer inhibitor, in human models of CRC with various mutational backgrounds. We demonstrate that LY3009120 induced anti-proliferative effects in BRAFmut and KRASmut CRC cell lines through G1-cell cycle arrest. The anti-proliferative effects of LY3009120 in KRASmut CRC cell lines phenocopied molecular inhibition of RAF isoforms by simultaneous siRNA-mediated knockdown of ARAF, BRAF and CRAF. Additionally, LY3009120 displayed significant activity in in vivo BRAFmut and KRASmut CRC xenograft models. Examination of potential resistance to LY3009120 demonstrated RAF-independent ERK and AKT activation in the KRASmut CRC cell line HCT 116. These findings describe the preclinical activity of a panRAF inhibitor in a BRAFmut and KRASmut CRC setting.
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Nickischer D, Elkin L, Cloutier N, O'Connell J, Banks M, Weston A. Challenges and Opportunities in Enabling High-Throughput, Miniaturized High Content Screening. Methods Mol Biol 2018; 1683:165-191. [PMID: 29082493 DOI: 10.1007/978-1-4939-7357-6_11] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Within the Drug Discovery industry, there is a growing recognition of the value of high content screening (HCS), particularly as researchers aim to screen compounds and identify hits using more physiologically relevant in vitro cell-based assays. Image-based high content screening, with its combined ability to yield multiparametric data, provide subcellular resolution, and enable cell population analysis, is well suited to this challenge. While HCS has been in routine use for over a decade, a number of hurdles have historically prohibited very large, miniaturized high-throughput screening efforts with this platform. Suitable hardware and consumables for conducting 1536-well HCS have only recently become available, and developing a reliable informatics framework to accommodate the scale of high-throughput HCS data remains a considerable challenge. Additionally, innovative approaches are needed to interpret the large volumes of content-rich information generated. Despite these hurdles, there has been a growing interest in screening large compound inventories using this platform. Here, we outline the infrastructure developed and applied at Bristol-Myers Squibb for 1536-well high content screening and discuss key lessons learned.
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Affiliation(s)
- Debra Nickischer
- Primary Pharmacology Group, Pfizer Inc.,Groton, CT, USA, Pfizer Inc., New Haven, CT, USA.
| | - Lisa Elkin
- Global Data Strategies and Solutions, Bristol-Myers Squibb, Wallingford, CT, USA
| | - Normand Cloutier
- High Content Biology for Discovery IT, Bristol-Myers Squibb, Princeton, NJ, USA
| | | | - Martyn Banks
- Discovery and Optimization, Bristol-Myers Squibb, Wallingford, CT, USA
| | - Andrea Weston
- Primary Pharmacology Group, Pfizer Inc., Groton, CT, USA
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Wang C, Yang X, Mellick GD, Feng Y. Meeting the Challenge: Using Cytological Profiling to Discover Chemical Probes from Traditional Chinese Medicines against Parkinson's Disease. ACS Chem Neurosci 2016; 7:1628-1634. [PMID: 27736095 DOI: 10.1021/acschemneuro.6b00245] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Parkinson's disease (PD) is an incurable neurodegenerative disorder with a high prevalence rate worldwide. The fact that there are currently no proven disease-modifying treatments for PD underscores the urgency for a more comprehensive understanding of the underlying disease mechanism. Chemical probes have been proven to be powerful tools for studying biological processes. Traditional Chinese medicine (TCM) contains a huge reservoir of bioactive small molecules as potential chemical probes that may hold the key to unlocking the mystery of PD biology. The TCM-sourced chemical approach to PD biology can be advanced through the use of an emerging cytological profiling (CP) technique that allows unbiased characterization of small molecules and their cellular responses. This comprehensive technique, applied to chemical probe identification from TCM and used for studying the molecular mechanisms underlying PD, may inform future therapeutic target selection and provide a new perspective to PD drug discovery.
