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Joo L, Jeong HY, Bae DH, Jee JH, Choi WH, Kim HY, Kim S, Yang DH, Gee HY, Jeon S, Roh YG, Yoo J. Prostaglandin F2α analogue, bimatoprost ameliorates colistin-induced nephrotoxicity. Biomed Pharmacother 2023; 168:115446. [PMID: 37918255 DOI: 10.1016/j.biopha.2023.115446] [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: 05/01/2023] [Revised: 08/21/2023] [Accepted: 09/04/2023] [Indexed: 11/04/2023] Open
Abstract
Colistin (polymyxin E) is an antibiotic that is effective against multidrug-resistant gram-negative bacteria. However, the high incidence of nephrotoxicity caused by colistin limits its clinical use. To identify compounds that might ameliorate colistin-induced nephrotoxicity, we obtained 1707 compounds from the Korea Chemical Bank and used a high-content screening (HCS) imaging-based assay. In this way, we found that bimatoprost (one of prostaglandin F2α analogue) ameliorated colistin-induced nephrotoxicity. To further assess the effects of bimatoprost on colistin-induced nephrotoxicity, we used in vitro and in vivo models. In cultured human proximal tubular cells (HK-2), colistin induced dose-dependent cytotoxicity. The number of terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL)-positive cells, indicative of apoptosis, was higher in colistin-treated cells, but this effect of colistin was ameliorated by cotreatment with bimatoprost. The generation of reactive oxygen species, assessed using 2,7-dichlorodihydrofluorescein diacetate, was less marked in cells treated with both colistin and bimatoprost than in those treated with colistin alone. Female C57BL/6 mice (n = 10 per group) that were intraperitoneally injected with colistin (10 mg/kg/12 hr) for 14 days showed high blood urea nitrogen and serum creatinine concentrations that were reduced by the coadministration of bimatoprost (0.5 mg/kg/12 hr). In addition, kidney injury molecule-1 (KIM1) and Neutrophil gelatinase-associated lipocalin (NGAL) expression also reduced by bimatoprost administration. Further investigation in tubuloid and kidney organoids also showed that bimatoprost attenuated the nephrotoxicity by colistin, showing dose-dependent reducing effect of KIM1 expression. In this study, we have identified bimatoprost, prostaglandin F2α analogue as a drug that ameliorates colistin-induced nephrotoxicity.
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Affiliation(s)
- Lina Joo
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea
| | - Hye Yun Jeong
- Division of Nephrology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, the Republic of Korea
| | - Dong Hyuck Bae
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea
| | - Joo Hyun Jee
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea
| | - Woo Hee Choi
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea; R&D Institute, ORGANOIDSCIENCES LTD., Seongnam, the Republic of Korea
| | - Hye-Youn Kim
- Department of Pharmacology, Yonsei University College of Medicine, Seoul 03722, the Republic of Korea
| | - Sejoong Kim
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam-si, Gyeonnggi-do 13620, the Republic of Korea; Department of Internal Medicine, Seoul National University College of Medicine Seoul, 03080, the Republic of Korea
| | - Dong-Ho Yang
- Division of Nephrology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, the Republic of Korea
| | - Heon Yung Gee
- Department of Pharmacology, Yonsei University College of Medicine, Seoul 03722, the Republic of Korea
| | - SeongGyeong Jeon
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea
| | - Yun-Gil Roh
- Program in Health Policy, Chung-Buk National University, Republic of Korea
| | - Jongman Yoo
- Department of Microbiology, CHA University School of Medicine, Seongnam, the Republic of Korea; CHA Organoid Research Center, CHA University, Seongnam, the Republic of Korea; R&D Institute, ORGANOIDSCIENCES LTD., Seongnam, the Republic of Korea.