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Affiliation(s)
- Chao Wang
- Eskitis Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
| | - Xinzhou Yang
- College of Pharmacy, South-Central University for Nationalities, Wuhan 430074, China
| | - George D. Mellick
- Eskitis Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
| | - Yunjiang Feng
- Eskitis Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
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The marine-derived pachycladin diterpenoids as novel inhibitors of wild-type and mutant EGFR. Biochem Pharmacol 2016; 126:51-68. [PMID: 27940262 DOI: 10.1016/j.bcp.2016.12.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2016] [Accepted: 12/05/2016] [Indexed: 11/20/2022]
Abstract
Epidermal growth factor receptor (EGFR) is a key player in proliferation and metastasis of various cancers. Discovery of novel EGFR inhibitors is still an urgent clinical oncology unmet need. Pachycladins are eunicellin-based diterpenoids isolated from the soft coral Cladiella pachycladous species. This study evaluated the anticancer activity of pachycladins A-E against diverse breast and cervical cancer cells. Pachycladin A (1) potently inhibited the proliferation of multiple cancer cell lines, without being cytotoxic to non-cancerous cells. The antiproliferative activity of 1 is mediated through cytostatic mechanisms rather than inducing apoptosis, as evidenced by lack of TUNEL response. Additionally, 1 arrested cell cycle in either G1 or G2/M phase, according to the cancer type, which induced caspase-dependent and independent apoptosis only after prolonged treatment. Meanwhile, 1 potently decreased microvessel formation and endothelial cell migration, suggesting its potential antiangiogenic activity. Different kinase profiling platforms revealed the exquisite potency and selectivity of 1 towards EGFR, even compared to other members of the EGFR family. In cancer cells, the antiproliferative activity of 1 was associated with suppression of EGFR activation and its downstream effectors. Interestingly, 1 significantly inhibited the drug-resistant T790M EGFR mutant, which is believed to be an attractive feature of EGFR inhibitors. Docking studies characterized the structural determinants required for efficient wild and mutant EGFR inhibition. Overlay studies of 1 with known EGFR inhibitors provided future guidance to chemically improve its binding affinity. Together, the anticancer activity of 1 is mediated by direct effects on tumor growth and angiogenesis, selectively via deactivating EGFR signaling, providing an excellent scaffold to control EGF-dependent cancers.
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Caicedo JC, Singh S, Carpenter AE. Applications in image-based profiling of perturbations. Curr Opin Biotechnol 2016; 39:134-142. [PMID: 27089218 DOI: 10.1016/j.copbio.2016.04.003] [Citation(s) in RCA: 100] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2015] [Revised: 03/29/2016] [Accepted: 04/01/2016] [Indexed: 12/19/2022]
Abstract
A dramatic shift has occurred in how biologists use microscopy images. Whether experiments are small-scale or high-throughput, automatically quantifying biological properties in images is now widespread. We see yet another revolution under way: a transition towards using automated image analysis to not only identify phenotypes a biologist specifically seeks to measure ('screening') but also as an unbiased and sensitive tool to capture a wide variety of subtle features of cell (or organism) state ('profiling'). Mapping similarities among samples using image-based (morphological) profiling has tremendous potential to transform drug discovery, functional genomics, and basic biological research. Applications include target identification, lead hopping, library enrichment, functionally annotating genes/alleles, and identifying small molecule modulators of gene activity and disease-specific phenotypes.
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Affiliation(s)
- Juan C Caicedo
- Imaging Platform of the Broad Institute of Harvard and Massachusetts Institute of Technology, 415 Main Street, Cambridge, MA, USA; Fundación Universitaria Konrad Lorenz, Bogotá, Colombia
| | - Shantanu Singh
- Imaging Platform of the Broad Institute of Harvard and Massachusetts Institute of Technology, 415 Main Street, Cambridge, MA, USA
| | - Anne E Carpenter
- Imaging Platform of the Broad Institute of Harvard and Massachusetts Institute of Technology, 415 Main Street, Cambridge, MA, USA.
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11
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Phenotypic screening in cancer drug discovery - past, present and future. Nat Rev Drug Discov 2014; 13:588-602. [PMID: 25033736 DOI: 10.1038/nrd4366] [Citation(s) in RCA: 318] [Impact Index Per Article: 31.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
There has been a resurgence of interest in the use of phenotypic screens in drug discovery as an alternative to target-focused approaches. Given that oncology is currently the most active therapeutic area, and also one in which target-focused approaches have been particularly prominent in the past two decades, we investigated the contribution of phenotypic assays to oncology drug discovery by analysing the origins of all new small-molecule cancer drugs approved by the US Food and Drug Administration (FDA) over the past 15 years and those currently in clinical development. Although the majority of these drugs originated from target-based discovery, we identified a significant number whose discovery depended on phenotypic screening approaches. We postulate that the contribution of phenotypic screening to cancer drug discovery has been hampered by a reliance on 'classical' nonspecific drug effects such as cytotoxicity and mitotic arrest, exacerbated by a paucity of mechanistically defined cellular models for therapeutically translatable cancer phenotypes. However, technical and biological advances that enable such mechanistically informed phenotypic models have the potential to empower phenotypic drug discovery in oncology.
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12
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Molecular docking studies of the interaction between propargylic enol ethers and human DNA topoisomerase IIα. Bioorg Med Chem Lett 2013; 23:5382-4. [DOI: 10.1016/j.bmcl.2013.07.055] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Revised: 07/17/2013] [Accepted: 07/23/2013] [Indexed: 11/19/2022]
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13
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Torres-Guzmán R, Chu S, Velasco JA, Lallena MJ. Multiparametric Cell-Based Assay for the Evaluation of Transcription Inhibition by High-Content Imaging. ACTA ACUST UNITED AC 2013; 18:556-66. [DOI: 10.1177/1087057112472539] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Loss of normal cell cycle regulation is a hallmark of human cancer. Cyclin-dependent kinases (CDKs) are key regulators of the cell cycle and have been actively pursued as promising therapeutic targets. Likewise, members of the CDK family are functionally related to transcriptional modulation, a molecular pathway suitable for therapeutic intervention. We used a set of 2500 compounds in the U2OS cell line to evaluate its effect in the cell division process. Interestingly, out of this analysis, we identified a subpopulation of compounds that are able to inhibit RNA polymerase activity, thus interfering with gene transcription processes. After this finding, we developed, validated, and fully automated a multiparameter high-content imaging (HCI) assay to measure phosphorylation of the RNA polymerase II carboxyl terminal domain (pCTD). Simultaneously, we measured both the DNA content and cell proliferation index in the treated cells. The linear regression analysis comparing the IC50 for pCTD and the 4N EC50 for DNA content or IC50 for cell proliferation showed an excellent agreement ( r2 = 0.84 and r2 = 0.94, respectively). Our results confirm that this method allows discriminating between cell cycle and transcription inhibition and confirms HCI as a powerful technology for the identification of compounds with an effective and selective pathway phenotype.
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Affiliation(s)
- Raquel Torres-Guzmán
- Translational Sciences & Technologies, Lilly Research Laboratories, Eli Lilly & Company, Lilly Research Laboratories, Alcobendas, Madrid, Spain
| | - Shaoyou Chu
- Translational Sciences & Technologies, Lilly Research Laboratories, Eli Lilly & Company, Lilly Research Laboratories, Indianapolis, IN, USA
| | - Juan A. Velasco
- Translational Sciences & Technologies, Lilly Research Laboratories, Eli Lilly & Company, Lilly Research Laboratories, Alcobendas, Madrid, Spain
| | - María José Lallena
- Translational Sciences & Technologies, Lilly Research Laboratories, Eli Lilly & Company, Lilly Research Laboratories, Alcobendas, Madrid, Spain