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Dahlin JL, Hua BK, Zucconi BE, Nelson SD, Singh S, Carpenter AE, Shrimp JH, Lima-Fernandes E, Wawer MJ, Chung LPW, Agrawal A, O'Reilly M, Barsyte-Lovejoy D, Szewczyk M, Li F, Lak P, Cuellar M, Cole PA, Meier JL, Thomas T, Baell JB, Brown PJ, Walters MA, Clemons PA, Schreiber SL, Wagner BK. Reference compounds for characterizing cellular injury in high-content cellular morphology assays. Nat Commun 2023; 14:1364. [PMID: 36914634 PMCID: PMC10011410 DOI: 10.1038/s41467-023-36829-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 02/20/2023] [Indexed: 03/16/2023] Open
Abstract
Robust, generalizable approaches to identify compounds efficiently with undesirable mechanisms of action in complex cellular assays remain elusive. Such a process would be useful for hit triage during high-throughput screening and, ultimately, predictive toxicology during drug development. Here we generate cell painting and cellular health profiles for 218 prototypical cytotoxic and nuisance compounds in U-2 OS cells in a concentration-response format. A diversity of compounds that cause cellular damage produces bioactive cell painting morphologies, including cytoskeletal poisons, genotoxins, nonspecific electrophiles, and redox-active compounds. Further, we show that lower quality lysine acetyltransferase inhibitors and nonspecific electrophiles can be distinguished from more selective counterparts. We propose that the purposeful inclusion of cytotoxic and nuisance reference compounds such as those profiled in this resource will help with assay optimization and compound prioritization in complex cellular assays like cell painting.
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Grants
- R35 GM127045 NIGMS NIH HHS
- U01 CA272612 NCI NIH HHS
- T32 HL007627 NHLBI NIH HHS
- R37 GM062437 NIGMS NIH HHS
- S10 OD026839 NIH HHS
- R35 GM122481 NIGMS NIH HHS
- U01 DK123717 NIDDK NIH HHS
- Wellcome Trust
- R35 GM122547 NIGMS NIH HHS
- U01 CA217848 NCI NIH HHS
- K99 GM124357 NIGMS NIH HHS
- R35 GM149229 NIGMS NIH HHS
- This study was supported by the Ono Pharma Breakthrough Science Initiative Award (to BKW). Authors acknowledge the following financial support: JLD (NIH NHLBI, T32-HL007627); BKH (National Science Foundation, DGE1144152 and DGE1745303); BEZ (NIH NIGMS, K99-GM124357); SDN (Harvard University’s Graduate Prize Fellowship, Eli Lilly Graduate Fellowship in Chemistry); PA Cole (NIH NIGMS, R37-GM62437); SLS (NIGMS, R35-GM127045); BKW (Ono Pharma Foundation; NIH NIDDK, U01-DK123717); SS (NIH NIGMS, R35-GM122547). The authors gratefully acknowledge the use of the Opera Phenix High-Content/High-Throughput imaging system at the Broad Institute, funded by the NIH S10 grant OD026839. This research was supported in part by the Intramural/Extramural research program of the NCATS, NIH.
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Affiliation(s)
- Jayme L Dahlin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA.
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA.
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Beth E Zucconi
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | - Jonathan H Shrimp
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | | | - Mathias J Wawer
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Lawrence P W Chung
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Ayushi Agrawal
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | | | | | - Magdalena Szewczyk
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Fengling Li
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Parnian Lak
- Department of Pharmaceutical Chemistry and Quantitative Biology Institute, University of California San Francisco, San Francisco, CA, USA
| | - Matthew Cuellar
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Philip A Cole
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | - Jordan L Meier
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Tim Thomas
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Jonathan B Baell
- Medicinal Chemistry Theme, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia
| | - Peter J Brown
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Michael A Walters
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Paul A Clemons
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Stuart L Schreiber
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Bridget K Wagner
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA.
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Hason M, Jovicic J, Vonkova I, Bojic M, Simon-Vermot T, White RM, Bartunek P. Bioluminescent Zebrafish Transplantation Model for Drug Discovery. Front Pharmacol 2022; 13:893655. [PMID: 35559262 PMCID: PMC9086674 DOI: 10.3389/fphar.2022.893655] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 04/11/2022] [Indexed: 11/17/2022] Open
Abstract
In the last decade, zebrafish have accompanied the mouse as a robust animal model for cancer research. The possibility of screening small-molecule inhibitors in a large number of zebrafish embryos makes this model particularly valuable. However, the dynamic visualization of fluorescently labeled tumor cells needs to be complemented by a more sensitive, easy, and rapid mode for evaluating tumor growth in vivo to enable high-throughput screening of clinically relevant drugs. In this study we proposed and validated a pre-clinical screening model for drug discovery by utilizing bioluminescence as our readout for the determination of transplanted cancer cell growth and inhibition in zebrafish embryos. For this purpose, we used NanoLuc luciferase, which ensured rapid cancer cell growth quantification in vivo with high sensitivity and low background when compared to conventional fluorescence measurements. This allowed us large-scale evaluation of in vivo drug responses of 180 kinase inhibitors in zebrafish. Our bioluminescent screening platform could facilitate identification of new small-molecules for targeted cancer therapy as well as for drug repurposing.
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Affiliation(s)
- Martina Hason
- Laboratory of Cell Differentiation, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
| | - Jovana Jovicic
- Laboratory of Cell Differentiation, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
| | - Ivana Vonkova
- CZ-OPENSCREEN, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
| | - Milan Bojic
- CZ-OPENSCREEN, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
| | - Theresa Simon-Vermot
- Department of Cancer Biology & Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, United States
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Richard M. White
- Department of Cancer Biology & Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, United States
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Petr Bartunek
- Laboratory of Cell Differentiation, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
- CZ-OPENSCREEN, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czechia
- *Correspondence: Petr Bartunek,
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Dahlin JL, Auld DS, Rothenaigner I, Haney S, Sexton JZ, Nissink JWM, Walsh J, Lee JA, Strelow JM, Willard FS, Ferrins L, Baell JB, Walters MA, Hua BK, Hadian K, Wagner BK. Nuisance compounds in cellular assays. Cell Chem Biol 2021; 28:356-370. [PMID: 33592188 PMCID: PMC7979533 DOI: 10.1016/j.chembiol.2021.01.021] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 01/02/2021] [Accepted: 01/27/2021] [Indexed: 12/17/2022]
Abstract
Compounds that exhibit assay interference or undesirable mechanisms of bioactivity ("nuisance compounds") are routinely encountered in cellular assays, including phenotypic and high-content screening assays. Much is known regarding compound-dependent assay interferences in cell-free assays. However, despite the essential role of cellular assays in chemical biology and drug discovery, there is considerably less known about nuisance compounds in more complex cell-based assays. In our view, a major obstacle to realizing the full potential of chemical biology will not just be difficult-to-drug targets or even the sheer number of targets, but rather nuisance compounds, due to their ability to waste significant resources and erode scientific trust. In this review, we summarize our collective academic, government, and industry experiences regarding cellular nuisance compounds. We describe assay design strategies to mitigate the impact of nuisance compounds and suggest best practices to efficiently address these compounds in complex biological settings.
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Affiliation(s)
- Jayme L Dahlin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD 20850, USA.