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Woehrmann MH, Bray WM, Durbin JK, Nisam SC, Michael AK, Glassey E, Stuart JM, Lokey RS. Large-scale cytological profiling for functional analysis of bioactive compounds. MOLECULAR BIOSYSTEMS 2013; 9:2604-17. [DOI: 10.1039/c3mb70245f] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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A modular approach to trim cellular targets in anticancer drug discovery. Bioorg Med Chem Lett 2011; 21:6641-5. [DOI: 10.1016/j.bmcl.2011.09.069] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2011] [Revised: 09/18/2011] [Accepted: 09/19/2011] [Indexed: 11/20/2022]
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Low J, Blosser W, Dowless M, Ricci-Vitiani L, Pallini R, de Maria R, Stancato L. Knockdown of ubiquitin ligases in glioblastoma cancer stem cells leads to cell death and differentiation. ACTA ACUST UNITED AC 2011; 17:152-62. [PMID: 21956171 DOI: 10.1177/1087057111422565] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
The cancer stem cell (CSC) hypothesis proposes that a subpopulation of CSCs is frequently responsible for chemotherapy resistance and metastasis and is now a point of attack for research into the next generation of therapeutics. Although many of these agents are directed at inducing CSC apoptosis (as well as the bulk tumor), some agents may also decrease cell "stemness" possibly through induction of differentiation. Ubiquitin ligases, critical to virtually all cellular signaling systems, alter the degradation or trafficking of most proteins in the cell, and indeed broad perturbation of this system, through inhibition of the proteosome, is a successful cancer treatment. The authors examined several glioblastoma stem cell isolates pre- and postdifferentiation to elucidate the phenotypic effects following shRNA knockdown of ubiquitin ligases. The results were analyzed using high-content imaging (HCI) and identified ubiquitin ligases capable of inducing both CSC differentiation and apoptosis. Quite often these effects were specific to CSCs, as ubiquitin ligase knockdown in terminally differentiated progeny yielded markedly different results. The resolution of HCI at the subpopulation level makes it an excellent tool for the analysis of CSC phenotypic changes induced by shRNA knockdown and may suggest additional methods to target these cells for death or differentiation.
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Affiliation(s)
- Jonathan Low
- Department of Cancer Biology and Patient Tailoring, Eli Lilly and Company, Indianapolis, IN 46265, USA
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Meier T, Uhlik M, Chintharlapalli S, Dowless M, Van Horn R, Stewart J, Blosser W, Cook J, Young D, Ye X, Evans G, Credille K, Ballard D, Huber L, Capen A, Chedid M, Ilaria R, Smith MC, Stancato L. Tasisulam sodium, an antitumor agent that inhibits mitotic progression and induces vascular normalization. Mol Cancer Ther 2011; 10:2168-78. [PMID: 21903607 DOI: 10.1158/1535-7163.mct-11-0323] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
LY573636-sodium (tasisulam) is a small molecule antitumor agent with a novel mechanism of action currently being investigated in a variety of human cancers. In vitro, tasisulam induced apoptosis via the intrinsic pathway, resulting in cytochrome c release and caspase-dependent cell death. Using high content cellular imaging and subpopulation analysis of a wide range of in vitro and in vivo cancer models, tasisulam increased the proportion of cells with 4N DNA content and phospho-histone H3 expression, leading to G(2)-M accumulation and subsequent apoptosis. Tasisulam also blocked VEGF, epidermal growth factor, and fibroblast growth factor-induced endothelial cell cord formation but did not block acute growth factor receptor signaling (unlike sunitinib, which blocks VEGF-driven angiogenesis at the receptor kinase level) or induce apoptosis in primary endothelial cells. Importantly, in vivo phenocopying of in vitro effects were observed in multiple human tumor xenografts. Tasisulam was as effective as sunitinib at inhibiting neovascularization in a Matrigel plug angiogenesis assay in vivo and also caused reversible, non G(2)-M-dependent growth arrest in primary endothelial cells. Tasisulam also induced vascular normalization in vivo. Interestingly, the combination of tasisulam and sunitinib significantly delayed growth of the Caki-1 renal cell carcinoma model, whereas neither agent was active alone. These data show that tasisulam has a unique, dual-faceted mechanism of action involving mitotic catastrophe and antiangiogenesis, a phenotype distinct from conventional chemotherapies and published anticancer agents.
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Affiliation(s)
- Timothy Meier
- Eli Lilly and Company, Oncology, Lilly Corporate Center, Indianapolis, Indiana, USA
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