| | - Douglas S Auld
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Ina Rothenaigner
- Assay Development and Screening Platform, Helmholtz Zentrum Muenchen, 85764 Neuherberg, Germany
| | - Steve Haney
- Indiana Biosciences Research Institute, Indianapolis, IN 46202, USA
| | - Jonathan Z Sexton
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Jarrod Walsh
- Hit Discovery, Discovery Sciences, R&D, AstraZeneca, Alderley Park SK10 4TG, UK
| | | | | | | | - Lori Ferrins
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA 02115, USA
| | - Jonathan B Baell
- Medicinal Chemistry, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, VIC 3052, Australia; School of Pharmaceutical Sciences, Nanjing Tech University, Nanjing 211816, People's Republic of China
| | - Michael A Walters
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN 55414, USA
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA 02140, USA; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02140, USA
| | - Kamyar Hadian
- Assay Development and Screening Platform, Helmholtz Zentrum Muenchen, 85764 Neuherberg, Germany
| | - Bridget K Wagner
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA 02140, USA
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5
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Vincent F, Loria PM, Weston AD, Steppan CM, Doyonnas R, Wang YM, Rockwell KL, Peakman MC. Hit Triage and Validation in Phenotypic Screening: Considerations and Strategies. Cell Chem Biol 2020; 27:1332-1346. [DOI: 10.1016/j.chembiol.2020.08.009] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 05/31/2020] [Accepted: 08/14/2020] [Indexed: 02/06/2023]
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Li S, Xia M. Review of high-content screening applications in toxicology. Arch Toxicol 2019; 93:3387-3396. [PMID: 31664499 PMCID: PMC7011178 DOI: 10.1007/s00204-019-02593-5] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/08/2019] [Indexed: 12/17/2022]
Abstract
High-content screening (HCS) technology combining automated microscopy and quantitative image analysis can address biological questions in academia and the pharmaceutical industry. Various HCS experimental applications have been utilized in the research field of in vitro toxicology. In this review, we describe several HCS application approaches used for studying the mechanism of compound toxicity, highlight some challenges faced in the toxicological community, and discuss the future directions of HCS in regards to new models, new reagents, data management, and informatics. Many specialized areas of toxicology including developmental toxicity, genotoxicity, developmental neurotoxicity/neurotoxicity, hepatotoxicity, cardiotoxicity, and nephrotoxicity will be examined. In addition, several newly developed cellular assay models including induced pluripotent stem cells (iPSCs), three-dimensional (3D) cell models, and tissues-on-a-chip will be discussed. New genome-editing technologies (e.g., CRISPR/Cas9), data analyzing tools for imaging, and coupling with high-content assays will be reviewed. Finally, the applications of machine learning to image processing will be explored. These new HCS approaches offer a huge step forward in dissecting biological processes, developing drugs, and making toxicology studies easier.
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Affiliation(s)
- Shuaizhang Li
- Division for Pre-Clinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, 9800 Medical Center Drive, Bethesda, MD, USA
| | - Menghang Xia
- Division for Pre-Clinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, 9800 Medical Center Drive, Bethesda, MD, USA.
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Establishing a Cell-Based High-Content Screening Assay for TCM Compounds with Anti-Renal Fibrosis Effects. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2018; 2018:7942614. [PMID: 30050593 PMCID: PMC6046160 DOI: 10.1155/2018/7942614] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 04/30/2018] [Indexed: 12/26/2022]
Abstract
Renal fibrosis is thought to be the final common pathway leading to chronic kidney disease (CKD) and end-stage renal failure. Except for renal replacement therapy, no adequate treatment regimen is available; therefore studies on the treatment of renal fibrosis have attracted significant interest. In recent years, studies have shown that traditional Chinese medicine (TCM) may represent an attractive source to produce drugs with antifibrosis effects. The aim of this study was to establish a robust cell-based high-content screening (HCS) approach to identify TCM compounds with antifibrosis effects in NRK49F cells following TGF-β1 exposure. When designing the model, one of the most important steps involved the stability and reproducibility of this cell-based model. Therefore, we initially optimized the experimental parameters. Then, our HCS model was validated using SB525334, an inhibitor of the TGF-β1 receptor, and curcumin and emodin, two TCM compounds with well-documented anti-renal fibrosis activity. Subsequently, the proven reliable HCS model was used to screen a standard TCM compound library, which included 344 TCM molecules. Based on our HCS algorithm, a total of 16 compounds were identified to have prospective inhibitory activity. These compounds were further validated by verification experiments. Strikingly, eight compounds have been shown to inhibit renal fibrosis; six of them had rarely been described in the literature, namely, Ligustrazine, Glycyrrhizic acid, Astragaloside iv, Hydroxysafflor Yellow A, Crocin, and Gypenosides. To the best of our knowledge, this is the first study in which a HCS assay was performed to identify TCM compounds with anti-renal fibrosis effects. The HCS approach was successfully applied to screen active compounds and will be propitious to further anti-renal fibrosis drugs discovery research. Meanwhile, it may offer possibilities for identifying lead compounds for treating other diseases from registered Chinese herbal medicines.
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